Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-07-12<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-07-12<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IZSZX2A4YB4GZE\" class=\"app-title\">Miora<\/a><\/p>\n<div class=\"one-liner\">Scale your creativity on editable canvas with agent memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">517<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Miora\u662f\u4e00\u4e2a\u5177\u5907\u201c\u8bb0\u5fc6\u201d\u80fd\u529b\u7684AI\u521b\u610f\u5de5\u4f5c\u5ba4\uff0c\u901a\u8fc7\u53ef\u7f16\u8f91\u753b\u5e03\u8ba9\u4e2a\u4eba\u521b\u4f5c\u8005\u4ece\u4e00\u4e2a\u60f3\u6cd5\u51fa\u53d1\uff0c\u81ea\u52a8\u751f\u6210\u5e76\u8de8\u6a21\u6001\u534f\u8c03\u811a\u672c\u3001\u89c6\u9891\u3001UI\u30013D\u7b49\u54c1\u724c\u8d44\u4ea7\uff0c\u5f7b\u5e95\u89e3\u51b3AI\u5de5\u5177\u4e4b\u95f4\u201c\u6bcf\u6b21\u90fd\u8981\u91cd\u65b0\u6559\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/549926bb-a831-438c-bc3f-413808b112d2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a9de133-7b64-4f7f-9330-07e1a0832db7.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6619b644-0dbc-4c66-830d-dc7b3ee112ce.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39e086b2-b1de-4ea1-8eee-841872ed0a9c.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c82a8b11-36ab-4045-af79-f2ee81185aa5.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/afcbc57c-59cf-4262-b521-284292d25e60.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b876fd3-dfe3-4422-a3cc-c2cc8dabfb70.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35646a3c-2923-4114-8aa2-bae9b11700a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4e1d97a0-2b98-4482-93d6-dc9147eb8008.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9U_LlFV8pVI\"><source src=\"https:\/\/www.youtube.com\/watch?v=9U_LlFV8pVI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u610f\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u8f91\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u53ef\u7f16\u8f91\u8bb0\u5fc6\u201d\u548c\u201c\u6280\u80fd\u590d\u7528\u201d\u662f\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u540c\u65f6\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u591a\u6a21\u578b\u95f4\u7684\u4e00\u81f4\u6027\u5982\u4f55\u4fdd\u8bc1\uff1b\u751f\u6210\u6d41\u7a0b\u662f\u5426\u53ef\u8ffd\u6eaf\u3001\u53ef\u8c03\u8bd5\uff1b\u8bb0\u5fc6\u4e0e\u6280\u80fd\u7684\u8303\u56f4\uff08\u5168\u5c40\/\u9879\u76ee\uff09\u53ca\u5171\u4eab\u673a\u5236\uff1b\u951a\u70b9\u4fee\u6539\u540e\u4e0b\u6e38\u8d44\u4ea7\u5982\u4f55\u5904\u7406\uff1b\u4ee5\u53ca\u662f\u5426\u652f\u6301\u5ba2\u6237\u7aef\u6f14\u793a\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Miora\u5728\u8fd9\u573aProduct Hunt\u7684\u53d1\u5e03\u4e2d\uff0c\u6295\u4e2d\u4e86AI\u521b\u610f\u5de5\u5177\u9886\u57df\u4e00\u4e2a\u771f\u5b9e\u7684\u201c\u9690\u75db\u201d\uff1a**\u751f\u6210\u53d8\u5bb9\u6613\u4e86\uff0c\u4f46\u4e00\u81f4\u6027\u4e0e\u4e0a\u4e0b\u6587\u7ba1\u7406\u6210\u4e86\u65b0\u5730\u72f1\u3002**\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u201c\u53c8\u4e00\u6b3eAI\u56fe\u50cf\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8bb0\u5fc6\u201d\u4e0e\u201c\u7f16\u8f91\u6027\u201d\u7684\u7ed3\u5408\u3002\u672c\u8d28\u4e0a\uff0cMiora\u8bd5\u56fe\u89e3\u51b3\u7684\u662f\u4ece\u201c\u5355\u6b21\u751f\u6210\u201d\u5230\u201c\u8fde\u7eed\u521b\u4f5c\u201d\u7684\u8303\u5f0f\u8dc3\u8fc1\u3002\u7edd\u5927\u591a\u6570AI\u5de5\u5177\u4ecd\u662f\u201c\u65e0\u72b6\u6001\u201d\u7684\u2014\u2014\u4f60\u6bcf\u6b21\u6253\u5f00\u90fd\u5728\u6559\u5b66\uff0c\u54c1\u724c\u89c4\u5219\u3001\u98ce\u683c\u504f\u597d\u3001\u9879\u76ee\u4e0a\u4e0b\u6587\u88ab\u4e00\u6b21\u6b21\u629b\u5f03\u3002Miora\u7684Agent Memory\u548c\u53ef\u590d\u7528Skill\uff0c\u662f\u5c06\u201c\u4e0a\u4e0b\u6587\u201d\u4ece\u7528\u6237\u7aef\u8f6c\u79fb\u5230\u4e86\u5de5\u5177\u7aef\uff0c\u8fd9\u7684\u786e\u662f\u7ed3\u6784\u6027\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8981\u6ce8\u610f\uff0c\u8fd9\u4e2a\u4ef7\u503c\u80fd\u5426\u5151\u73b0\uff0c\u53d6\u51b3\u4e8e\u51e0\u4e2a\u5173\u952e\u8282\u70b9\u3002\u8bc4\u8bba\u4e2d\u4e13\u4e1a\u7528\u6237\u63d0\u51fa\u7684\u201c\u6d41\u7a0b\u53ef\u8ffd\u6eaf\u6027\u201d\u548c\u201c\u951a\u70b9\u53d8\u66f4\u7684\u4f20\u64ad\u7b56\u7565\u201d\u76f4\u6307\u8981\u5bb3\u2014\u2014\u5982\u679c\u8bb0\u5fc6\u6210\u4e3a\u9ed1\u7bb1\uff0c\u5b83\u5f88\u5feb\u5c31\u4f1a\u4ece\u52a9\u624b\u53d8\u6210\u7eca\u811a\u77f3\uff1b\u5982\u679c\u4e0b\u6e38\u8d44\u4ea7\u5fc5\u987b\u5168\u624b\u52a8\u91cd\u505a\uff0c\u6240\u8c13\u7684\u201c\u4e00\u81f4\u6027\u201d\u5c31\u6210\u4e86\u7cbe\u81f4\u7684\u8c0e\u8a00\u3002Miora\u76ee\u524d\u7684\u56de\u5e94\u662f\u201c\u667a\u80fd\u534f\u540c\u201d\u800c\u975e\u201c\u81ea\u52a8\u51b2\u6389\u6240\u6709\u4e0b\u6e38\u201d\uff0c\u8fd9\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u6267\u884c\u96be\u5ea6\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u88ab\u9ad8\u4f30\u7684\u98ce\u9669\u662f\u201c\u53ef\u7f16\u8f91\u753b\u5e03\u201d\u3002\u591a\u6a21\u6001asset\u5171\u5904\u4e00\u5ba4\uff0c\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u6311\u6218Adobe\u548cFigma\u751f\u6001\u7684\u62a4\u57ce\u6cb3\u3002Miora\u76ee\u524d\u7684\u5b9a\u4f4d\u662f\u201c\u4e0a\u6e38\u751f\u6210\u67a2\u7ebd\u201d\uff0c\u627f\u8ba4\u8d44\u4ea7\u5fc5\u987b\u5bfc\u51fa\u5230\u4f20\u7edf\u5de5\u5177\u505a\u6700\u7ec8\u7f16\u8f91\uff0c\u8fd9\u662f\u52a1\u5b9e\u7684\u59a5\u534f\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5b83\u96be\u4ee5\u6210\u4e3a\u521b\u4f5c\u7684\u7ec8\u70b9\u7ad9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u806a\u660e\u7684\u4e00\u6b65\u662fSkill\u4f5c\u4e3a\u53ef\u5171\u4eab\u7684SOP\uff08\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f\uff09\uff0c\u800c\u975e\u6301\u7eed\u6f02\u79fb\u7684\u8bb0\u5fc6\u3002\u8fd9\u533a\u5206\u4e86\u201c\u5de5\u5177\u4e2a\u4eba\u5316\u201d\u548c\u201c\u56e2\u961f\u534f\u4f5c\u201d\u4e24\u4e2a\u573a\u666f\uff0c\u5e76\u4e14\u5de7\u5999\u5730\u907f\u5f00\u4e86AI\u6a21\u578b\u201c\u98ce\u683c\u6f02\u79fb\u201d\u8fd9\u4e2a\u9489\u5b50\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aMiora\u4e0d\u662f\u53c8\u4e00\u4e2a\u751f\u6210\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u521b\u4f5c\u4f34\u4fa3\u201d\u7684\u7cfb\u7edf\u7ea7\u5c1d\u8bd5\u3002\u5b83\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u8bb0\u5fc6\u7684\u900f\u660e\u6027\u3001\u6d41\u7a0b\u7684\u53ef\u8c03\u8bd5\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u751f\u6210\u201d\u4e0e\u201c\u63a7\u5236\u201d\u4e4b\u95f4\u627e\u5230\u771f\u6b63\u7684\u5e73\u8861\u70b9\u3002**\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Miora<\/span>\n <\/div>\n<div class=\"comment-content\">Not another AI image tool. Miora is an Agentic Creative Studio with Memory. Bring one idea, generate multimodal assets on one editable canvas, turn auto-built memory into a reusable Skill, then create more, always true to your taste. One person, a whole creative studio.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m part of the team that built Miora.<\/p>\n<\/p>\n<p>The way we create is going through a paradigm shift. AI changed what a single step can do, but the work is still scattered across tools, and you’re teaching it your preferences from scratch every time.<\/p>\n<\/p>\n<p><strong>So we built Miora, an Agentic Creative Studio with Memory. <\/strong>Give it one brief, and it autonomously orchestrates a team of AI Specialists, delivering a full campaign asset pack in one go, from script, storyboard and video to UI\/UX, illustration, 3D and brand systems, always true to your taste.<\/p>\n<\/p>\n<p><strong>Why Miora is different:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Agent Memory<\/strong>: your brand, style, rules and taboos build up automatically, and stay fully editable. The first brief generates; every one after continues from where you left off.<\/p>\n<\/li>\n<li>\n<p><strong>Multimodal on one canvas<\/strong>: image, video, UI and 3D live together, not scattered across tabs.<\/p>\n<\/li>\n<li>\n<p><strong>Everything stays editable<\/strong>: Edit Text, Selection Edit, or just say the change in plain words.<\/p>\n<\/li>\n<li>\n<p><strong>Skills you own<\/strong>: save a workflow as your own Skill. Reuse it, share it, never rebuild from scratch.<\/p>\n<\/li>\n<\/ul>\n<p>Memory is the part we most want to dig into. As you work, Miora quietly remembers your style and each project’s rules, and it’s no black box: you can view, edit and add to any of it. So the first brief generates; every one after is continuous creation built on your context. The deeper you go, the more it gets you.<\/p>\n<\/p>\n<p><strong>Here’s how it works:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Pick a Skill, drop a brief<\/strong>: no prompt gymnastics, just say what you need.<\/p>\n<\/li>\n<li>\n<p><strong>Meet your hero in an editable canvas:<\/strong> one brief becomes a fully-designed character, and every element stays editable: select anything, describe the change in plain words.<\/p>\n<\/li>\n<li>\n<p><strong>Expand into a full multimodal world:<\/strong> that one character fans out into video, game UI, 3D, skins and merch, all one consistent IP, all on a single canvas.<\/p>\n<\/li>\n<li>\n<p><strong>Turn the memory into your own Skill<\/strong>: Miora remembers your rules, taste and taboos, then packs the whole workflow into a Skill you reuse and share.<\/p>\n<\/li>\n<\/ol>\n<p>We believe creation is shifting from “people operating tools” to “creating alongside Agents.” Your role changes from executor to director. From a single idea to a batch of deliverable work \u2014 that’s the distance Miora wants to close.<\/p>\n<\/p>\n<p>To celebrate our launch, every new account gets 1,000 free credits to start creating right away.<\/p>\n<\/p>\n<p>Try it \u2192 <a href=\"http:\/\/miora.design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">miora.design<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> Congrats on launching Miora! The part that stood out for me was the problem – teaching a tool your preferences from scratch every time is a tax people are paying with AI creative tools right now. <\/p>\n<\/p>\n<p>Memory is what Miora’s all about – that’s the kind of differentiator most tools would love to have, and it’s currently buried under the deliverables.<\/p>\n<\/p>\n<p>Who do you picture opening this first – an agency creative director, or a solo brand builder?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@zack good to hear. the reason i ask about specialist visibility specifically is that when the pipeline gets faster, review debt piles up faster too. teams reviewing 40 assets a week can’t debug what went wrong without knowing which agent decided what. curious what the roadmap looks like for that part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>This looks insanely useful. Jumping between tabs and constantly re-prompting my style rules is the worst part of my workflow right now. Having an agent that actually remembers previous briefs is huge. Gonna go use my free credits now. Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey cool this treats memory as something you can inspect and edit rather than a black box the model manages on its own. A lot of “personalization” in AI tools happens invisibly, so letting someone add or remove a specific rule changes the trust relationship with the tool in a big way for sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> Appreciate that. We kept feeling that “trust me, the AI remembers” wasn’t enough. If memory affects the output, people should be able to inspect it, edit it, and decide what stays.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> You put it really well. The trust relationship changes when memory is inspectable and editable. Miora can organize memory automatically in the background, but users should be able to see what it learned, remove what\u2019s wrong, and add specific rules when needed. Memory should feel like a creative system you own, not a black box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> Such an insightful comment, Uddipta! “Trust” is such a crucial word for us. We strongly believe that true creative tools shouldn’t require blind faith in a black box. We designed Miora to earn your trust not just through a hands-on, transparent working mode on the canvas, but also through consistent reliability when executing your specific vision. Letting you inspect, tweak, and own those rules is the only way to build a real partnership with the AI rather than just fighting against it. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the direction you’re taking . The idea of AI remembering my creative preferences instead of starting from zero every session feels like a much bigger leap than just generating another image.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felix_harper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix_harper<\/a> That’s the shift we’re excited about too.<\/p>\n<p>For a lot of creative work, the real cost isn’t generating the asset. It’s re-explaining the context, preferences, and decisions every single time.<\/p>\n<p>We’re hoping Miora can become something that grows alongside the creator, instead of resetting back to zero every session.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felix_harper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix_harper<\/a> Exactly. The goal is for Miora to build on what you have already made and decided, instead of making you repeat your taste, references, and constraints every time. like a teammate<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felix_harper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix_harper<\/a> btw<br \/>That has been one of the strongest reactions from our beta users: after working with Miora\u2019s Agent for a while, they do not want to go back to one-shot generation tools that make them start over every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the most interesting launches today, especially the anchor-node idea. Wondering…you approve a core key visual, branch video, UI and 3D off it, then perhaps realize the anchor was slightly wrong…Does fixing the anchor re-propagate to everything downstream? Is each child a manual redo? Great work anyway!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Great question! Updating the anchor doesn’t automatically redo everything. The new direction can be saved into Miora’s memory, and creators can choose which downstream assets they want to regenerate.<\/p>\n<p>We believe creative teams should stay in control \u2014 sometimes you want the whole system to evolve, and sometimes you only want to adjust one branch~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks for the kind words and the brilliant question, Art! The short answer is that we deliberately avoid forced auto-propagation. Miora is designed as a fluid canvas rather than a rigid, top-down workflow tool. There isn’t a strict “downstream”\u2014you can use node A to generate node B, and then actually use B to iterate back on A. We built it this way because we strongly believe that in the age of AI generation, the “human touch” found in step-by-step fine-tuning and curation is more precious than ever. Blindly auto-updating child nodes often destroys those intentional creative choices. However, if you do want that automated pipeline effect for a specific task, you can easily save your mature process as a reusable Skill!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> You touched on a really important point. Miora isn\u2019t designed as a traditional node-based workflow where changing one upstream node mechanically re-runs everything downstream.<\/p>\n<\/p>\n<p>The anchor is more like a shared creative direction: the approved intent, visual logic, references, and decisions behind the work. If you later realize the anchor is slightly wrong, you can update that direction, and the agent can help carry the correction into related assets across video, UI, or 3D.<\/p>\n<\/p>\n<p>The goal is not automatic destructive re-propagation, but intelligent revision. The agent should understand what changed, what needs to be adjusted, and what can stay intact, more like working with a creative teammate than operating a pipeline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Miora this morning and the memory turning into a reusable Skill thing actually worked, my color choices carried over to a totally different asset without me redoing anything. The editable canvas feels way less chaotic than juggling tabs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cnurettin33910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cnurettin33910<\/a> Thanks so much for trying Miora and sharing this!<\/p>\n<p>This is exactly what we\u2019re building toward and really glad the Skills and editable Canvas are helping make your workflow smoother. <\/p>\n<p>Would love to see what you create with Miora and hear any feedback as you keep exploring!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cnurettin33910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cnurettin33910<\/a> Thanks so much for trying Miora out, Nurettin! We strongly believe that maintaining context shouldn’t require manual copy-pasting, and organizing thoughts shouldn’t feel like a tab-management simulator. Really glad to hear the canvas is bringing some visual sanity back to your creative process!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cnurettin33910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cnurettin33910<\/a> This is exactly what we heard a lot during our beta. Once people use Miora for a while, it becomes hard to go back to one-off generation or node-based workflows.<\/p>\n<\/p>\n<p>The value really shows up when creative decisions start carrying across assets naturally: colors, style choices, brand rules, references, approved directions. You spend less time rebuilding context and more time actually shaping the work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the memory-as-editable-rules approach is the right call, most “AI remembers your style” tools hide it as a black box you can’t inspect or correct. being able to literally add\/remove a rule and see it apply next generation is a much more trustworthy pitch for studio use than “the AI just gets you” marketing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Couldn’t agree more. Especially for teams, editable memory feels much more useful than magical memory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Really appreciate that! <\/p>\n<p>We think creative teams need more control, not just “trust the AI.” Making memory editable means it’s easier to refine, share, and keep everyone aligned instead of hoping the model remembers the right things~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Spot on, Omri! This touches exactly on a major pain point we observed in real creative workflows.<\/p>\n<p>Memory is fantastic, right up until the moment you need to pivot. In actual production, there are always times when you have to partially or completely scrap a previous style and take a new direction. In those situations, a “magical” black-box memory becomes a nightmare\u2014it stubbornly drags you back to the old context, and you end up fighting against the tool.<\/p>\n<p>By making memory explicit and editable, creators can literally just delete or toggle off the outdated rules. You keep the foundation that still works, and toss the rest. Really appreciate you highlighting this practical difference!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>agent memory that builds up your brand’s taboos automatically is exactly the piece every creative team has been re-teaching AI tools weekly. one persistent brand doc miora actually reads is the win.<\/p>\n<\/p>\n<p>real q: is the specialist chain visible when an asset ships? like can i see “script agent to storyboard agent to illustration agent” with what each contributed? asking because when brand teams review, they want to point at the specific step that went wrong, not the whole pipeline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Great question! That’s actually a direction we’re really excited about.<\/p>\n<p>Today in Miora’s Free Canvas, you can see assets evolve step by step and jump in to edit any part of the process directly on the canvas, so creation feels collaborative rather than like a black box.<\/p>\n<p>You’re also not locked into a fixed workflow, you can decide which specialist handles which task and shape the process as you go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Right now you can already see what each specialist is doing in the conversation and follow how assets evolve on the canvas.<\/p>\n<p>So if something breaks, you can usually tell where it broke.<\/p>\n<p>The more explicit review workflow you’re describing for brand teams isn’t there yet, but honestly that framing is kind of brilliant \ud83d\ude04<\/p>\n<p><em>“Don’t blame the whole pipeline, point to the step that broke”<\/em> is probably a better way to describe the problem than we’ve been doing internally.<\/p>\n<p>Mind if we steal that? Would love to keep you posted as we build toward it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Because a real Agent is handling the task, you don\u2019t need to worry about the process being hidden. Unlike traditional pipelines or workflows, you can freely direct the Agent or ask questions to get exactly what you need\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A full campaign pack from one brief sounds powerful. How does the agent maintain consistency when assets are produced by different underlying models for image, video, UI, and 3D?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Yeah this was the thing that kept us up honestly. The trick is the consistency doesn’t live in the models, it lives one layer above them. Whatever you upload (your product, palette, the rules) gets pinned in memory and pushed into every step as hard constraints, so it doesn’t matter if it’s the image model or the video one doing the work, they’re all drawing from the same anchor. Otherwise, you just get 5 pretty assets that look like 5 different brands<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Building on Sherina’s point about the memory anchor, this is exactly why we don’t just generate everything simultaneously in a black box. The workflow in Miora usually starts with establishing a strong core asset\u2014like a key visual or character design. Once you approve that node, its specific stylistic DNA gets locked into the agent’s memory. When you then branch out to generate a video or a 3D object, the agent isn’t starting from scratch; it’s explicitly referencing that approved anchor node. The underlying models might be different, but they are all forced to obey the same master reference you established.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Great question. The key is that consistency lives above the individual models. The agent keeps the approved direction, character traits, references, and design rules as shared context, then adapts them for image, video, UI, or 3D generation.<\/p>\n<\/p>\n<p>Different models may produce the assets, but the agent is carrying the same creative intent across them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> pretty interesting, and potent to see Tencent behind this!<\/p>\n<\/p>\n<p>One nit \u2014 when I tried to “polish my prompt”, it translated it to Chinese!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37152def-d752-4777-9c4d-acdd3ee72694.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> also, when verifying the video settings, I couldn’t figure out how to alter them. I could either Confirm or Deny or “type additional requirements”, but typing them didn’t seem to make a difference.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/576edd78-73b3-4c23-b238-81cd87fb345e.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The editable Agent Memory holding a brand’s rules and taboos is more useful to me than one-shot generators that forget my taste every brief. Day-one question: is that taste memory one global profile, or scoped per project so a client brand’s rules don’t bleed into my personal work? And when I save a workflow as a Skill I “own,” can I export it or hand it to a teammate outside Miora, or does reuse only happen inside my own account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> You\u2019ve landed on exactly the problem we designed for. Miora has two kinds of memory:<\/p>\n<p>Personal memory lives with your account and can carry context across projects. Project memory stays inside that project, so it can hold a client\u2019s brand rules, taboos, key decisions, and progress without bleeding into your personal work.<\/p>\n<p>Skills are not limited to your own account. You can use them yourself, download and share them with teammates, or publish them to the marketplace for other creators to use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> Memory is just the one of many exciting features coming to Miora. We\u2019re rethinking creative generation around a true Agent, with the goal of transforming how people create while dramatically lowering the barrier to entry. Much more is coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the memory-into-Skill part is the interesting bit for me – if my taste shifts mid-project, does the skill drift with new edits or does it lock in from the first few briefs and need a manual reset?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> To clarify, a Skill in Miora functions as a shareable SOP rather than a continuously evolving memory. It doesn’t automatically drift in the background as you continue to edit, nor is it rigidly locked to your very first brief. Instead, it acts as a snapshot. When you finally decide to save a process into a Skill, the system looks at your entire workflow and summarizes the final, matured style you landed on at that exact moment. If your taste shifts again later in the project, you would simply save that new, updated process as a fresh Skill.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> That\u2019s a really sharp question. The distinction is deliberate: Skills stay fixed, so they do not quietly drift as your taste changes. If you want to update one, you can ask Miora to revise it, but that is an intentional change.<\/p>\n<p>Memory is different. It can evolve with the current context and your history, correcting itself as it learns more about your preferences. You can also edit it directly whenever you want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Memory and skills is just the one of many exciting features coming to Miora. We\u2019re rethinking creative generation around a true Agent, with the goal of transforming how people create while dramatically lowering the barrier to entry. Much more is coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>when you share a Skill with a teammate, does the anchor\/memory baked into it travel with it, or does it need re-anchoring against their own account’s memory first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> That is a great technical question! To clarify, a Skill in Miora operates much like skills in other AI agent products\u2014it is completely stateless. The baked memory and specific anchor nodes do not travel with it. Instead, a Skill is designed to summarize your process and capture your workflow, essentially acting as a SOP. When you share it with a teammate, you are sharing the exact recipe, which they will then apply to their own specific anchors and canvas memory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i like the vision of replacing scattered creative tools with one workspace. How will exported projects stay editable later? Saving flexible project files could give creators more confidence. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajveer_raj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_raj<\/a> That is a very fair point about building creator confidence. Right now, while you cannot export the entire Miora workspace as a single offline project file, we’ve made absolutely sure that no creative asset is ever locked in. You can export every single piece of content you generate on the canvas\u2014whether that’s images, videos, UI components, or 3D models\u2014in standard industry formats.<\/p>\n<p>Our current philosophy is to make Miora the ultimate upstream generation hub where you nail down the vision, giving you the freedom to pull all those individual assets into your traditional downstream software for any final, structural editing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajveer_raj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_raj<\/a> <\/p>\n<p>Every asset on the canvas exports in standard formats, whether that’s images, videos, UI files, or 3D assets, so nothing gets trapped in a proprietary format.<\/p>\n<p>Projects can also be shared via link, making it easy for collaborators and stakeholders to revisit the full context of the work, not just the final outputs.<\/p>\n<p>We think creators should own their work, not the tool that helped create it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajveer_raj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_raj<\/a> Good point. All assets created in Miora can be exported, and keeping projects editable over time is important to us. We\u2019d love for you to try it and share what else you\u2019d need to feel confident using Miora as your long-term creative workspace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Many tools can generate variations. Fewer can remember why a direction was approved and carry it into another medium<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jody_l_wyatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jody_l_wyatt<\/a> That’s exactly the problem we’re interested in. Generating options is getting easier fast. Remembering why a decision was made feels much harder and much more valuable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jody_l_wyatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jody_l_wyatt<\/a> Totally agree. The hard part isn’t creating more options, it’s maintaining creative consistency and delivering reliable, aligned outputs over time. That’s something we’ve been thinking deeply about, and it’s the kind of creative memory we’re building with Miora.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jody_l_wyatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jody_l_wyatt<\/a> Spot on, Jody! You\u2019ve highlighted exactly why the traditional linear chat interface often fails real creative work. When you try to iterate inside a chat box, the AI tends to get stuck in a rut, getting progressively worse as you give it more feedback, and you can’t even roll back to a previous good version. That\u2019s why we built Miora on an infinite canvas\u2014it lets you freely branch, compare, and merge different nodes. When you finally approve a specific direction, our memory layer captures the exact WHY behind your choice, acting as a stable anchor that carries that approved style seamlessly into other mediums like video or UI without losing the essence along the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I would love a presentation mode that turns selected canvas nodes into a clean client review flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> Love this idea. A lot of creative work ends with client review anyway, so having a cleaner way to present selected parts of the process makes a lot of sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> Great suggestion, Jocky! Bridging the gap between the creative process and client deliverables is exactly the kind of professional workflow we want to support. Turning curated canvas nodes into a streamlined presentation makes total sense for agency and studio use cases. Really appreciate you sharing this, it gives us a great direction to explore!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I would start with a deliberately difficult brief involving one character across illustration, UI, motion, and 3D to see how well the memory carries the identity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Haha that’s exactly the kind of brief we’d want people to throw at it. Curious what you’d think after trying it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thanks! That\u2019s actually a great stress test. Keeping one character\u2019s identity consistent across illustration, UI, motion, and 3D is exactly the kind of challenge we want to tackle. Would love to see what you create with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that memory is not presented as magic. Being able to inspect, edit, and add rules makes it feel more like a creative system the user owns instead of hidden personalization controlled by the model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orman_canida\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orman_canida<\/a> This is exactly how we think about it. Every rule in memory is visible and editable \u2014 you can add “always keep this brand color,” remove something that’s drifting, or correct how it reads your style. It’s a creative system you steer, not hidden personalization you inherit. Appreciate you calling that out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orman_canida\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orman_canida<\/a> Exactly. The biggest problem with “magical” black-box memory is that it actually works against you when you need to change directions.<\/p>\n<p>In real studio production, you frequently need to partially or completely overturn a previous design. An invisible memory will just keep interfering and messing with your new concepts. Making memory editable means you can instantly clear out the old rules and pivot without fighting the AI. Thanks for seeing exactly what we were aiming for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orman_canida\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orman_canida<\/a> Yes! We don\u2019t want memory to feel like hidden magic. In Miora, memory is organized automatically in the background, almost like how the brain consolidates thoughts while dreaming at night.<\/p>\n<\/p>\n<p>But the important part is ownership. Users should be able to inspect it, edit it, add rules, or correct the agent when needed. Creative memory should be something the user can shape, not something silently controlled by the model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Turning learned creative preferences into reusable Skills is a smart idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! yeah that’s the part I’m personally most excited about. The thing you used to re-explain every single time just… becomes a Skill you reuse. Feels obvious in hindsight but it took a while to get there<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! Really glad that resonated with you~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks Sandy! Exactly. We hope Skills and memory can go beyond reusable instructions and become a way for the Agent to truly learn how you create. The more you work together, the less you need to explain yourself again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see a small brand team using this to turn one launch brief into key visuals, social cuts, landing-page concepts, and merch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For me, other products require a series of preparations each time a project is recreated, and it’s necessary to maintain the style without any changes in every step. miora helped me solve this problem!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For event marketing, one brief could become stage graphics, social assets, badges, 3D booth concepts, and recap visuals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! One canvas for UI, video, image, and 3D sounds incredibly satisfying.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Thank you! That feeling of having everything live on one canvas instead of jumping between five different tools was exactly what we were chasing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The editable-canvas approach makes this feel much closer to real creative work. Congrats on shipping!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Memory is the most interesting part to me. Can users see why a particular memory was recalled for a generation and remove it from that run without deleting it permanently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> In Miora, memory isn’t hidden away in a black box. We separate personal memory from project memory, and both are visible and editable by the user.<\/p>\n<p>You can also turn memory off entirely when you want to work from a clean slate.<\/p>\n<p>The “why was this memory recalled for this generation?” part is a fascinating direction though. The moment AI starts having memory, it probably also needs receipts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How granular is Selection Edit? Could I change a character’s jacket while preserving pose, lighting, and identity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Miora decide which memories are worth keeping, and can users approve them before they affect future work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see product designers using this to align marketing visuals with the UI language of a new feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a> Exactly. One of the early use cases we kept seeing was teams trying to make sure the product UI and the launch visuals felt like they belonged to the same story.<\/p>\n<p>Turns out consistency is easy to say and surprisingly hard to maintain<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The project-vs-personal memory split is what sells this for me \u2014 as an indie dev I’m always making promo art and covers for my own app, and the visual language has to stay consistent, which black-box “AI remembers your taste” tools always drift on. Saving that as an editable Skill I reuse per project is the part I’d actually use. When you share a Skill, does it carry its memory rules with it, or just the workflow steps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lennoxbeflying\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lennoxbeflying<\/a> You are exactly the kind of creator we had in mind when we split project memory from personal memory.<\/p>\n<p>The idea is that a shared Skill carries the workflow and the intent behind it, while each creator still brings their own context and references into the project.<\/p>\n<p>So if your Skill says “keep the playful illustration style, the soft gradients, and the visual language from Project X”, those rules travel with the Skill. The personal history behind why you like those choices stays yours.<\/p>\n<p>We like to think of it as sharing the recipe and the taste profile, not your entire kitchen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Zack Lee that explicit-correction model makes sense, but it puts the burden on the user to remember to say something every time their taste shifts. realistically most people won’t bother until the drift is annoying enough to notice. is there any passive signal you use, like consistently editing away from what a rule suggests, that nudges Miora to flag “hey, this rule might be stale” instead of waiting for an explicit override?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> That\u2019s a great point. Memory system looks at the user\u2019s current input and weighs both strong and weak signals when deciding whether to add or update a memory. An explicit correction carries more weight, while smaller signals can indicate that a preference may be shifting.<\/p>\n<\/p>\n<p>We\u2019ll keep refining how Miora interprets those signals based on user feedback. If you notice situations where it reacts too strongly or misses a change, we\u2019d love to hear about them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Creative consistency is usually lost in the handoffs: key visual to motion, motion to social, social to product UI. Putting those assets on one canvas with shared memory could remove a lot of repeated explanation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mingyouagi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mingyouagi<\/a> Exactly, and it is more than putting the assets on one canvas. Miora\u2019s agent sees the work in one shared context, so it can follow the connection from a key visual to motion, social, and UI without making you re-explain the brief every time.<\/p>\n<p>Project memory carries the important context across new conversations too, such as your logo, brand rules, and key decisions. That continuity is where the handoffs start to feel much less painful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mingyouagi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mingyouagi<\/a> and memory is just the one of many exciting features coming to Miora. We\u2019re rethinking creative generation around a true Agent, with the goal of transforming how people create while dramatically lowering the barrier to entry. Much more is coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KZ7M6VNT4KDSHS\" class=\"app-title\">JustVibe<\/a><\/p>\n<div class=\"one-liner\">The search engine for doing, with apps built for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">505<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>JustVibe\u5c06\u641c\u7d22\u6307\u4ee4\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u3001\u53ef\u5b9a\u5236\u7684\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u641c\u7d22\u4ec5\u63d0\u4f9b\u201c\u6587\u5b57\u7b54\u6848\u201d\u800c\u65e0\u6cd5\u201c\u76f4\u63a5\u5b8c\u6210\u4efb\u52a1\u201d\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u4ece\u201c\u8bfb\u7b54\u6848\u201d\u53d8\u6210\u201c\u7528\u7b54\u6848\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6875c0c-477d-4838-8591-40f6f31e4575.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/720a4556-24c1-455c-958a-450bb152a60c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94b18ec4-a7af-42d5-a1f8-ed76a2e41544.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24bd0d4e-e63d-43b9-87e0-b7e965819783.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e4d510c-158f-4651-96e7-b81940f15e2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5aa288ad-ca46-4b08-adea-39a35b3d6531.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2404784a-a1c2-4105-9679-d7746421f15e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d2af54c7-74b0-4326-9837-e23a6ed1c3e9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PDHbHhHwz9Y\"><source src=\"https:\/\/youtu.be\/PDHbHhHwz9Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Web App<\/span><br \/>\n <span class=\"tag\">Search<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u641c\u7d22\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">AI\u5e94\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u578b\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u7ed3\u679c<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u8f91\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u4ece\u641c\u7d22\u5230\u5e94\u7528\u201d\u7684\u8303\u5f0f\u9769\u65b0\uff0c\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\u5e94\u7528\u7684\u6c38\u4e45\u4fdd\u5b58\u3001\u6570\u636e\u6301\u4e45\u5316\u3001\u7f16\u8f91\u7075\u6d3b\u6027\u548c\u5bfc\u51fa\u80fd\u529b\u4e0a\u3002\u591a\u4f4d\u7528\u6237\u8be2\u95ee\u751f\u6210\u7684\u5e94\u7528\u662f\u5426\u53ef\u957f\u671f\u590d\u7528\u3001\u6570\u636e\u662f\u5426\u4f1a\u81ea\u52a8\u6e05\u9664\u3001\u672a\u6765\u80fd\u5426\u5bfc\u51fa\u81f3\u65e5\u5386\u7b49\u7b2c\u4e09\u65b9\u5e73\u53f0\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u5e94\u7528\u6c38\u4e45\u4fdd\u5b58\u5728\u56fe\u4e66\u9986\uff0c\u6570\u636e\u53ef\u901a\u8fc7\u5e94\u7528\u5185\u529f\u80fd\u624b\u52a8\u4fdd\u5b58\uff0c\u5bfc\u51fa\u529f\u80fd\u5373\u5c06\u4e0a\u7ebf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n JustVibe\u7684\u91ce\u5fc3\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u641c\u7d22\u7684\u7ec8\u70b9\u2014\u2014\u4e0d\u662f\u4fe1\u606f\uff0c\u800c\u662f\u884c\u52a8\u3002\u5b83\u5de7\u5999\u5730\u5c06\u201c\u641c\u7d22\u5373\u7528\u201d\u4ece\u6982\u5ff5\u843d\u5730\u4e3a\u4ea7\u54c1\uff1a\u7528\u6237\u8f93\u5165\u201c\u8ba1\u5212\u4e1c\u4eac\u4e94\u65e5\u6e38\u201d\uff0c\u4e0d\u518d\u5f97\u5230\u4e00\u5806\u94fe\u63a5\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u76f4\u63a5\u586b\u5199\u7684\u884c\u7a0bApp\u3002\u8fd9\u4e00\u6846\u67b6\u5728\u65c5\u884c\u89c4\u5212\u3001\u521b\u610f\u677f\u3001\u83dc\u8c31\u63a8\u8350\u7b49\u8f7b\u91cf\u7ea7\u3001\u9ad8\u9891\u4efb\u52a1\u573a\u666f\u4e2d\u6781\u5177\u6740\u4f24\u529b\uff0c\u5c24\u5176\u5bf9\u975e\u6280\u672f\u7528\u6237\u6781\u5176\u53cb\u597d\u3002\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u201c\u6301\u4e45\u5316\u4e0e\u53ef\u7f16\u8f91\u201d\u2014\u2014\u751f\u6210\u7684\u5e94\u7528\u4e0d\u662f\u4e00\u6b21\u6027\u73a9\u5177\uff0c\u800c\u662f\u53ef\u6c38\u4e45\u4fdd\u6709\u3001\u968f\u65f6\u8c03\u7528\u7684\u79c1\u4eba\u5de5\u5177\uff0c\u751a\u81f3\u652f\u6301\u57fa\u4e8e\u4ed6\u4eba\u5e94\u7528\u7684\u4e8c\u6b21\u521b\u4f5c\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u642d\u5efa\u4e86\u4e00\u4e2a\u201c\u5e94\u7528\u5373\u5185\u5bb9\u201d\u7684UGC\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5176\u4e00\uff0c\u5bf9\u590d\u6742\u3001\u91cd\u5ea6\u903b\u8f91\u7684\u4efb\u52a1\uff08\u5982\u8d22\u52a1\u7ba1\u7406\u3001\u9879\u76ee\u7ba1\u7406\uff09\uff0c\u201c\u4e00\u53e5\u63d0\u793a\u751f\u6210\u53ef\u7528App\u201d\u7684\u627f\u8bfa\u6781\u6613\u7834\u529f\uff0c\u7528\u6237\u5bf9\u201c\u51c6\u786e\u6027\u548c\u6301\u4e45\u53ef\u9760\u6027\u201d\u7684\u8ffd\u95ee\u5df2\u66b4\u9732\u8fd9\u4e00\u9690\u60a3\u3002\u5176\u4e8c\uff0c\u540e\u7aef\u6210\u672c\u538b\u529b\u5de8\u5927\uff1a\u6bcf\u4e2a\u4e2a\u6027\u5316\u5e94\u7528\u90fd\u9700\u7ef4\u6301\u6301\u4e45\u8fd0\u884c\uff0c\u82e5\u7528\u6237\u91cf\u6fc0\u589e\uff0c\u514d\u8d39\u6a21\u5f0f\u80fd\u5426\u652f\u6491\uff1f\u5176\u4e09\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u201c\u6570\u636e\u5f52\u8c01\u3001\u662f\u5426\u9690\u79c1\u201d\u5c1a\u9700\u66f4\u900f\u660e\u7684\u6c9f\u901a\u3002JustVibe\u7528\u201c\u96f6\u4ee3\u7801\u3001\u81ea\u7531\u7f16\u8f91\u201d\u964d\u4f4e\u4e86\u521b\u4f5c\u95e8\u69db\uff0c\u4f46\u672a\u89e3\u51b3\u201c\u4ea7\u54c1\u8d28\u91cf\u4f9d\u8d56AI\u5e7b\u89c9\u201d\u7684\u6838\u5fc3\u77db\u76fe\u3002\u5982\u679c\u751f\u6210\u7684\u5e94\u7528\u5728\u5173\u952e\u65f6\u523b\u51fa\u9519\uff08\u5982\u884c\u7a0b\u5b89\u6392\u5bfc\u81f4\u8bef\u673a\uff09\uff0c\u4fe1\u4efb\u5c06\u77ac\u95f4\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u8fd9\u662f\u4e00\u6b21\u5bf9\u641c\u7d22\u6d88\u8d39\u5f62\u6001\u7684\u5927\u80c6\u91cd\u6784\uff0c\u4f46\u4ea7\u54c1\u4ece\u201c\u60ca\u8273Demo\u201d\u5230\u201c\u53ef\u4fe1\u8d56\u5de5\u5177\u201d\u4ecd\u6709\u786c\u4ed7\u8981\u6253\u3002\u77ed\u671f\u770b\uff0c\u6700\u9002\u5408\u7684\u573a\u666f\u662f\u7075\u611f\u63a2\u7d22\u548c\u8f7b\u5ea6\u89c4\u5212\u2014\u2014\u771f\u6b63\u7684\u201c\u641c\u7d22\u5f15\u64ce\u7ec8\u7ed3\u8005\u201d\u8fd8\u4e3a\u65f6\u8fc7\u65e9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">JustVibe<\/span>\n <\/div>\n<div class=\"comment-content\">JustVibe is a free search engine, built to help get things done. Search “plan my 5 day trip to tokyo” and instantly receive a fully functional and interactive trip planner, perfectly set up for Tokyo and running directly in your browser. If your perfect app doesn’t exist yet, JustVibe builds a custom one for your exact needs in minutes. Every app is yours to keep forever, with zero code. Chat to customize every detail and share your new app with a single link.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Lianghao, Founder of <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>. I previously led ML\/AI teams at Pinterest and The Yes.<\/p>\n<\/p>\n<p>I believe the best search engine results should be <strong>visual<\/strong>,<strong> interactive <\/strong>and<strong> actionable<\/strong>. In other words: <strong>a working app, built for your exact need.<\/strong> JustVibe started with a simple frustration: when you need something <strong>done<\/strong> (compare two destinations for a trip, plan a wedding mood board, figure out dinner from what’s in the fridge), every answer today is something to <em>read<\/em>: links, listicles, paragraphs. What you actually want is an app.<\/p>\n<\/p>\n<p><strong>\u270d\ufe0f Here’s how it works:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Search<\/strong> like you normally would. Full sentences welcome. The more specific, the better.<\/p>\n<\/li>\n<li>\n<p><strong>Instantly an app<\/strong> <strong>renders<\/strong> with your exact need, from our massive pre-built app library.<\/p>\n<\/li>\n<li>\n<p><strong>Or get an app built just for you<\/strong> in a few minutes. Watch it come alive or explore related apps while you wait. All your apps land in your Library: yours forever to reuse, edit, and share.<\/p>\n<\/li>\n<li>\n<p><strong>Want to customize anything?<\/strong> Open any app and reshape it by describing the change. You never see code.<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p>\ud83d\udc49 <strong>Go to <\/strong><a href=\"https:\/\/justvibe.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/justvibe.com<\/strong><\/a><strong>. <\/strong>Try these searches. Or try to stump it. Everything is <strong>100% Free<\/strong>.<\/p>\n<ul>\n<li>\n<p>“create a mood board for a rustic Italian wedding”<\/p>\n<\/li>\n<li>\n<p>“plan my 5 day trip to tokyo”<\/p>\n<\/li>\n<li>\n<p>“I have eggs, spinach, and feta. what can I make?”<\/p>\n<\/li>\n<li>\n<p>“compare tokyo and kyoto for my next travel”<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p><strong>What are the search queries that have never worked in the way you wanted?<\/strong> Let’s see what JustVibe would offer!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chenlh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chenlh<\/a> Congrats on the launch \ud83d\ude80<\/p>\n<\/p>\n<p>I love the idea of search evolving from “finding information” to “getting a working app.” That’s a pretty compelling shift from reading answers to interacting with them.<\/p>\n<\/p>\n<p>I’m curious, what’s the most unexpected prompt that JustVibe handled surprisingly well? Was there a user query that made your team realize, “Wow, this is exactly the future of search”?<\/p>\n<\/p>\n<p>Wishing you an amazing launch. Excited to see where JustVibe goes! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chenlh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chenlh<\/a> i love this website! Also, is there a way to submit my website into the results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The plan my 5 day trip is Tokyo example instantly made the idea click for me. I like product that show value within seconds and this definitely dioes. I;m curious to see what other types of apps create with a simple prompt. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@morgan__harriss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@morgan__harriss<\/a> It’s great to hear and thanks for your support! <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> shows instant full app experience for a wide range of topics, like mood board creation, home design, outfit explorer, and a lot more you can explore based on your interests!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the pivot from “read the answer” to “run the answer” is the actual search UX everyone kept describing but never shipped.<\/p>\n<\/p>\n<p>real q: when an app renders, is it mine to save\/share\/return to, or ephemeral? asking because “i built this comparison app for my trip planning last week” is a whole different value prop from “i asked justvibe and got a result.” the persistent version is where the network effects live.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a good insight <a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> I believe every app should be reusable, shareable, and should even encourage for collaborations.<\/p>\n<ul>\n<li>\n<p>For any app you created on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> , it’s saved to your “Library”. You may reuse or share with anyone you’d like. It’s yours, forever.<\/p>\n<\/li>\n<li>\n<p>For an app you discovered but created by others, you may still save to your “Library”. What’s more interesting? You can edit this app just by chatting and this edited version becomes your own app. You can think of this as the open source community for apps, where contributing is as easy as chatting.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No export option mentioned? Trip itinerary into calendar would help.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aria_turner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aria_turner<\/a> The apps that involve planning (like a trip planner app) usually have a “save” or “summary” button that would save your app summary (it can be a trip itinerary for a trip planner, or a food recipe for a recipe finder) into you “Library”. These summaries are yours to keep. You can come back to them any time you want. Exporting your plan to your calendar app (like google calendar) is coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a strong direction. I like the framing of search results becoming usable software instead of just links or text answers.<\/p>\n<p>The big question for me is persistence: once JustVibe creates an app, how editable and reliable is it over time? For travel planning, for example, I\u2019d want to keep tweaking it as plans change without feeling like I\u2019m starting from scratch.<\/p>\n<p>Cool idea. Curious how people are using it beyond travel planners.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@vahid_davoudi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vahid_davoudi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vahid_davoudi<\/a> I believe the endless app customization is what leads to the ultimate personalization on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>. You can edit any app (no matter who the creator was) by selecting a component of the app and putting a comment. You can edit any edited app, with unlimited edits you may perform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>JustVibe\u2019s pitch is: \u201cthe search engine for doing, with apps built for you.\u201d <\/p>\n<\/p>\n<p>Ask it to plan a five-day Tokyo trip and you’ll get a working trip planner running in your browser in an instant \u2014 and if nothing in JustVibe’s existing app library fits, it’ll build you one from scratch in a few minutes.<\/p>\n<\/p>\n<p>Not quite right on the first try? Keep prompting, until you’ve got the perfect result just for you.<\/p>\n<\/p>\n<p>This is a totally new paradigm for search.<\/p>\n<\/p>\n<p>Worth knowing <a href=\"https:\/\/www.producthunt.com\/@chenlh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chenlh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chenlh<\/a> ran ML engineering at <a href=\"https:\/\/www.producthunt.com\/products\/the-yes\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"the-yes\" target=\"_blank\" rel=\"noopener\">@The Yes<\/a> (acquired by <a href=\"https:\/\/www.producthunt.com\/products\/pinterest\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"pinterest\" target=\"_blank\" rel=\"noopener\">@Pinterest<\/a>!) and worked on search\/recommendation on Pinterest\u2019s Discovery team \u2014 this isn\u2019t his first go at building complex search products!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How hard is it transfer the results to other platforms?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> Good question! The apps that produce artifacts (e.g. a trip itinerary) have show summary \/ share \/ export functionalities that allow you to seamlessly share with friends or export to a third party service through your device’s native integrations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it actually handle the backend stuff like data and accounts when these custom apps are kept forever? Like, if I build something personal, is it running on your infra indefinitely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a good question<a href=\"https:\/\/www.producthunt.com\/@sevim1088807\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevim1088807<\/a> <\/p>\n<ul>\n<li>\n<p>All the apps created for you will be stored into your “Library”, and by default will keep running forever. You always have the option to delete any app from your “Library”. The app would be entirely wiped from JustVibe when deleted.<\/p>\n<\/li>\n<li>\n<p>How the data within the apps are handled is different app-to-app. Some apps like a security key generator run 100% in your browser and JustVibe never has access to these data. Other apps like travel planner allows you to save your travel plan data into your “Library”, but does not keep any data after your app usage if you do not choose to save.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chenlh considering different apps handle data differently, I bet having some sort of tooltip that tells you how the app you\u2019re using does it would go a really long way in building users\u2019 trust<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i found the idea of turning searches into working apps much more interesting than another AI search experience. Reading results is useful, but interacting with them immediately feels like a completely different workflow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mathew_chang Thanks for your support! I believe there are so many AIs today that are just technology but not a real product that are useful for consumers. That\u2019s why I built JustVibe.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does JustVibe ensure that user-created apps remain accurate, reliable, and useful over time as the underlying information changes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a good question<a href=\"https:\/\/www.producthunt.com\/@rod_sodax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rod_sodax<\/a> Apps on JustVibe are not just UI. Apps are built with sophisticated backend, with the capabilities to search \/ browse the latest web, to generate creativity assets, to fetch the real time data from stock market, to access the massive commerce inventories, and many many more. So when an app loads for a user, it leverages the capabilities it’s armed with and provides the most useful information it could to the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Q – When an app gets generated from a search, does it live permanently in your library the way a saved document would, or does it expire if you don’t come back to it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@uddipta\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> <strong>Apps never expire<\/strong> on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>. You can save any app into your “Library”. You can go back to any app in your “Library” any time you want. Even if you just have the url to this app, the url would work for ever.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Scaling custom app generation per prompt is the hard part usually.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a good point<a href=\"https:\/\/www.producthunt.com\/@victoria_brooks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_brooks<\/a> I believe a prompt is just a starting point of a custom app. What enables the ultimate customization on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> is endless edit: You can easily select any component on the app and put in a comment on how you’d like to edit. There is no limitation to how many time you can edit an app. You can see the entire edit version history and customize endlessly to your exact need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Perplexity gives text answers. This gives a working app. Riskier bet.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “search that returns a working app instead of a list of links” framing is the part that clicks for me \u2014 most of what I type into a search bar is really “do this,” not “show me pages about this.” The Tokyo planner example sells it instantly.<\/p>\n<\/p>\n<p>One genuine question as a user: what persists? If I generate an app on Monday, put a bunch of data into it, and come back Friday \u2014 is my state still there, or is each app a fresh build? The “yours to keep forever” promise kind of lives or dies on that answer. Either way, strong launch \u2014 congrats on #1.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@avantigrowthlab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avantigrowthlab<\/a> Thanks for your support and that’s a great question! Apps and app data can both be persistent, but in different ways. All the apps created for you and all the apps you saved are kept in your “Library”. It’s yours to reuse, to share, to edit, forever. The app data are not persistent automatically, but there are controls inside the apps you can use to store the data or an artifact into your Library, like the trip itinerary from travel planner app and the living design plan from a home design app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Curious \u2014 when someone searches a task, how do you decide between serving an existing app vs. generating a new one? And do popular generated apps get reused across users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks! <a href=\"https:\/\/www.producthunt.com\/@ryancheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryancheng<\/a> When trying to match a query in the existing app library, we primarily look at 1) if what the app was built for matches the query’s intent and 2) if the app satisfies all the requirements from the query (e.g. a query may say “allow me to specify my interests like food and culture”). JustVibe would serve you an existing app if it perfectly match these requirements, otherwise you can choose to build one specific to your need or chose from a list of existing apps that are your closest matches.<\/p>\n<\/p>\n<p>Apps can be shared and reused across users freely. You may even create an edited version of an app created by others for your specific need!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201csearch engine for doing\u201d line is interesting. When someone comes in with a vague task, like a marketing workflow or a small internal tool, does JustVibe first clarify the goal, or does it jump straight into building an app? Since the page mentions AI Workflow Automation, Engineering & Development, and Marketing & Sales, I\u2019m wondering how much the product adapts its questions based on the category.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@crystalmei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crystalmei<\/a> Good question! Many searches on JustVibe (like the ones with vague intent) do not land you on an app directly, but instead the result page includes quick answers on different directions for the topic, and suggestions on the interactive apps that you may use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘answer is a working app, not a listicle’ framing is the part I actually want – most AI search hands me text to redo myself. Two day-one questions on the keep\/share flow: when I send someone the single link, do they get a live editable copy that forks into their own version, or a read-only view of mine? And is each generated app saved to my account so I can reopen and tweak it a week later, or is it a one-shot render I’d have to regenerate from the prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> that’s a great question!<\/p>\n<\/p>\n<p>When you share an app with your friend, your friend gets the same app, but it’s like a forked version of the app. Both you and your friend can create your own edited versions on top of this app. But your friend’s edits would never impact your apps.<\/p>\n<\/p>\n<p>Whenever an app is created for you, it’s automatically saved to you “Library”. It’s yours forever. You are free to reuse, to share, to create edits. <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> keeps the entire edit version chain so you may go back to any version that you want!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Lianghao Chen appreciate the detailed breakdown, that actually addresses most of my original concern. the part I’m still curious about is the persistent-summary\/itinerary export piece you mentioned, when the underlying data changes after export (say a flight time shifts), does the exported summary stay static or does JustVibe surface that the source data moved on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> The summaries that are exported today are static as they stay on third party platforms, but if you go back to the same app again on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> and the app would try to fetch the latest and the most useful information live for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice job! I noticed one small issue that may just be on my end: after scrolling down, I\u2019m unable to scroll fully back to the top of the page. It looks like the header may be blocking some of the content.<\/p>\n<p>I recorded a short video here for reference ~15 seconds: <a href=\"https:\/\/createademo.com\/v\/cmriby0ze0001js04hyugcsiu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/createademo.com\/v\/cmriby0ze0001js04hyugcsiu<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@john_marker3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_marker3<\/a> Thank you so much for sharing the feedback! The header was designed to disappear when you are using the app and to re-appear when you scroll up past the top of the app. It does create a confusing moment for you and we will look into this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Just another question. This app definitely makes a difference in browsing the web, essentially interacting with the results rather than just reading. I wonder though, considering search engines fundamentally help surf the web by linking sources around a query, are you planning to embed sources into those apps that could make use of it, or is it out of scope for the time being? For example, the same trip planner demo could benefit from trip advisor reviews, or hotel accommodations to go along the planning, and so on. These references needn\u2019t be included within the app itself, rather they could just be linked, so users know the results are not just vibed and are actually trustworthy, while making the engine actually help searching in a brand new way.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henryslang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henryslang<\/a> Very interesting point!<\/p>\n<\/p>\n<p>Apps built on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> have the capabilities to browser and use the web in real time, to conduct deeper research on topics, and to perform third party integrations (e.g. to get hotel accommodations). Most of the apps built on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> today include links if they would help with the user journey, e.g. the links to travel destination websites, the links to hotel accommodations (try this query: <a href=\"https:\/\/justvibe.com\/search?q=hotels+in+Tokyo+that+are+close+to+metro&appId=f_15m5mdiv0p6r81e781mv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">“hotels in Paris that are close to metro”<\/a>). If you are seeing links missing but helpful on an app, you can always “edit” the app asking it to include a link or reference for you. Your point on making the results trustworthy is a really good one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see this being useful for some searches, but I’m still not sure if people will prefer an app over a simple answer for most cases. I think the long term value will depend on how often people come back to use it again. Are there some searches that JustVibe couldn’t handle well ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a really good point! <a href=\"https:\/\/www.producthunt.com\/@reda_roqai_chaoui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reda_roqai_chaoui<\/a> <\/p>\n<\/p>\n<p>On <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>, not all search queries would lead you to an app. We understand if the user query intent is better fulfilled with an interactive app or a quick answer. Try search for something like <a href=\"https:\/\/justvibe.com\/search?q=when+is+world+cup+final\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">“when is world cup final” on JustVibe<\/a> and an instant quick answer instead of a full app would show up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The app index + build fresh approach is smart. Had a play this morning – really impressed. The instant matches are slick and the ones it builds from scratch are genuinely good too which is the tough part. Congrats Lianghao!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hannonc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hannonc<\/a> Thanks for your support, Hannon! Instant interactive experience + Endless customization is exactly where I believe consumer software should be heading towards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The build-you-an-app-if-nothing-fits angle is the interesting part to me. I build in the trip-planning space, so the Tokyo example hit close to home: when JustVibe spins up a planner on the fly, does that little app persist and stay editable later, or is it throwaway for that one session? The keep-and-come-back-to-it part is where these generated tools usually either click or fall apart for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chielephant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chielephant<\/a> Good question! For the apps instantly set up for your searches, you can always get back to this app by either 1) use “save” to store into your Library or 2) simply go to the same url. For your custom built \/ edited apps, they are already in your “Library” when built.<\/p>\n<\/p>\n<p>No matter how an app was built, you can always reuse, share, or create your own edited version. It’s yours to keep, forever!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch. the persistence answers cover storage, but I’m curious about reproducibility of the generation itself – if I edit an app six months from now, does it use the same underlying model\/logic that built the original, or could a newer version of JustVibe’s generator produce a meaningfully different app from the same prompt? asking because “yours forever” implies stability, but the generation layer presumably keeps improving underneath.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> that’s a good question.<\/p>\n<\/p>\n<p>On <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>, apps remain unchanged, while app creation \/ edit process improves over time. When you create an app, we don’t want you to come back tomorrow and find out the app gets changed. Reusability is our promise.<\/p>\n<\/p>\n<p>The app generation improves over time and works with all apps, no matter when an app was created. So if you want to edit your favorite app created six months ago, you are leveraging better models and better app generation process while at the same time they work seamlessly with your old app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Really cool! Prefer this idea over Gemini or something of the bunch. However, I\u2019m quite skeptic about the pricing and sustainability of the app, how are you planning to monetize it? Or are you planning to subsidize it until the end of times? \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@henryslang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henryslang<\/a>! I believe the most frictionless consumer platforms do not put a pay wall in front of their users. Even though JustVibe is not monetized today, there are countless experiences that allow users to shop. The plan is to work with commerce partners without any changes to the user experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chenlh that sounds really nice, best wishes in that effort, and extra props if you manage to do it without much privacy issues. Tbh, this is the coolest release I\u2019ve seen here in PH, and of them AI-related ones, one of the few that feels like it actually makes a meaningful difference in the experience of their users compared to legacy apps.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that JustVibe turns a search query straight into a working app instead of a list of links. Shifting search from finding to actually doing is a genuinely fresh take. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilko_kacharov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilko_kacharov<\/a> Thanks for your support! The shift from finding matched webpages, then to information gathering, now to <strong>Get Things Done<\/strong> is where I believe the ultimate search experience should head towards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>turning a query into a running app instead of a list of links is the part that clicks for me. the tokyo trip-planner demo explains the idea faster than the tagline does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@alex_watson2110 Thanks for your support! A fully interactive would go a long way beyond travel planning. Feel free to try out other scenarios. Mood board creation, home design, and a lot more!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the library-reuse vs custom-build split is the interesting part – what’s actually deciding whether a search gets served from the existing app library vs triggers a fresh build? similarity match on the prompt itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> When finding a match from the existing app library, we primarily look at 1) if what an app was built for matches the query’s intent (e.g. to create a travel itinerary for the next trip) and 2) if an app satisfy all the requirements from the query (e.g. “allow me to specify my interests like food and culture” in the query).<\/p>\n<\/p>\n<p>Just like Google has a huge index of the pages on the web, <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> has an index of a massive app library.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>Honestly the searches that never work for me are the ones that should just be a tool, not a bunch of reading. Like “what do I actually take home on this salary here”. I just want the number for my situation and Google gives me a wall of text. If JustVibe can just spit out a thing I can drop my own numbers into, that’s the dream. Gonna give it a try, nice job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nelsonsilvadev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelsonsilvadev<\/a> Thanks for your support! There is a big distinction between helping you get things done vs. giving you information to read. The full app experience <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> is envisioned address a wide variety of the searches much better. Try out the ones on JustVibe and try out the ones that never worked elsewhere. I would love to hear about your feedbacks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m having way too much fun with this. If a woodchuck could chuck wood, the woodchuck would chuck 700 pounds of wood.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Well said @z1governs What you can do with JustVibe is so much amplified with the endless customization on what you want to experience.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2SZMLPLPL7RJY5\" class=\"app-title\">FetchSandbox<\/a><\/p>\n<div class=\"one-liner\">API integration testing that remembers what breaks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">361<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FetchSandbox\u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u548cAI\u7f16\u7801\u4ee3\u7406\u7684API\u96c6\u6210\u6d4b\u8bd5\u5de5\u5177\uff0c\u80fd\u5728\u771f\u5b9eAPI\u884c\u4e3a\uff08\u5982\u91cd\u8bd5\u3001\u91cd\u590dwebhook\u3001\u4e8b\u4ef6\u4e71\u5e8f\u3001\u72b6\u6001\u53d8\u66f4\u3001\u5f02\u6b65\u5de5\u4f5c\u6d41\uff09\u4e2d\u590d\u73b0\u6545\u969c\u5e76\u8bb0\u5fc6\u5931\u6548\u6a21\u5f0f\uff0c\u89e3\u51b3\u201c\u6d4b\u8bd5\u5168\u8fc7\u3001\u4e0a\u7ebf\u4ecd\u5d29\u201d\u7684\u96c6\u6210\u540e\u6f0f\u6d1e\u6f0f\u6d4b\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f618907-5993-4d1c-8aed-e449ce44eaf0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d923f238-323b-46e8-9a45-0e2b78e335bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3329b18d-516d-4c1a-9af8-06cead779f34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e6e0b85-af4d-4165-b066-0033b793d201.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73efb8f0-1616-4259-90a3-6dec1ccc34aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7411fc7-c834-4fd5-a124-9c9e91eccfe3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/13182a77-920b-4fd7-80f0-a54596ceb808.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Iafkt01GAbA&t=2s\"><source src=\"https:\/\/www.youtube.com\/watch?v=Iafkt01GAbA&t=2s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c200 OK\u4e4b\u540e\u7684\u771f\u5b9e\u6f0f\u6d1e\u201d\u5b9a\u4f4d\uff0c\u6838\u5fc3\u9700\u6c42\u96c6\u4e2d\u4e8e\uff1a\u5931\u8d25\u5e93\u662f\u5426\u652f\u6301\u6309\u7248\u672c\/\u9879\u76ee\u81ea\u52a8\u9694\u79bb\u3001CI\u4e2d\u80fd\u5426\u786e\u5b9a\u6027\u91cd\u653e\u7279\u5b9a\u6545\u969c\u3001\u662f\u5426\u53ef\u8de8\u9879\u76ee\u8bb0\u5fc6\u5931\u6548\u6a21\u5f0f\uff0c\u4ee5\u53ca\u5982\u4f55\u81ea\u52a8\u5c06\u65b0\u5931\u6548\u63a8\u5165\u5171\u4eab\u5e93\u3002\u5f00\u53d1\u8005\u5766\u627f\u90e8\u5206\u529f\u80fd\uff08\u5982\u4e71\u5e8f\u7f16\u6392\u3001\u81ea\u52a8\u56de\u5f52\u95e8\u7981\uff09\u4ecd\u5728\u5efa\u4e2d\uff0c\u4f46\u786e\u5b9a\u6027\u91cd\u653e\u548c\u91cd\u590d\/\u91cd\u8bd5\u573a\u666f\u5df2\u53ef\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n FetchSandbox\u5207\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u6602\u8d35\u2014\u2014\u201c\u4e00\u5207\u6d4b\u8bd5\u7686\u7eff\uff0c\u51cc\u6668\u4e09\u70b9\u88ab\u53eb\u9192\u201d\u662f\u6bcf\u4e2a\u96c6\u6210\u5de5\u7a0b\u5e08\u7684\u5669\u68a6\u3002\u5176\u6838\u5fc3\u5dee\u5f02\u4e0d\u5728\u201c\u6d4b\u8bd5\u201d\uff0c\u800c\u5728\u201c\u8bb0\u5fc6\u201d\uff1a\u5c06\u4e00\u6b21\u96be\u4ee5\u590d\u73b0\u7684\u751f\u4ea7\u6545\u969c\u8f6c\u5316\u4e3a\u53ef\u91cd\u653e\u3001\u53ef\u4ea4\u4ed8\u7684\u5de5\u4ef6\uff0c\u800c\u4e0d\u662f\u518d\u7f16\u4e00\u4e2amock\u7528\u4f8b\u3002\u8fd9\u79cd\u201c\u5931\u6548\u5e93+\u590d\u73b0\u94fe\u8def\u201d\u7ed3\u5408MCP\u534f\u8bae\u76f4\u8fdeIDE\u4e0eAI\u4ee3\u7406\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u96c6\u6210\u573a\u666f\u7684\u201c\u8d1f\u53cd\u9988\u56de\u8def\u201d\uff0c\u8ba9AI\u4e0d\u4ec5\u5199\u4ee3\u7801\uff0c\u4e5f\u80fd\u8bb0\u4f4f\u81ea\u5df1\u5199\u51fa\u7684\u4ee3\u7801\u600e\u4e48\u6b7b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u70b9\u540d\u51e0\u4e2a\u9690\u5fe7\uff1a\u9996\u5148\uff0c\u5f53\u524d\u4ea7\u54c1\u5b9e\u6d4b\u8fd8\u9ad8\u5ea6\u4f9d\u8d56\u624b\u5de5\u7f16\u6392\u4e0e\u5f00\u53d1\u8005\u5bf9\u5931\u6548\u5e93\u7684\u4e3b\u52a8\u8c03\u7528\uff0c\u6240\u8c13\u7684\u201c\u8bb0\u5fc6\u201d\u66f4\u591a\u662f\u5355\u6b21\u6d4b\u8bd5\u7684\u4ea7\u7269\u5f52\u6863\uff0c\u8de8\u9879\u76ee\u3001\u8de8\u7248\u672c\u3001\u81ea\u52a8\u56de\u5f52\u7684\u95ed\u73af\u8fdc\u672a\u6253\u901a\u3002\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u7684\u201cAI\u4ee3\u7406\u4e0d\u4f1a\u91cd\u590d\u8e29\u5751\u201d\u4ecd\u662f\u613f\u666f\u800c\u975e\u73b0\u72b6\u3002\u5176\u6b21\uff0c\u5176\u4f9d\u8d56\u7684MCP\u751f\u6001\u867d\u5728\u5feb\u901f\u6269\u5c55\uff0c\u4f46\u5982\u679c\u5404\u5927IDE\u548cAgent\u5e73\u53f0\u81ea\u5df1\u8fdb\u573a\u505a\u96c6\u6210\u6d4b\u8bd5\u6c99\u7bb1\uff08\u5982Anthropic\u81ea\u5efa\u5de5\u5177\u94fe\uff09\uff0cFetchSandbox\u7684\u5206\u53d1\u4f18\u52bf\u4f1a\u8fc5\u901f\u88ab\u4fb5\u8680\u3002\u6700\u540e\uff0c\u4ea7\u54c1\u76ee\u524d\u4ec5\u8986\u76d660+API\uff0c\u4e14\u5bf9\u65b0\u7248API\u7684\u9759\u9ed8\u6f02\u79fb\uff08\u5982\u5b57\u6bb5\u589e\u51cf\u3001\u6a21\u578b\u4e0b\u67b6\uff09\u53ea\u80fd\u9760\u624b\u5de5\u7ef4\u62a4\uff0c\u8fd9\u6070\u6070\u662f\u751f\u4ea7\u4e8b\u6545\u9891\u53d1\u7684\u53e6\u4e00\u4e3b\u56e0\u2014\u2014\u201c\u5df2\u77e5\u7684\u5931\u6548\u201d\u6709\u5e93\u53ef\u67e5\uff0c\u201c\u672a\u77e5\u7684\u6f02\u79fb\u201d\u65e0\u836f\u53ef\u533b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u7cbe\u51c6\u4f46\u6210\u719f\u5ea6\u5c1a\u6d45\uff0c\u4ef7\u503c\u5cf0\u503c\u5728\u201c\u786e\u5b9a\u6027\u91cd\u653e\u201d\u800c\u975e\u201c\u8bb0\u5fc6\u63a8\u7406\u201d\u3002\u9002\u5408\u5df2\u7ecf\u5199\u4e86\u5f88\u591a\u96c6\u6210\u4ee3\u7801\u3001\u4f46\u88ab\u751f\u4ea7bug\u6298\u78e8\u5230\u9ebb\u6728\u7684\u56e2\u961f\u5c1d\u9c9c\uff0c\u522b\u6307\u671b\u5b83\u7acb\u523b\u5e2e\u4f60\u7ba1\u4f4f\u6240\u6709\u6697\u5751\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">FetchSandbox<\/span>\n <\/div>\n<div class=\"comment-content\">Most API tests stop at 200 OK. FetchSandbox lets developers and AI agents verify what happens next\u2014webhooks, retries, state changes, async workflows, and failure scenarios. It reproduces the real bug, proves the fix, and remembers what breaks\u2014so your agent catches it before production. Connect via MCP to Cursor, Claude Code, Windsurf, VS Code, and Codex. Explore 60+ APIs\u2014Stripe, GitHub, Clerk, Resend, Twilio, Descope, OpenAI\u2014without burning real API quota or waiting on staging.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on launching, I\u2019m really curious about the persistent memory part If the sandbox learns that our app fails when a Clerk webhook arrives out of order qq does it automatically create a permanent regression test case for that, or how do we save it? <a href=\"https:\/\/www.producthunt.com\/@rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> thanks priya! the reproduction is the saved artifact. you get a receipt URL, a replayable trace of the exact out-of-order sequence plus what your handler did, and the workflow + delayed-delivery scenario that triggered it is a re-runnable check you can drop in CI. that’s your regression.<\/p>\n<p>not auto-written into your repo as a test file, it’s a re-runnable proof you keep and rerun. delayed\/out-of-order delivery is one of the lifecycle failures the sandbox simulates deterministically, so you can reproduce that clerk case on demand instead of waiting for prod to bite you again.<\/p>\n<p>honest bit: one-click “save this + push to shared library” is the direction, not fully there yet. that’s exactly what i’m building toward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> thanks Priya. the reproduction itself is the saved artifact. when it catches that clerk timing failure you get a receipt, a replayable trace of the exact sequence and what your handler did, and the workflow plus scenario that triggered it is a re-runnable check you can drop into CI. thats your permanent regression, you keep it and rerun it.<\/p>\n<p>its not auto-written into your repo as a test file, its a re-runnable proof you own. one honest note since it came up elsewhere in the thread, true out-of-order as its own knob isnt in yet, it comes out of variable delivery timing today, but the way you save and rerun it is the same either way.<\/p>\n<p>the part thats not automatic yet is one-click save this novel failure and push it into the shared library so the agent doesnt reintroduce it later, thats the direction im building toward, being straight about that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! I’m Raj, maker of FetchSandbox.<\/p>\n<p>I spent years at PayPal and other SaaS companies wiring up API integrations. Building them was never the hard part \u2014 knowing <em>what<\/em> breaks, <em>when<\/em>, and how to catch it before production was. In the agentic world that’s only sharper: your AI writes the integration in minutes, but nobody checks how it behaves when a webhook fires twice or an event lands late.<\/p>\n<p>FetchSandbox gives your coding agent runnable sandboxes for 60+ real APIs (Stripe, Descope, Twilio, Resend, and more) \u2014 right in your IDE. It runs the <em>real<\/em> integration \u2014 requests, state changes, webhook deliveries \u2014 so you catch the lifecycle bugs mocks never show.<\/p>\n<p>A few things we’re proud of:<\/p>\n<ul>\n<li>\n<p><strong>Real API behavior, not 200-OK mocks<\/strong> \u2014 webhook retries, duplicate events, stale state, rate limits<\/p>\n<\/li>\n<li>\n<p><strong>Reproduce \u2192 prove<\/strong> \u2014 it reproduces the actual failure, applies a fix, and reruns until it passes<\/p>\n<\/li>\n<li>\n<p><strong>Persistent memory for API integrations<\/strong> \u2014 it learns failure patterns, so every run gets safer<\/p>\n<\/li>\n<li>\n<p><strong>MCP-native<\/strong> \u2014 works in Cursor, Claude Code, and Codex; no keys, no accounts<\/p>\n<\/li>\n<\/ul>\n<p>I’d love to hear in the comments:<\/p>\n<ol>\n<li>\n<p>How do you test an API integration today \u2014 before it hits production?<\/p>\n<\/li>\n<li>\n<p>Would a sandbox that reproduces the <em>actual<\/em> failure (duplicate webhook, late event), not just a 200 mock, be useful to you?<\/p>\n<\/li>\n<li>\n<p>What’s the worst post-integration bug that ever slipped to prod on you?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>BTW \u2014 you can try it headless in Claude Code, Cursor, or Codex via MCP. One-line install, no keys or accounts, and the API is fully documented.<\/p>\n<p>Here’s a starter prompt to try:<\/p>\n<p>.\/fetchsandbox “test my Stripe checkout \u2014 customers are getting charged twice. reproduce it and prove the fix.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a> congrats! btw is the failure library stored completely locally inside the mcp server or hitting your cloud database ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Raj. The “passes every test and still pages you at 2am” framing hits home \u2014 I shipped a Stripe integration this week where everything was green in test mode, then the first real card hit a setup-mode checkout and it 400’d on a missing currency param test mode never complained about. Exactly the class of thing a simulated lifecycle would have caught before prod.<\/p>\n<\/p>\n<p>Curious about the failure library: is it seeded from documented API behavior, or does it learn from failures observed across real integrations? The compounding-memory angle is the most interesting part of this to me.<\/p>\n<\/p>\n<p>Free tier plus MCP made it an easy try \u2014 pulling it into my agent setup this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_davis23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_davis23<\/a> thanks ryan, and yeah that setup-mode currency 400 is exactly it. test mode passes clean, the mode\/param interaction only bites on a real card, and you don’t find out until prod. that class of thing is what the stripe library carries.<\/p>\n<p>on seeded vs learned: today it’s curated from real integration failures and documented behavior, but nothing enters until it’s reproduced. a buggy handler and a fixed one have to actually diverge in a sandbox run, not just “the docs say this can happen.” so it’s behavior-grounded and proof-gated, not just a wiki.<\/p>\n<p>the auto-learning piece, failures from live integrations flowing back in on their own, that’s early. that’s the compounding thing you’re pointing at and it’s where this goes. curation is still more hands-on than i’d like right now, being straight about it.<\/p>\n<p>glad you’re wiring it in this week. if anything’s rough, reply or DM, i want the sharp edges. fast first win: point it at a stripe flow and have it prove the webhook-retry\/idempotency path before you merge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have spent time debugging APIs where the request worked perfectly but the webhook created unexpected issues later. A tool that can consistently recreate those situations would have saved a lot of time. Nice work on tackling such a common challenge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> thanks man.., request worked, webhook bit me later is the one that gets everyone. you don’t see it until a customer emails you about it. being able to recreate that on demand, duplicate delivery, late event, dropped, without waiting for prod to bite you, that’s the whole point. give it a spin and<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey congrats! I like how the product considers several scenarios duplicate webhooks, late events, stale state, live one layer past that, where most testing tools stop at the happy path! <br \/>Question – once the shared failure library flags something like “this behavior changed in a newer API version but older integrations still trip on it,” how does that get surfaced to someone still running the older version? That version scoping seems like the hardest part to get right over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> thanks man ., and yeah a few people landed on this exact thing which tells me it’s the real hard part.<\/p>\n<p>the intent is that patterns carry conditions, version, config, auth model, so “changed in v5” scopes to <v5. old version still gets the warning, v5 doesn’t get a stale alert. version is just another condition on the pattern, not a global flag.<\/p>\n<p>honest status: the condition mechanism exists but version-range partitioning is shallow right now. that’s the next thing the shared library has to get right, and you’re correct it’s the hardest part to hold over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> thanks man.., and yeah a few people landed on this exact thing which tells me its the actual hard part.<\/p>\n<p>the way its meant to work.. a pattern carries its conditions with it, which version, which config, which auth model, so something that changed in v5 gets scoped to below v5. someone still on the old version keeps getting warned, someone on v5 does not get a stale alert they don’t need. version just becomes another condition on the pattern instead of a global on-off.<\/p>\n<p>honest bit, that condition mechanism exists but version-range scoping is shallow right now, its the next thing that has to get solid. you’re right its the hardest part to keep right over time, a shared library that cant tell whos still affected is just noise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is much closer to how API testing should actually work. a 200 OK can give a lot of false confidence when the real bugs are duplicate webhooks, delayed events, retries, stale state, and partial failures that only appear after the initial request.<\/p>\n<\/p>\n<p>The reproduce, fix, rerun loop feels especially useful for coding agents, because writing the integration is becoming the easy part while proving it survives real behavior is still hard. Curious how the persistent memory works across projects. does FetchSandbox learn failure patterns globally for an API like Stripe, or keep everything scoped to the specific codebase and workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> thanks man.. 100% agree..and on global vs scoped, it’s both. the global layer is per-API: when you test stripe you inherit the known ways stripe breaks, webhook dedup on the wrong header, a PaymentIntent stuck at requires_capture, duplicate delivery on retry. you don’t rediscover those. that library compounds the more integrations run against it.<\/p>\n<p>the scoped layer is your code: the reproduce, fix, rerun happens against your handler and your routes. global tells the agent what to look for, the sandbox proves whether your specific code survives it.<\/p>\n<p>honest state: the global per-API library is real and shipped. the cross-project learning piece, where a failure one team surfaces flows back into the shared graph automatically, that’s the direction we’re heading, not a solved thing yet<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “remembers what breaks” line is the whole reason I clicked. The APIs I integrate never fail cleanly. They pass in dev, pass in review, then throw a 500 once a week in production for reasons I can never reproduce on demand. Does FetchSandbox help with that kind of intermittent break, or is it aimed more at catching hard contract changes when a provider ships a new version? And does it cover webhook and callback flows, or just the requests I make outbound? Those inbound calls are where I get burned most and they’re the hardest to test.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chielephant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chielephant<\/a> this is basically what i built it for so i’ll answer straight.<\/p>\n<p>the intermittent break is the core use case. those are impossible to reproduce because they’re timing and state dependent, a retry hitting stale state, a duplicate event, a slow response tripping a race. in the sandbox you turn those conditions on deterministically, so the once-a-week 500 becomes something you can trigger and watch fail on demand instead of waiting for prod to show you. that’s the “remembers what breaks” part, it’s a curated set of failure modes per API.<\/p>\n<p>webhooks and callbacks, yes, fully covered, that’s honestly where most of the value is. duplicate deliveries, retries, out of order, dropped events, you replay them and see if your handler double-processes or corrupts state.<\/p>\n<p>the provider-version-drift one is the honest gap. we catch a shape mismatch within a run if our model of the API is current, but auto-detecting that the live provider moved on its own is still on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the most-tests-stop-at-200 framing is exactly right. the bugs never live in the happy path, they live in the retry that fires twice and the webhook that lands out of order. good to see a tool pointed at that part specifically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> thanks, yeah that retry-that-fires-twice and the out-of-order webhook are exactly the two i kept getting burned by, thats the whole reason this exists. appreciate you getting it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “verify what happens after the 200 OK” framing is the actual gap for me \u2014 most of my integration bugs live in retries and webhook ordering, not the happy path. Two things I’d want to pin down before wiring it into a Claude Code loop: when I connect over MCP, does the failure library and my recorded scenarios live locally per-project or in your cloud, and can I pin a specific failure (say a Stripe webhook-out-of-order case) so a CI run replays it deterministically instead of re-deriving it each run? Determinism is what decides whether I’d gate a merge on it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> good questions, and using determinism as your merge gate is the right call, so i’ll be precise.<\/p>\n<p>where the library lives: it’s server-side, not per-project. when you connect over mcp you’re talking to our backend. you’re not recording your own scenario library locally, you’re pulling from the curated one we ship per API. runs are keyed to a sandbox id you control, but the failure definitions themselves live on our end.<\/p>\n<p>determinism: named workflow + named scenario is repeatable, same inputs replay the same way, and you get a receipt url as the artifact to attach. duplicate\/retry (same event id redelivered) is fully deterministic today, you can gate CI on that one right now.<\/p>\n<p>honest caveat on your exact example: out-of-order isn’t a first-class pinned fixture yet. ordering currently falls out of variable timing rather than a strict “deliver B before A” replay. duplicates, retries, stale state, deterministic. precise out-of-order as a pinned sequence, not yet, that’s the next one i’m adding.<\/p>\n<p>so if your gate is retries and duplicate delivery, it’s ready. if the specific gate is deterministic out-of-order replay, i’m not going to tell you it’s there when it isn’t.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I integrate several AI provider APIs in my product, and the painful breakages are never the loud ones. It’s when the same endpoint quietly starts returning a slightly different shape, or a model name stops resolving one day. Does FetchSandbox catch that kind of quiet drift, or is it focused on hard failures?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> right now its focused on the hard and lifecycle failures, not the quiet drift you mean.<\/p>\n<p>the shape thing, within a run we validate responses against the contract, so if your handler assumes a field thats missing or wrongly typed, that shows up. but that only catches it if our model of the api is current.<\/p>\n<p>the case you actually care about, the real provider silently changing shape or a model name that stops resolving one day, we dont auto-detect that yet. we test against a sandbox, so we catch the mismatch only if the sandbox already knows the api moved. noticing the live api drifted on its own is the piece im still building, and honestly its the one im most focused on next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Raj! It looks amazing and I wish you all the best here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> thanks man.. appreciate the kind words.. this community was very supportive… with kids\/fulltime\/gridning weekend. was bit challenge literally slept like 4 hrs avg haha. now this results give me confidence !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “verify what happens next” framing is exactly the gap \u2014 200 OK tells you nothing about the retry\/webhook\/state mess that actually breaks in prod.<\/p>\n<\/p>\n<p>Two things I’d want to know as someone wiring these into agents:<\/p>\n<\/p>\n<p>When an agent drives this over MCP, does it get to discover the failure library as callable scenarios \u2014 enumerate and pick which failure to inject \u2014 or is scenario selection still human-curated and the agent just runs what you set up?<\/p>\n<\/p>\n<p>And “remembers what breaks” \u2014 is that memory per-project, and does it auto-replay the known-break scenarios as a regression gate on the next change, so a fix that regresses gets caught without me re-describing the bug? <a href=\"https:\/\/www.producthunt.com\/@rnagulapalle\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akbar_b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akbar_b<\/a> good questions, both hit the same edge.<\/p>\n<p>first one, it’s more guided than a raw menu today. the agent doesn’t freely enumerate the whole failure library and pick, but it’s not just running whatever i configured either. you describe the symptom or bug you’re worried about, the router matches that to the right workflow plus scenario, and you can also pass a scenario by name directly. what’s not there yet is a clean “list all injectable failures for this API” call the agent can just browse. reasonable thing to expose, on the list.<\/p>\n<p>second, the library is per-API not per-project right now. you inherit the known breaks for stripe\/clerk\/etc the first time you touch them. the per-project piece, what broke in your specific app, is early.<\/p>\n<p>and the auto-replay-as-regression-gate, honestly not automatic yet. today a known break is a re-runnable workflow plus scenario you can drop into CI, so a regressing fix does get caught, but you’re wiring that gate yourself. it’s not auto-replaying on every change on its own. that loop, catch the regress without you re-describing the bug each time, is exactly where this goes. being straight: not there today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very real pain point for AI-coded integrations. The first version usually passes the happy path, but the scary bugs are async: duplicate webhooks, late events, retry order, and state that looks correct until a second system reacts.<\/p>\n<\/p>\n<p>If I were testing this, I\u2019d want one simple report after each run: what behavior was simulated, what state changed, and which failure is now covered so the agent does not reintroduce it later. That \u201cmemory of breakage\u201d angle feels stronger than just another API sandbox.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grace_lee26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grace_lee26<\/a> thank you.., this is exactly pain… the state that looks correct until a second system reacts one is the worst, everything looks green and then some downstream thing double-processes and you hear about it from a customer.<\/p>\n<p>on the report you described thats basically what the receipt already is. after a run it shows what got simulated (the retries, the late and duplicate events), what state changed step by step, and where it broke. the part you really nailed is the last one, which failure is now covered so the agent doesnt reintroduce it later. thats the memory piece and honestly its the thing i care most about too. today the failure goes into the per-api library so its there next time anyone hits that api, but the part where the agent wont reintroduce it in your own repo is still early, being straight about that.<\/p>\n<p>also memory of breakage is a better way to put it than how ive been saying it, might steal that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey bro <br \/>The website icon is showing of Next.js default icon . It would be great if that shows your website’s logo .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vansh36\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vansh36<\/a> ahh good catch man.. thank u.. will fix it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that it covers async edge cases most testing tools miss, the MCP integration with Cursor is super smooth. One thing that would make this a no-brainer for me: built-in support for replaying recorded webhook sequences against different environments, so I can validate that a staging deploy handles the exact same payload ordering as production without re-running the whole test suite.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mirahmlk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mirahmlk<\/a> thanks Mira\u00e7, glad the cursor integration felt smooth, that was a big focus for us.<\/p>\n<p>on the replay idea, part of it is there and part isnt, being honest. the sequences today are deterministic so you can rerun the exact same webhook\/retry ordering against a change and confirm your handler still behaves the same, thats basically the staging-regression check you’re describing. what isnt there yet is capturing a real production sequence and replaying that exact recorded payload ordering against your own staging or prod, right now it runs against our sandbox not your environments. thats a genuinely good ask though, record-from-prod and point the replay at your own env is the thing that turns it from a pre-merge check into a real regression tool. putting it on the list, appreciate you spelling it out…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the webhook replay feature is genuinely useful, finally a way to test retry logic without stubbing out half my codebase<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tuncaypamurqnk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tuncaypamurqnk<\/a> thanks, and honestly thats the whole reason it exists. stubbing webhooks to test retry logic is miserable, you end up writing more mock than real code and it still doesnt behave like prod anyway. glad its clicking for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the failure-library angle is interesting but the thing I’d want proven before trusting it: who keeps the simulated failure behavior itself honest against the real API over time? stripe changes retry semantics or adds a new webhook edge case, and if fetchsandbox’s simulation of that api lags the real one, you get a false sense of security – green in the sandbox, still breaks in prod, just a different flavor of the same problem you’re trying to solve. is that drift something you actively monitor per-API, or does it rely on someone reporting a mismatch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> this is the sharpest question in the thread, and honestly the one that keeps me up….you’re right that a <strong>sandbox drifting <\/strong>from the real api is just the same problem moved somewhere else, green here and still breaks in prod. any tool in this space has to answer it or its not worth trusting.<\/p>\n<p>where i can be straight: two things ground it today. one, the failure library isnt guessed from docs, its built from real integration failures, so the patterns actually happened, not ones i imagined. two, nothing counts as verified unless it actually reproduces in a run, so its behavior-grounded not just written down.<\/p>\n<p>what i wont pretend: a fully automated per-api drift monitor that continuously diffs our simulation against the live api isnt there yet. today when stripe changes retry semantics its closer to catch-and-correct than an automated watchdog. thats the honest gap.<\/p>\n<p>and thats exactly the thing that has to exist for this to be trustable at scale. per-api drift detection is on the roadmap and high on it. you’re pointing at the real moat and the real risk at the same time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We do something similar on a smaller scale in our own Stripe integration \u2014 coupon\/pause mutations carry session-scoped idempotency keys so a double-click can’t create two coupons, and webhook processing claims-then-deletes on failure so LS\/Stripe can safely retry. The proof-gated regression capture here (reproduce \u2192 fix \u2192 rerun) is the piece we’ve been doing manually \u2014 would’ve saved some debugging early on. Following for the async\/retry simulation angle, that’s usually the first thing testing tools skip.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cancelkithq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cancelkithq<\/a> this is a genuinely solid setup…. session-scoped idempotency keys on the mutations plus claims-then-deletes-on-failure is exactly what survives a retry storm, most people don’t get that far until after they have already been burned once.<\/p>\n<p>and yeah, the reproduce-fix-rerun loop being manual is the exact gap… you clearly already know the pattern, its just painful to do by hand every time and easy to skip under pressure, the whole point is making that part automatic so its not on you to remember.<\/p>\n<p>appreciate you following. if you ever point it at your coupon\/pause flows i’d love to hear whether it catches the stuff you already handle or misses something you do, that feedback is worth more to me than any upvote….tbh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>API integration testing is becoming critical as AI agents rely on more external tools. Curious if you\u2019ve seen AI-generated requests expose edge cases that traditional integration tests usually miss?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> thanks for the question…. honestly its less that agents expose brand new edge cases and more that they confidently miss the same ones humans do, just faster and at way more volume.<\/p>\n<p>the pattern i keep seeing is the agent nails the common shape, types check, mock passes, looks perfect, then it breaks on the exact edge nobody exercised, retry with the same idempotency key, a payment intent thats requires_capture not actually paid, a session jwt it decodes but never verifies. same edges we always missed, but now the code is generated so its harder to catch in review because it reads so plausible.<\/p>\n<p>so the shift isnt really new bugs, its the same bugs shipping faster and with more confidence. thats basically why this exists, the happy path looking perfect is exactly when i stopped trusting green.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the webhook\/retry\/async testing angle is the part that’s actually missing from most API sandbox tools, everyone nails the happy path 200 OK case but real integration bugs live in the retry logic and race conditions. does it let you simulate out-of-order webhook delivery, or just delayed\/duplicate events?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> yeah the async\/retry layer is where the real bugs live and most sandboxes just skip it entirely.<\/p>\n<p>three scenarios shipped today: delayed delivery, duplicate\/redelivery (same event id fired again so you can actually test idempotency), and dropped. covers most of the retry + race surface.<\/p>\n<p>out-of-order specifically: not a dedicated knob yet. variable delays can surface ordering races but a controlled “deliver B before A” isn’t in yet. that’s the next one i want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<\/p>\n<p>This truly is the postman for testing integrations<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aadilghani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aadilghani<\/a> thanks man.. appreciate the kind words<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “remembers what breaks” line is interesting for API integration testing. Does FetchSandbox keep track of the exact failing request\/response details, like payloads, headers, status codes, and timing, or is the memory more about patterns across previous test runs? That distinction would help teams understand where it fits beside their current CI checks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “beyond 200 OK” framing is exactly right, and I learned it the hard way. I shipped a Paddle integration recently and every test I had was a green 200 \u2014 the bug that actually bit me was an idempotency one: a retried\/duplicate event creating an orphan customer on a rolled-back checkout. Nothing in my suite could have caught it, because I was only asserting the happy path.<\/p>\n<p>The way I eventually found it was by hand: ngrok pointed at localhost, replaying webhooks, poking state until something broke. A deterministic failure library that just <em>does<\/em> the duplicate-event \/ late-event \/ stale-state cases for me would have saved me an entire evening.<\/p>\n<p>Two questions: (1) does the failure library cover Paddle, or is Stripe the only payments provider so far? (2) for webhook lifecycle bugs specifically \u2014 can you replay events <em>out of order<\/em> (e.g. a subscription.updated landing before the checkout.completed)? That ordering case is the one that actually broke me, and it’s the hardest to reproduce on purpose.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The worst production bugs are always the ones that look completely fine until a second system reacts. Your own code passes, the API returns 200, and then three hours later a duplicate webhook fires and someone gets charged twice. Curious what the most common failure pattern is across your 60 plus APIs, is there one class of bug that shows up regardless of which API you’re testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jasnoor_singh_oberoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasnoor_singh_oberoi<\/a> yeah idempotency is the one. almost every webhook provider is at-least-once by design, so duplicates aren’t bugs on their end, they’re just how it works. but handlers get written assuming exactly-once, so the same event fires twice and you get two charges, two users, two emails. doesn’t matter what the API does, if there’s an async event with a side effect behind it that gap exists. and it passes every test you’d normally write, code is correct, 200 comes back, shape is fine. breaks hours later when the second delivery shows up. by then it’s real money or real data. stale state is second most common but idempotency is the truly universal one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the dropped-vs-mid-response-timeout distinction @omri_ben_shoham1 raised is the one I’d want too. adjacent question: do you simulate variable latency (webhook arrives 3s vs 30s late) or is timing binary right now, on-time vs late?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> <a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> good adjacent question. right now its in between, not binary but not fully variable either. you can set the delay amount so its not just on-time vs late, you can make it 3s or 30s, but its a single fixed delay applied across the run, not per-event jitter where some land at 3s and others at 30s in the same run.<\/p>\n<p>real variable latency, a distribution with tails where some events are way slower than others, isnt there yet. and thats exactly the thing that produces the ordering races and timeout-window bugs, so its tied to @<a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> point too. worth having, on the list.<\/p>\n<p>short version, today its configurable but uniform delay, per-event variance is the next step…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the dedup\/idempotency scenarios are the ones I’d actually use. when two CI runs hit the same sandboxed Stripe API concurrently, is state isolated per run, or can one job’s retry storm bleed into another’s results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> good question, and its the right one for CI. isolation is per sandbox, each one has its own state, its own event log, and its own active scenario. so if each run spins up its own sandbox (one call) theyre fully isolated, one jobs retry storm cant bleed into anothers results at all.<\/p>\n<p>honest caveat, a sandbox is a stateful environment, so if two runs deliberately point at the same sandbox id they share state, thats by design not a bug. the pattern for concurrent CI is one sandbox per job, then you get clean isolation even under a retry storm.<\/p>\n<p>short version, own sandbox per run = isolated, shared sandbox = they see each other.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Raj shipping duplicate\/redelivery with the same event id is the one that matters most imo – idempotency bugs are the ones that actually cost people money in prod, way more than a webhook just being late. nice that you got that out fast. curious if dropped events also simulate a partial timeout (connection dies mid-response) vs a clean non-delivery, since those two failure modes get handled very differently in most retry logic<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> yeah agreed, the duplicate-same-event-id one is the money bug. late is annoying, double-charge or double-grant is the one that actually hurts.<\/p>\n<p>on your question… right now dropped is a clean non-delivery, the event just doesn’t land. the nastier case you’re describing, connection dies mid-response so the receiver maybe processed it but the sender never got the ack, is not its own scenario yet. the redelivery run covers the downstream outcome of it (you retried and now theres two), but the actual ambiguous-ack failure mode as a first-class thing is not in there. and you are right, retry logic handles those two completely differently, so its worth having as its own knob. putting it on the list.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the failure library that compounds per-API is the actual moat. every eng team burning 3 hours debugging a stripe webhook idempotency issue is unwittingly training knowledge fetchsandbox already has cached.<\/p>\n<\/p>\n<p>real q on the cross-project learning piece raj mentioned: when a team learns something the hard way, is there a review step before it enters the shared library, or does it auto-propagate? asking because the “stripe fixed this in v5 but old integrations still trip” class of knowledge needs some staleness handling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> yeah, both of those are the right places to poke.<\/p>\n<p>on review vs auto: it’s gated, not automatic. a pattern doesn’t enter the shared library just because someone hit it once. it only lands after it’s reproduced, a buggy handler and a fixed one have to actually diverge in a sandbox run. so the flow is incident \u2192 candidate \u2192 proof gate \u2192 library. the proof gate is what’s shipped today. the part that’s early is auto-ingestion, pulling a team’s live incident into that pipeline without manual curation. that’s still more hands-on than i’d like.<\/p>\n<p>on staleness: that’s the sharpest version of the question and you’re right, it’s exactly what breaks a naive shared library. patterns carry applicability conditions, which auth model, which config, which version, so “fixed in v5” is meant to scope the pattern to <v5 rather than warning everyone forever. version-range partitioning is shallow right now. that’s the next thing the shared library design has to get right, and “old integrations still tripping on stale patterns” is precisely why.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XNWIVRMOSBCZRL\" class=\"app-title\">Second Brain for AI v2<\/a><\/p>\n<div class=\"one-liner\">AI memory that connects the dots across every tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">328<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Second Brain for AI v2 \u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684\u8de8AI\u5de5\u5177\u7edf\u4e00\u8bb0\u5fc6\u5c42\uff0c\u901a\u8fc7\u81ea\u52a8\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u89e3\u51b3\u7528\u6237\u5728\u4e0d\u540cAI\u5de5\u5177\uff08\u5982Claude\u3001ChatGPT\u3001Cursor\uff09\u95f4\u4e0a\u4e0b\u6587\u5272\u88c2\u3001\u51b3\u7b56\u51b2\u7a81\u53ca\u4fe1\u606f\u8fc7\u65f6\u7684\u95ee\u9898\uff0c\u5b9e\u73b0\u53ef\u4fe1\u7684\u6301\u4e45\u5316\u8bb0\u5fc6\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80b9ef36-65cd-4904-818e-fece324205c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c64754e-33da-4569-a468-ca2fd5d0a58b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a124851b-eece-4558-9212-15f2729bbdbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfdffe4f-378a-4b05-acd5-78c6030ecc63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be0180da-372a-4894-a95e-9c2084e9d883.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94e2a447-55b6-47b0-b245-963f1a06a533.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed7850dd-1fe3-4e37-8fd9-6ffa2a271017.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/78b25bfe-8de5-4426-b505-8d3ab68c80a5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=SvRnzErR2cA\"><source src=\"https:\/\/www.youtube.com\/watch?v=SvRnzErR2cA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">AI\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u8de8\u5de5\u5177\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">Cloudflare<\/span><br \/>\n <span class=\"tag\">\u77db\u76fe\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u89c4\u8303\/\u8349\u7a3f\u201d\u77db\u76fe\u89e3\u51b3\u673a\u5236\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u4f46\u666e\u904d\u62c5\u5fe7\uff1a\u81ea\u52a8\u94fe\u63a5\u7684\u51c6\u786e\u6027\u3001\u65e0\u58f0\u8fc7\u65f6\u4fe1\u606f\u7684\u5904\u7406\u3001\u5168\u5c40\u8bb0\u5fc6\u6c60\u5bfc\u81f4\u4e0a\u4e0b\u6587\u6c61\u67d3\u3001\u4ee5\u53ca\u53ec\u56de\u65f6\u7f3a\u4e4f\u6765\u6e90\u53ef\u8ffd\u6eaf\u6027\u3002\u5efa\u8bae\u589e\u52a0\u6309\u9879\u76ee\u5206\u533a\u548c\u201c\u9a8c\u8bc1\u540e\u4fe1\u4efb\u201d\u7684\u5e74\u9f84\u6233\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Second Brain v2 \u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\u94fe\u4e2d\u4e00\u4e2a\u88ab\u666e\u904d\u5ffd\u89c6\u4f46\u53c8\u6781\u5176\u75db\u82e6\u7684\u77ed\u677f\u2014\u2014\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7684\u201c\u810f\u7f13\u5b58\u201d\u95ee\u9898\u3002\u7edd\u5927\u591a\u6570\u8bb0\u5fc6\u65b9\u6848\u5929\u771f\u5730\u5047\u8bbe\u4fe1\u606f\u5355\u8c03\u9012\u589e\uff0c\u800cv2\u901a\u8fc7\u5f15\u5165\u201c\u89c4\u8303\/\u8349\u6848\/\u5f03\u7528\u201d\u4e09\u7ea7\u72b6\u6001\u548c\u5199\u5165\u65f6\u77db\u76fe\u68c0\u6d4b\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u4e3aAI\u534f\u4f5c\u5efa\u7acb\u4e00\u5957\u57fa\u7840\u7684\u6570\u636e\u4e00\u81f4\u6027\u534f\u8bae\u3002\u8fd9\u624d\u662f\u5b83\u771f\u6b63\u7684\u4ef7\u503c\u5185\u6838\uff0c\u800c\u975e\u7b80\u5355\u7684\u8bb0\u5fc6\u5b58\u50a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u5176\u4e00\uff0c\u81ea\u52a8\u77e5\u8bc6\u56fe\u8c31\u94fe\u63a5\uff08multi-hop recall\uff09\u5728\u5de5\u7a0b\u4e0a\u662f\u4e00\u4e2a\u201c\u7f6e\u4fe1\u5ea6\u9677\u9631\u201d\u2014\u2014\u5c0f\u4f17\u9886\u57df\u6216\u975e\u7ed3\u6784\u5316\u4fe1\u606f\u4e2d\uff0c\u9519\u8bef\u94fe\u63a5\u5e26\u6765\u7684\u8bef\u5bfc\u6027\u98ce\u9669\u53ef\u80fd\u8fdc\u8d85\u7eaf\u8bed\u4e49\u641c\u7d22\u7684\u201c\u627e\u4e0d\u5230\u201d\u3002\u76ee\u524d\u4ec5\u9760\u201c\u4e00\u952e\u89e3\u94fe\u201d\u548c\u201c\u5f31\u94fe\u63a5\u81ea\u52a8\u4fee\u526a\u201d\u6765\u515c\u5e95\uff0c\u5bf9\u4e8e\u751f\u4ea7\u7ea7\u53ef\u9760\u6027\u800c\u8a00\u4ecd\u663e\u7c97\u7cd9\u3002\u5176\u4e8c\uff0c\u4ea7\u54c1\u5bf9\u201c\u65e0\u58f0\u8fc7\u65f6\u201d\u4fe1\u606f\u7684\u5904\u7406\u5b58\u5728\u7ed3\u6784\u6027\u76f2\u533a\u3002\u7528\u6237\u201ckyo_shino\u201d\u63d0\u51fa\u7684\u95ee\u9898\u4e00\u9488\u89c1\u8840\uff1a\u5f53\u4e8b\u5b9e\u56e0\u4ee3\u7801\u53d8\u66f4\u7b49\u5916\u90e8\u56e0\u7d20\u81ea\u7136\u5931\u6548\uff0c\u5374\u65e0\u4efb\u4f55\u51b2\u7a81\u5199\u5165\u65f6\uff0c\u7cfb\u7edf\u6beb\u65e0\u611f\u77e5\u3002\u4ec5\u4ec5\u4f20\u9012\u65f6\u95f4\u6233\u662f\u5de5\u7a0b\u4e0a\u7684\u56de\u907f\uff0c\u800c\u975e\u89e3\u6cd5\u3002\u771f\u6b63\u7684\u4ea7\u54c1\u62a4\u57ce\u6cb3\u5e94\u5728\u4e8e\u5982\u4f55\u8ba9\u6a21\u578b\u5177\u5907\u201c\u4e3b\u52a8\u8d28\u7591\u201d\u7684\u80fd\u529b\uff0c\u4f8b\u5982\u7ed3\u5408\u64cd\u4f5c\u73af\u5883\u65e5\u5fd7\u6216\u4ee3\u7801\u4ed3\u5e93\u72b6\u6001\u8fdb\u884c\u534a\u81ea\u52a8\u5931\u6548\u6807\u8bb0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5168\u5c40\u8bb0\u5fc6\u6c60\u7684\u8bbe\u8ba1\u5728\u9ad8\u9891\u591a\u5de5\u5177\u534f\u4f5c\u4e2d\u4f1a\u5feb\u901f\u5f15\u53d1\u201c\u4fe1\u606f\u4e32\u6270\u201d\u3002\u867d\u7136\u6807\u6ce8\u548c\u672a\u6765\u7684\u5206\u533a\u529f\u80fd\u662f\u5e94\u5bf9\u65b9\u6848\uff0c\u4f46\u8fd9\u4e00\u8bbe\u8ba1\u51b3\u7b56\u672c\u8d28\u4e0a\u5c06\u8def\u7531\u590d\u6742\u5ea6\u7529\u7ed9\u4e86\u7528\u6237\uff0c\u6709\u6096\u4e8e\u4ea7\u54c1\u201c\u81ea\u52a8\u8fde\u63a5\u201d\u7684\u627f\u8bfa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSecond Brain v2\u662fAI\u5de5\u5177\u8bb0\u5fc6\u751f\u6001\u4e2d\u6781\u5177\u524d\u77bb\u6027\u7684\u63a2\u7d22\uff0c\u5c24\u5176\u5bf9\u4e8e\u91cd\u89c6\u6570\u636e\u4e3b\u6743\u548c\u51b3\u7b56\u53ef\u8ffd\u6eaf\u6027\u7684\u4e13\u4e1a\u7528\u6237\uff08\u5982\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u5c0f\u56e2\u961f\uff09\u3002\u4f46\u82e5\u60f3\u6210\u4e3a\u901a\u7528\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u9700\u8981\u5728\u201c\u94fe\u63a5\u7684\u51c6\u786e\u6027\u201d\u548c\u201c\u8fc7\u65f6\u4fe1\u606f\u7684\u4e3b\u52a8\u611f\u77e5\u201d\u8fd9\u4e24\u4e2a\u5de5\u7a0b\u5316\u96be\u9898\u4e0a\u7ed9\u51fa\u66f4\u786c\u6838\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u975e\u505c\u7559\u5728UI\u548c\u6d41\u7a0b\u8bbe\u8ba1\u7684\u4f18\u96c5\u4e0a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Second Brain for AI v2<\/span>\n <\/div>\n<div class=\"comment-content\">Second Brain remembers your projects, people, decisions, and preferences across Claude, ChatGPT, Cursor, Codex, and any MCP client. V2 automatically links related memories, follows those connections during recall, and distinguishes settled decisions from drafts and stale context. Open source and self-hosted in your Cloudflare account.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt,<\/p>\n<p>Three weeks ago, I launched Second Brain for AI here. It finished #3 Product of the Day, but the most valuable part of the launch was not the ranking. It was the comments.<\/p>\n<p>You told me that newer information is not always more correct.<\/p>\n<p>You asked what happens when Claude and Cursor save conflicting versions of the same project decision.<\/p>\n<p>You described the need to compress long conversations without losing their through-line.<\/p>\n<p>You pushed me to make self-hosted deployment easier to understand.<\/p>\n<p>Those comments became the roadmap.<\/p>\n<p>The first version gave Claude, ChatGPT, Cursor, and other MCP clients one persistent memory layer. You could store context once, retrieve it by meaning, and keep the data inside your own Cloudflare account.<\/p>\n<p>Today I am launching v2.<\/p>\n<p>Second Brain now builds a self-organizing knowledge graph from your memories:<\/p>\n<p>– related memories link automatically as they are saved<br \/>\n– multi-hop recall follows those links beyond the closest semantic match<br \/>\n– an interactive graph shows how projects, people, decisions, preferences, and ideas connect<br \/>\n– canonical, draft, and deprecated states separate settled knowledge from exploration and stale context<br \/>\n– episodic and semantic classification distinguishes events from durable knowledge<br \/>\n– hybrid retrieval combines semantic and keyword recall<br \/>\n– contradiction-aware ranking prevents recency from automatically becoming truth<br \/>\n– semantic compression preserves the important through-line as context grows<\/p>\n<p>The core promise has not changed.<\/p>\n<p>Second Brain is still one open-source memory layer for every AI tool you use, deployed into your own Cloudflare account and designed to run on the free tier at personal scale.<\/p>\n<p>V1 made memory persistent.<\/p>\n<p>V2 makes it connected and more trustworthy.<\/p>\n<p>I would especially value feedback on three things:<\/p>\n<p>1. Are the automatically created relationships accurate enough to trust?<br \/>\n2. Does multi-hop recall surface useful context that ordinary semantic search misses?<br \/>\n3. Does the graph help you understand your memory, or is it only visually interesting?<\/p>\n<p>Thank you to everyone who commented, tested the product, opened an issue, followed the first launch, or shared Second Brain with others.<\/p>\n<p>You helped shape this release.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahilpirani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahilpirani<\/a> Hi Rahil, the hard part with cross-tool memory has always been trust, not recall. When it answers, I want to know which source it pulled from so I can sanity-check before acting on it. Do you surface provenance per answer, or is it more black-box synthesis? In my experience that one distinction decides whether a team actually adopts it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahilpirani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahilpirani<\/a> It’s really nice to see how much the product has changed based on user feedback. Memory is only useful if the system can tell the difference between updated information and conflicting information. How do you know when an old memory is outdated ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Confirm-step is the right default – I’d rather resolve a conflict than have recency silently win. The one-global-pool part is what I’d pressure-test: if tagging only filters recall, does a draft-vs-canonical conflict from a throwaway experiment still surface while I’m working in an unrelated project, or does tagging also scope where contradictions get raised? Per-project partitioning landing would basically remove that worry.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a strong direction. The interesting part isn\u2019t just \u201cmemory,\u201d it\u2019s whether the system can tell what is still true vs what was only temporary context.<\/p>\n<p>I like the idea of separating settled decisions from drafts and stale context. That feels essential if AI memory is going to be useful across tools instead of slowly becoming a pile of old assumptions.<\/p>\n<p>Curious how you handle corrections when the memory graph connects something wrong.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vahid_davoudi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vahid_davoudi<\/a> Corrections work on two layers. When the graph forms a bad link, you can remove it directly from the Related list (one tap in the web UI) or via the unlink MCP tool. Weak links also get pruned automatically as evidence thins. For the truth vs temporary context question, canonical entries mark what’s settled and are protected from silent overwrites. Drafts hold contested context until confirmed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “newer information is not always more correct” insight is the entire challenge of persistent AI memory in one sentence. most memory systems assume monotonic updates and break the first time claude and cursor disagree.<\/p>\n<\/p>\n<p>real q: when claude asserts one project decision and cursor asserts a different one hours later, does second brain surface both with source + timestamp, or resolve automatically? asking because the resolution logic IS the product \u2014 everything else is storage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Both surface, but not equally. Canonical memories are protected, so the contradictory Cursor write comes in as a draft for review rather than a silent overwrite. You confirm it supersedes the original or deprecate it. Deprecated memories drop from recall but stay in the audit trail. No tool wins by being last.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@rahilpirani congratulations. Do you figure that the customer for the second brain is the user or their agents or external people?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> The user. Agents are the interface, writing and recalling on your behalf. External sharing is out of v2 scope.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the semantic search actually decide what to pull in when context is ambiguous, and does it ever surface stale info that you’ve already updated somewhere else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zcankekozpdmd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zcankekozpdmd<\/a> Hybrid retrieval (semantic + keyword) handles ambiguity, with graph links as a tiebreaker when signals are close. Stale entries are filtered at the recall layer: deprecated and superseded memories never reach the AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Persistent memory makes agents much more useful, but also raises interesting reliability challenges. How do you validate that outdated or incorrect memories don\u2019t keep influencing future responses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> Three mechanisms handle this: contradictory writes become drafts for review rather than silently overwriting settled context, canonical memories require explicit confirmation before they’re superseded, and deprecated entries drop from recall but stay in the audit trail. Recency alone doesn’t win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does it provide any kind of api for that storage ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kartikmalik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kartikmalik<\/a> Yes, two interfaces: MCP tools (remember, recall, search) for AI clients like Claude and Cursor, and a REST API for direct programmatic access. Both are documented in the GitHub repo README.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that solves the most frustrating part of using AI. Plugged it into Claude and Cursor and the recall by meaning actually works, way better than digging through old chats. Love that it’s self-hosted too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@phardinghy4670\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phardinghy4670<\/a> The recall-by-meaning piece was the hardest to get right. Glad it’s landing as actually useful rather than just technically interesting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@phardinghy4670 I love this SB a lot ! \u2728<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “connects dots across tools” framing resonates \u2014 I’ve been working on cross-session memory for fictional characters and hit the same wall: memory needs to know what contradicts what, not just accumulate. Does Second Brain handle conflict detection when the same topic appears differently across tools, or is resolution left to the user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avantigrowthlab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avantigrowthlab<\/a> Detection is automatic at write time. When Cursor writes something that conflicts with a canonical from Claude, both surface immediately as a draft-vs-canonical pair with source and timestamp attached. You see the tension the moment it’s written. Resolution is yours to call – the system surfaces it, you settle it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your contradiction handling all keys off a competing signal \u2014 a second write disagrees, so it comes in as a draft. The case that bites me running a hand-curated file memory for my own agent has no such signal: a memory that was true when I wrote it, now false because the code moved underneath it, and nothing ever contradicted it. No competing write to open a draft, no reason to deprecate \u2014 it stays canonical and reads as trustworthy.<\/p>\n<\/p>\n<p>You told Gal wrong-from-the-start is hard because there’s no recency signal. This is its sibling: right when written, wrong now, still no signal.<\/p>\n<\/p>\n<p>My only patch: stop treating recall as ground truth. Every entry reaches the model stamped with its age and a “verify before trusting” note, so even settled memory lands as a point-in-time claim.<\/p>\n<\/p>\n<p>So does v2 pass age through to the model at recall, or does “canonical” itself read to the model as “trust this”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kyo_shino\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kyo_shino<\/a> Age passes through. Every recalled memory surfaces with its write timestamp and current status. Canonical means a human confirmed it, not that the model should treat it as current truth.<\/p>\n<\/p>\n<p>The silent staleness case you’re naming is real and not solved in v2. Your patch of stamping every recall with age and treating it as a point-in-time claim is the right direction. Worth building as a first-class feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a solo dev I burn the first ten minutes of every Claude and Cursor session re-explaining decisions I already made, so a self-hosted memory layer is something I’d actually run. The canonical-vs-draft split, so a newer write doesn’t silently overwrite a settled decision, is the sharp part here \u2014 treating recency as truth is exactly how these memory piles rot. Running it on my own Cloudflare free tier basically seals it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lennoxbeflying\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lennoxbeflying<\/a> Ten minutes per session adds up fast across tools. Running on your own Cloudflare free tier at personal scale without hitting limits was a design requirement, not a lucky side effect – glad that part lands.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>self-hosted and MIT licensed is the right call for something that’s basically your whole context history – I’d never trust a memory layer like this if I couldn’t see exactly where the data lives. the “canonical vs draft” distinction for handling contradictions is smart, most memory tools just let the newest write win and call it a feature<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Building it on your own Cloudflare account was the only architecture where trusting the memory layer isn’t a leap of faith. The canonical vs draft decision follows the same logic – if you own the data, you should also own every decision about what overwrites what.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cross-tool memory is the piece I keep wanting and keep not trusting, mostly because I can never see what it decided to remember. Does Second Brain let me look at and edit the actual memory it’s built, or is it a black box I have to take on faith? The moment one of these quietly remembers something wrong I lose the whole thread, so the inspect-and-correct part matters more to me than the recall.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chielephant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chielephant<\/a> Not a black box. The web UI shows every memory: which tool wrote it, when, and its current status (canonical, draft, or deprecated). You can edit, unlink, or deprecate entries directly. Visibility came before recall in the design, for exactly the reason you named.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Self-hosting the memory layer in my own Cloudflare account is what makes me willing to put real project context in it \u2014 the data staying mine is the whole ballgame. The V2 “distinguishes settled decisions from drafts and stale context” line is the part I’d stress-test: when Claude and Cursor write conflicting versions of the same decision, does it auto-pick the newer one, or is there a confirm step so I decide what’s canonical? And is recall scoped per-project, or does every connected MCP client pull from one global pool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> Confirm step, not auto-pick. Contradictory writes from any client surface immediately as a draft-vs-canonical pair and you decide which stands. On scope: one global pool per user across all MCP clients. Tagging lets you filter recall by context today; per-project partitioning is on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. How do this scale efficiently? Is there an indexing or meta layer so as I have more info to save? What about “split personalities?” There’s work info, personal info, hobby info, etc that tend to be fairly siloed. Does it figure out my silos over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markherschberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markherschberg<\/a> Vectorize keeps recall latency flat as memory grows. On silos: v2 doesn’t auto-partition yet. You can tag memories by context, but the graph links across domains when memories are semantically close. Automatic partitioning is on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting take on memory. The part I keep running into with long lived AI memory is not storage, it’s that old memories go stale and quietly become wrong later. Curious how v2 handles that, do memories decay over time or get re checked against newer context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> v2 doesn’t auto-decay, but every write checks against existing canonical memories. Contradictory new context surfaces immediately as a draft-vs-canonical pair, so stale info gets flagged the moment something newer conflicts with it. The trickier case is memories that were wrong from the start and never contradicted – that’s a real gap we’re thinking about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the deprecation\/audit-trail design is solid for handling info that goes stale over time. different case though: what if a memory was just wrong from the start (bad transcription, hallucinated detail from the source tool) and by the time you catch it, three other memories have already linked off it as if it were true? does correcting the root node also flag or re-check what was built on top of it, or is that on the user to notice and untangle manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Correcting the root doesn’t cascade. The graph shows you what linked off it, so the dependency chain is visible rather than hidden, but walking those downstream nodes is on you. The wrong-from-the-start case is harder than stale-over-time because there’s no recency signal to catch it early – that’s a real gap we’re thinking about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I run most of my business ops through AI agents day to day, and the “newer isn’t always more correct” framing matches exactly what I see \u2014 tools overwrite settled decisions with whatever happened last. Curious: when memories are written autonomously by agents rather than by me in a chat, does the canonical\/draft distinction still hold up, or does it assume a human is doing the confirming?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@podcast_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@podcast_ai<\/a> The distinction holds regardless of who writes. Agent writes that conflict with existing canonical memories surface immediately as a draft-vs-canonical pair at write time. Settling a draft to canonical is a human action. Agents write freely but can’t settle context unilaterally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the settled-vs-draft distinction is the part I’d want to poke at – is that inferred from how often a decision gets re-referenced across sessions, or does the user have to explicitly mark something as settled?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> User confirms it. Contradictions surface both writes as canonical vs draft, and you decide which stands. Re-reference frequency is a signal we track, but it doesn’t automatically settle anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the review’s “what needs improvement” flags the Vectorize\/Worker CPU ceiling under concurrent multi-hop recall – have you actually hit that limit at real personal-scale usage, or is it still theoretical?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Theoretical at personal scale. The bottleneck has been hop latency, not CPU. The ceiling becomes real when you layer concurrent multi-hop over conflict reconciliation at multi-tenant scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The linked-memory approach is compelling, but I think the harder problem isn’t remembering more\u2014it’s remembering the right things.<\/p>\n<p>How does v2 decide that a decision is “settled” versus something that should remain tentative? It seems like getting that boundary right could matter more than the size of the memory graph, especially when AI starts reusing old context automatically.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> v2 doesn’t decide on its own. Contradictory writes become drafts for your review, not silent overwrites. You confirm what’s settled. The boundary stays with you; the system just makes the tension visible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a memory layer that actually feels useful across different tools. Set it up with my Claude and Cursor workflows and the semantic recall saved me from re-explaining a project setup I had already detailed the day before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@birgl1646637\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@birgl1646637<\/a> The re-explaining tax is the whole reason this exists. Glad the cross-tool recall is cutting it already.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is the diff with a simple obsidian vault?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> Obsidian is notes you write for yourself. This is memory AI tools write automatically across Claude, ChatGPT, and Cursor, recalled by meaning rather than keyword search.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I often work across multiple agents, but messages and memory are not shared between them, which means I need to frequently copy context back and forth. The appearance of Second Brain is truly a lifesaver!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice upgrade for the second shot bro. How does it resolve the conflict? Does it deterministic? What happen if (Could I) revert to history question because of decision changes or bad responses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s a clean model \u2014 surfacing draft-vs-canonical at write time with source + timestamp is the right primitive. The case I keep hitting in my own domain (character memory for fiction) is a third one: not a hard conflict, but soft drift. “She’s cautious” \u2192 “she took a risk once” \u2192 “she’s a risk-taker.” No single write trips a conflict detector, yet the canonical quietly erodes. Have you thought about drift as a separate problem from hard conflict, or is that out of scope for the tool-sync case?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s a clean model \u2014 surfacing draft-vs-canonical at write time with source + timestamp is exactly the right primitive. The hard part I keep hitting in my own domain (character memory for fiction) is the *third* case: not a clean conflict, but a soft drift where the new statement doesn’t contradict the canonical, it just slowly erodes it. “She’s cautious” \u2192 “she took a risk once” \u2192 “she’s a risk-taker.” No single write trips the detector, but the canonical is gone. Curious whether you’ve thought about drift vs. hard conflict as separate problems, or if that’s out of scope for the tool-sync use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this open sourced?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a problem I hit constantly as a solo maker. I’m building a small Mac app + re-explaining architecture decisions, naming conventions, and “why we did it this way” every time a session resets gets old fast.<\/p>\n<p>The canonical vs. draft distinction is the part that stands out to me. Most memory tools I’ve tried just let the newest note win, which is actually worse than no memory when two sessions disagree. Curious how it behaves for a single-developer, multi-tool setup like mine specifically; is there any overhead to set up for someone who isn’t running a team, or is the self-hosted Cloudflare piece basically “connect once and forget about it”?<\/p>\n<p>One thing I noticed: there’s no simple hosted webpage to just sign up and go \u2014 it looks like setup is done directly through git\/deploying to your own Cloudflare account. Was that a deliberate choice to keep it self-hosted and avoid managing user data yourselves, or is a simpler no-code setup on the roadmap for people who aren’t comfortable with git?<\/p>\n<p>Also: does it pick up context automatically as I work, or do I need to explicitly tell it “remember this” for a decision to stick?<\/p>\n<p>Nice to see self-hosted taken seriously here rather than another tool that wants my data in someone else’s cloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4KP2FG4VHXW4AO\" class=\"app-title\">ServiceBeard<\/a><\/p>\n<div class=\"one-liner\">Sync your mailbox with your issue tracker<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ServiceBeard \u5c06\u5ba2\u670d\u90ae\u7bb1\u4e0eGitHub\u3001GitLab\u6216Linear\u7b49\u5f00\u53d1\u8005\u5e38\u7528\u7684\u95ee\u9898\u8ffd\u8e2a\u5668\u76f4\u63a5\u540c\u6b65\uff0c\u628a\u90ae\u7bb1\u53d8\u6210\u4e00\u4e2a\u5de5\u5355\u770b\u677f\uff0c\u8ba9\u56e2\u961f\u65e0\u9700\u8d2d\u4e70\u6602\u8d35\u7684\u5750\u5e2d\u5236\u5ba2\u670d\u8f6f\u4ef6\u5373\u53ef\u8fd0\u4f5c\u670d\u52a1\u53f0\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc5398e2-a115-4d06-9943-a235cf47d4d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19bc7cd5-4c95-4925-8f7c-416af46ed03b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0493382a-73f7-4bd2-80a1-0d031dda049e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ea6fd10-ee81-4db3-a726-0ce71d19de69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5ba2\u670d\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5de5\u5355\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">Issue Tracker\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">IMAP<\/span><br \/>\n <span class=\"tag\">\u670d\u52a1\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Linear<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u89e3\u51b3\u201c\u5171\u4eab\u90ae\u7bb1\u6df7\u4e71\u201d\u548c\u201c\u5750\u5e2d\u8d39\u7528\u9ad8\u201d\u7684\u75db\u70b9\uff0c\u4f46\u5bf9\u53cc\u5411\u540c\u6b65\u7684\u53ef\u9760\u6027\u6709\u6df1\u5ea6\u7591\u95ee\uff1a\u6280\u672f\u8bc4\u8bba\u5982\u4f55\u89e6\u53d1\u5ba2\u6237\u90ae\u4ef6\uff1f\u5173\u95ed\u540e\u7684\u90ae\u4ef6\u56de\u590d\u80fd\u5426\u81ea\u52a8\u91cd\u5f00\u5de5\u5355\uff1fCC\u591a\u4eba\u7684\u90ae\u4ef6\u5982\u4f55\u5207\u5206\uff1f\u7ebf\u7a0b\u5339\u914d\u903b\u8f91\u80fd\u5426\u5904\u7406\u590d\u6742\u573a\u666f\uff1f\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u652f\u6301\u914d\u7f6e\uff0c\u5e76\u627f\u8ba4\u9700\u52a0\u5f3a\u81ea\u52a8\u5316\u6d4b\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ServiceBeard\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u4ecb\u4e8e\u201c\u7b80\u964b\u7684\u5f69\u8272\u6807\u7b7e\u7ba1\u7406\u5171\u4eab\u90ae\u7bb1\u201d\u4e0e\u201c\u6602\u8d35\u81c3\u80bf\u7684Zendesk\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u771f\u7a7a\u5730\u5e26\u2014\u2014\u537310-50\u4eba\u5de6\u53f3\u7684\u5f00\u53d1\u578b\u56e2\u961f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u90ae\u7bb1\u8f6c\u5de5\u5355\u201d\uff08\u8fd9\u662f\u65e2\u6709\u529f\u80fd\uff09\uff0c\u800c\u5728\u4e8e\u201c\u96f6\u5207\u6362\u6210\u672c\u5730\u590d\u7528\u73b0\u6709\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff08GitHub Actions\u3001GitLab CI\uff09\u4e0e\u5f00\u53d1\u5de5\u4f5c\u6d41\u201d\u3002\u8fd9\u7b49\u4e8e\u628a\u5ba2\u670d\u7cfb\u7edf\u964d\u7ef4\u6210\u5f00\u53d1\u8005\u7cfb\u7edf\u7684\u4e00\u4e2a\u201c\u90ae\u4ef6\u9a71\u52a8\u578b\u63d2\u4ef6\u201d\uff0c\u4ece\u6839\u672c\u4e0a\u6d88\u89e3\u4e86\u201c\u53bb\u53e6\u4e00\u4e2a\u5de5\u5177\u91cc\u770b\u5ba2\u670d\u53cd\u9988\u201d\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u4e4b\u75db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5e76\u975e\u529f\u80fd\u6709\u65e0\uff0c\u800c\u662f\u8fb9\u754c\u60c5\u51b5\u7684\u9c81\u68d2\u6027\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684\u201cCC\u3001\u8de8\u5730\u5740\u56de\u590d\u3001\u8fde\u73af\u56de\u590d\u3001\u5173\u5361\u540e\u7684\u56de\u590d\u201d\u624d\u662f\u4e00\u4e2a\u670d\u52a1\u53f0\u5de5\u5177\u7684\u751f\u6b7b\u7ebf\u2014\u2014\u8fd9\u4e9b\u7ec6\u8282\u51b3\u5b9a\u4e86\u4e00\u4e2a\u7cfb\u7edf\u662f\u63d0\u5347\u6548\u7387\u8fd8\u662f\u5236\u9020\u65b0\u6df7\u4e71\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u8fd9\u4e9b\u573a\u666f\u7684\u81ea\u52a8\u5316\u6d4b\u8bd5\u8fd8\u4e0d\u591f\uff0c\u8fd9\u5176\u5b9e\u6697\u793a\u4e86\u8be5\u9879\u76ee\u5f53\u524d\u5904\u4e8e\u201c\u53ef\u5de5\u4f5c\u7684MVP\u201d\u9636\u6bb5\uff0c\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002\u5bf9\u81ea\u6258\u7ba1\u4e14\u5f00\u6e90\u7684\u9879\u76ee\u6765\u8bf4\uff0c\u8fd9\u6070\u597d\u662f\u4f18\u52bf\uff1a\u4f60\u53ef\u4ee5\u5728\u6d4b\u8bd5\u4e2d\u82b1\u65f6\u95f4\u5b8c\u5584\uff0c\u800c\u4e0d\u5fc5\u50cfSaaS\u4ea7\u54c1\u90a3\u6837\u6025\u4e8e\u4e0a\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u4e0d\u8d70Webhook\u800c\u575a\u6301\u7528IMAP\/SMTP\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u786e\u5b9e\u89c4\u907f\u4e86\u7b2c\u4e09\u65b9\u5e73\u53f0\u7684API\u9650\u5236\u548c\u8ba4\u8bc1\u6210\u672c\uff0c\u4f7f\u90e8\u7f72\u6781\u5ea6\u7b80\u5355\uff08\u4efb\u4f55\u90ae\u4ef6\u670d\u52a1\u5668\u5373\u670d\u52a1\uff09\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u540c\u6b65\u662f\u8f6e\u8be2\u800c\u975e\u4e8b\u4ef6\u9a71\u52a8\uff0c\u5728\u9ad8\u9891\u6216\u957f\u90ae\u4ef6\u7ebf\u7a0b\u7684\u573a\u666f\u4e0b\uff0c\u5ef6\u8fdf\u3001\u91cd\u590d\u3001\u4e71\u5e8f\u7684\u98ce\u9669\u4f1a\u660e\u663e\u653e\u5927\u3002\u5f00\u53d1\u8005\u9700\u8981\u5728\u201c\u7b80\u5355\u6613\u90e8\u7f72\u201d\u4e0e\u201c\u5b9e\u65f6\u53ef\u9760\u201d\u4e4b\u95f4\u505a\u51fa\u660e\u786e\u53d6\u820d\uff0c\u5e76\u4e14\u5bf9\u7528\u6237\u900f\u660e\u5730\u8bf4\u660e\u5f53\u524d\u5904\u4e8e\u54ea\u4e00\u7aef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cServiceBeard\u7684\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u3001\u65e0\u529f\u80fd\u9650\u5236\u5b9a\u4f4d\uff0c\u7cbe\u51c6\u72d9\u51fb\u4e86\u90a3\u4e9b\u4e0d\u60f3\u4e3a\u201c\u6bcf\u4eba\u6bcf\u6708\u51e0\u5341\u7f8e\u5143\u201d\u4e70\u5355\u3001\u53c8\u6709\u81ea\u90e8\u7f72\u80fd\u529b\u7684\u6280\u672f\u56e2\u961f\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u8981\u53d6\u4ee3Zendesk\u7684\u91ce\u5fc3\u4e4b\u4f5c\uff0c\u800c\u662f\u5207\u5165\u4e00\u4e2a\u7cbe\u51c6\u3001\u8f7b\u91cf\u7684Use Case\uff0c\u505a\u5230\u4e86\u201c\u5728\u73b0\u6709\u5de5\u5177\u4e0a\u89e3\u51b3\u4e00\u4e2a\u5177\u4f53\u75db\u70b9\u201d\u2014\u2014\u8fd9\u6070\u6070\u662fProduct Hunt\u4e0a\u6700\u5bb9\u6613\u6210\u529f\u7684\u4ea7\u54c1\u5f62\u6001\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ServiceBeard<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your customer-facing mailbox into an issue board. ServiceBeard syncs your emails directly to your issue tracker, letting you run a full service desk from your existing workspace. You can leverage the automation pipelines you\u2019ve already set up without investing in expensive, per-seat helpdesk software. It’s open-source, connects via standard IMAP\/SMTP, and currently supports GitHub, GitLab, and Linear.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunt,<\/p>\n<\/p>\n<p>I’m Joram, the solo developer who built ServiceBeard.<\/p>\n<\/p>\n<p>My team was managing a shared mailbox by using coloured labels and read\/unread statuses just to track who had replied to an email. Not ideal. Of course, this problem has been solved by proprietary service desk tools, but those often come with steep pricing models and heavy onboarding. That’s why I built ServiceBeard.<\/p>\n<\/p>\n<p>It caters to teams who either can’t or don’t want to invest in yet another tool, or who prefer not to run commercial, proprietary software. It’s fully functional with no limits or feature caps in the self-hosted version, and there is a managed cloud version that anyone can try for free.<\/p>\n<\/p>\n<p>I’m looking for honest, early feedback: is this something you’d use? What could be improved, and what features should be added? I’d love to hear your thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hongaar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hongaar<\/a> Hi Joram, the mailbox-to-tracker gap is where half my support context goes to die. When a customer replies “actually it’s still broken” four emails deep, does that thread onto the existing issue or spawn a new one? Curious how you decide what counts as a duplicate versus a genuinely new report, because that call is usually where these tools live or die.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/products\/servicebeard\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"servicebeard\" target=\"_blank\" rel=\"noopener\">@ServiceBeard<\/a> The shared mailbox struggle is incredibly real, and building a bridge straight into developer tools like Linear and GitLab completely cuts out the context-switching friction.<\/p>\n<p>What stands out here is the ability to inherit existing automation pipelines. When a ticket is updated inside the issue tracker, does the two-way sync support mapping custom workflow statuses (like “In QA” or “Scheduled for Deploy”) back to automated customer email notifications, or does it strictly trigger updates on the initial creation and the final closing of the issue?<\/p>\n<p>Love the zero-bloat approach to service desk operations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varunvivek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varunvivek<\/a> Label or status changes do not trigger updates back to the customer currently, only public comments do. I know other products support this, but I didn’t want to make it too ‘chatty’. Is this a feature you’d like to see in a product like ServiceBeard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a helpdesk tool that doesn’t force per-seat pricing. Hooked it up to my Linear board over IMAP and had tickets flowing in within minutes, no need to migrate my whole team’s setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the threading answers cover inbound well. what about the reverse direction – if a dev replies to the issue inside GitHub\/GitLab\/Linear instead of going back to the mailbox, does that comment actually go out as a real email to the customer maintaining the thread, or does it just sit in the tracker until someone manually copies it back into an email? that gap is usually where teams quietly go back to just replying from the inbox directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> comments on the issue tracker are sent back to the customer through email (delivery through your own SMTP server), unless marked as internal. Thanks for checking out ServiceBeard!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>solo dev building a self-hosted option instead of the usual SaaS-only route is the right call for this. what happens when a customer replies weeks after the linked issue got closed – does it reopen the old issue or spawn an orphaned one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> both are supported – this is configurable per Project Rule (so e.g. bug reports can have different behaviour than feature suggestions). Great question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Joram good to hear it’s on the roadmap. if it helps at all, the case I’d prioritize testing first is a thread where a customer replies twice in a row before anyone on your team answers – that’s the one that tends to break naive read\/unread and two-way sync logic the hardest, way more than plain out-of-order delivery.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle email threads where multiple customers are CC’d, do those get split out into separate tickets automatically or linked together somehow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tunahan7j2k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tunahan7j2k<\/a> Interesting edge case. ServiceBeard will create a single conversation and a single issue from this incoming email, it doesn’t use CC’d addresses to create additional tickets or links at the moment. How would you expect or want this to work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The framing of “we were managing a shared mailbox with colored labels” is a more honest starting point than most tools admit to haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that doesn’t force me to drag my team onto yet another per-seat subscription. Synced our shared inbox to Linear in a few minutes, and the IMAP setup was straightforward enough that I didn’t need to bother our admin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>syncing mailbox to issue tracker isn’t new (Zendesk, Front, even Gmail+Zapier have done this for years), so the pitch really comes down to how clean the two-way sync stays once a thread gets messy – CC’d people, forwarded emails, someone replying from a different address. that’s usually where these integrations start creating duplicate or orphaned tickets<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Tested some of these scenario’s, but not in an as structured way as I’d like. I’m going to to put more (automated) testing towards this. Thanks for raising this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “we manage a shared mailbox with color labels because zendesk feels overkill” problem is exactly where 90% of small teams live and none of the enterprise tools acknowledge exists.<\/p>\n<\/p>\n<p>real q: does the mailbox-to-issue mapping keep both threaded? asking because most sync tools drop the email thread after the first ticket creation and then agents context-switch between two tabs to reconstruct the conversation history.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> ServiceBeard will try its best to keep conversations threaded in both mailbox and issue tracker, and I’m using layered strategies to detect the conversation a message should be part of: by In-Reply-To, then References, then subject+sender. Great question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Getting stuff out of the inbox and into where work actually gets tracked is a problem I feel weekly. When ServiceBeard syncs a mailbox to the issue tracker, how does it decide what’s a real issue versus a one-off reply or a thank-you, and can I keep a two-way link so a comment on the issue lands back in the email thread? The round-trip is the part that makes or breaks these<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running a service desk out of Linear instead of paying per-seat for a helpdesk is exactly the tradeoff a small community\/support team wants, especially self-hosted over IMAP. The loop I’d need to close before adopting: is the sync bidirectional \u2014 if I reply on the Linear issue, does that go back out to the customer over SMTP as an email, or is it inbound-only and I’m still answering from the mailbox? One-way would mean context lives in two places again, which is the exact problem I’d be adopting this to kill.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice angle on using existing IMAP\/SMTP plus the automation teams already have in GitHub, GitLab, or Linear instead of adding another per-seat support layer. One workflow question I would look for quickly as a user: how do you handle email threading and duplicate issue prevention when one conversation turns into multiple tickets or several teammates reply from the same mailbox?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Plugged it into a test repo and watched a support email land as a Linear issue without me touching anything, that part just works. The IMAP setup was surprisingly painless too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5X3LKMBX3B3LYB\" class=\"app-title\">Offer Max<\/a><\/p>\n<div class=\"one-liner\">Every job application is a click, not an evening <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">30<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Offer Max\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u6c42\u804c\u52a9\u624bChrome\u6269\u5c55\uff0c\u901a\u8fc7\u4e00\u952e\u6293\u53d6\u804c\u4f4d\u63cf\u8ff0\u3001\u667a\u80fd\u5339\u914d\u5ea6\u8bc4\u5206\u3001\u5b9a\u5236\u7b80\u5386\u4e0e\u6c42\u804c\u4fe1\u3001\u81ea\u52a8\u586b\u5199\u7533\u8bf7\u8868\u5355\u53ca\u9884\u6d4b\u9762\u8bd5\u9898\uff0c\u89e3\u51b3\u6c42\u804c\u8005\u6d77\u6295\u6548\u7387\u4f4e\u3001\u6587\u4e66\u91cd\u590d\u4fee\u6539\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcae0e14-3cbc-4ee6-8668-09eaf1dc8031.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ac997d2-0d00-48db-8a92-8a18baad1ac1.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bb45a7d-10e4-4302-bcaa-e29856e35a74.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18e4cf69-a796-4074-9aa8-74536c043137.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c492bcc3-e5e4-4750-8bb4-ac88d188d096.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc9ba15f-c19d-49ac-a783-411bb0912966.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67c46324-00b1-406e-a54f-a00f2357f44e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a10aa41-c099-4e0d-9f2a-2d73fc2a65d0.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/34c644b6-4fe6-47c1-a8f5-d5610fd5d974.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tjlqxZFiHC0\"><source src=\"https:\/\/www.youtube.com\/watch?v=tjlqxZFiHC0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6c42\u804c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u804c\u4f4d\u5339\u914d\u5ea6\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u4fe1\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u586b\u8868<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u641c\u7d22<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u5728\u4e13\u4e1a\u9886\u57df\uff08\u5982\u5de5\u7a0b\u3001\u5b66\u672f\uff09\u5904\u7406\u672f\u8bed\u7684\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u5bf9\u6a21\u7cca\u804c\u4f4d\u63cf\u8ff0\u7684\u5e94\u5bf9\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03AI\u4e0d\u865a\u6784\u5185\u5bb9\uff0c\u57fa\u4e8e\u7528\u6237\u4e2a\u4eba\u8d44\u6599\u6539\u5199\uff1b\u5bf9\u4e8e\u9690\u85cf\u7684\u804c\u4f4d\u63cf\u8ff0\uff0c\u652f\u6301\u624b\u52a8\u7c98\u8d34\u3002\u7528\u6237\u4e5f\u62c5\u5fe7\u7b80\u5386\u5b9a\u5236\u5bfc\u81f4\u5343\u7bc7\u4e00\u5f8b\u6216\u88abATS\u6807\u8bb0\uff0c\u521b\u59cb\u4eba\u89e3\u91ca\u5173\u952e\u8bcd\u6eaf\u6e90\u4e0e\u91cf\u5316\u9650\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Offer Max\u5207\u5165\u4e86\u4e00\u4e2a\u6548\u7387\u5de5\u5177\u7684\u62e5\u6324\u8d5b\u9053\uff0c\u4f46\u5176\u5dee\u5f02\u5316\u5728\u4e8e\u201c\u51b3\u7b56\u524d\u7f6e\u201d\u800c\u975e\u5355\u7eaf\u7684\u201c\u624b\u901f\u63d0\u5347\u201d\u3002\u5c06\u5339\u914d\u5ea6\u8bc4\u5206\u7f6e\u4e8e\u6295\u9012\u524d\uff0c\u8bd5\u56fe\u5728\u7528\u6237\u6295\u5165\u65f6\u95f4\u524d\u8fc7\u6ee4\u4f4e\u8d28\u673a\u4f1a\uff0c\u8fd9\u4e00\u903b\u8f91\u6bd4\u4f20\u7edf\u7b80\u5386\u751f\u6210\u5668\u66f4\u8d34\u8fd1\u6c42\u804c\u8005\u7684\u5b9e\u9645\u5fc3\u667a\u6a21\u578b\u2014\u2014\u7528\u6237\u6050\u60e7\u7684\u4e0d\u4ec5\u662f\u586b\u8868\uff0c\u66f4\u662f\u201c\u65e0\u6548\u7533\u8bf7\u201d\u5e26\u6765\u7684\u65f6\u95f4\u6c89\u6ca1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u6e90\u4e8e\u5176\u201cProfile as Source of Truth\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\u3002\u62d2\u7eddAI\u634f\u9020\u7ecf\u5386\uff0c\u8981\u6c42\u6240\u6709\u8f93\u51fa\u5fc5\u987b\u56de\u6eaf\u7528\u6237\u539f\u59cb\u7b80\u5386\uff0c\u8fd9\u65e2\u89c4\u907f\u4e86\u6cd5\u5f8b\u4e0e\u9053\u5fb7\u98ce\u9669\uff08\u9632\u7b80\u5386\u9020\u5047\uff09\uff0c\u53c8\u5728\u6280\u672f\u4e0a\u901a\u8fc7\u201c\u6620\u5c04\u65e7\u9605\u5386\u81f3\u65b0JD\u201d\u800c\u975e\u201c\u4ece\u96f6\u5408\u6210\u201d\u6765\u514b\u5236\u5e7b\u89c9\u3002\u4e0e\u5e02\u9762\u4e0a\u8f93\u51fa\u540c\u8d28\u5316\u4e25\u91cd\u7684\u667a\u80fd\u5199\u624b\u76f8\u6bd4\uff0c\u8fd9\u7b97\u52a1\u5b9e\u7684\u89e3\u6cd5\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u4ea7\u54c1\u5929\u82b1\u677f\u7531\u7528\u6237\u8f93\u5165\u8d28\u91cf\u51b3\u5b9a\u2014\u2014Profile\u6784\u5efa\u5165\u53e3\u7684\u5f15\u5bfc\u673a\u5236\u5c06\u6210\u4e3a\u51b3\u5b9a\u7528\u6237\u4f53\u9a8c\u4f18\u52a3\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u9690\u60a3\u4e0d\u5bb9\u5ffd\u89c6\uff1aCEO\u660e\u786e\u58f0\u79f0\u4f9d\u8d56Claude\u800c\u975e\u66f4\u4fbf\u5b9c\u7684GPT\uff0c\u4f46\u5f53\u524d\u5c55\u793a\u7684\u56de\u590d\u8bed\u6c14\u5b58\u5728\u660e\u663e\u7684\u201cAI\u5473\u201d\uff0c\u7528\u6237\u6613\u751f\u7591\u8651\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u5728\u201c\u4e13\u4e1a\u9886\u57df\u672f\u8bed\u4fdd\u771f\u5ea6\u201d\u4e0e\u201c\u8fb9\u7f18\u5e94\u7528\u573a\u666f\uff08\u5982\u6613\u6377\u5173\u8054\u3001\u6a21\u7ccaJD\uff09\u201d\u4e0a\u7ed9\u51fa\u7684\u4eba\u5de5\u515c\u5e95\u65b9\u6848\uff08\u5efa\u8bae\u624b\u52a8\u5fae\u8c03\u3001\u5f52\u56e0\u4f4e\u5206\uff09\uff0c\u672c\u8d28\u5c06\u90e8\u5206\u9002\u914d\u8d23\u4efb\u8f6c\u5ac1\u7ed9\u7528\u6237\uff0c\u964d\u4f4e\u75db\u70b9\u89e3\u51b3\u7684\u5f7b\u5e95\u6027\u3002\u6574\u4f53\u800c\u8a00\uff0cOffer Max\u662f\u6761\u7406\u6e05\u6670\u7684AI\u6c42\u804c\u5668\uff0c\u4f46\u8ddd\u79bb\u89e3\u51b3\u201c\u6c42\u804c\u5730\u72f1\u201d\u4e2d\u6700\u540e10%\u7684\u51b3\u7b56\u60f0\u6027\u4e0e\u7b80\u5386\u4e2a\u6027\u5316\uff0c\u5b83\u8fd8\u9700\u8bc1\u660e\u5176AI\u4e0d\u662f\u806a\u660e\u7684\u6a21\u677f\u5320\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Offer Max<\/span>\n <\/div>\n<div class=\"comment-content\">Finding a job is already a full-time job. Offer Max makes it a lot less painful. The Chrome extension captures any Job Description in one click. AI tells you how good your fit is before you commit to applying, rewrites your r\u00e9sum\u00e9 in the recruiter’s language, drafts the cover letter, autofills the tedious application forms, and preps you with the interview questions this team is likely to ask. Build your master profile once. Show up more prepared than everyone else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the r\u00e9sum\u00e9 rewrite actually handle specialized fields like engineering or academic roles where the jargon matters a lot, and does it need ATS-friendly templates or can you upload your own format?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eymen4ufh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eymen4ufh<\/a> <\/p>\n<p>Great questions \u2014 two-part answer.<\/p>\n<p><strong>On jargon in specialized fields<\/strong>: The AI doesn’t invent terminology \u2014 your profile is the source of truth. If you’re a compiler engineer, phrases like “LLVM IR” or “loop unrolling” only appear in the tailored resume if you put them in your profile. When targeting a specific JD, the model anchors on the JD’s exact wording and selects \/ rephrases from your existing bullets to bridge the two \u2014 it doesn’t hallucinate a whole new domain. For academic roles specifically, we treat Publications, Patents, Awards, and Test Scores as first-class profile sections, so citations, PI names, conference venues, etc. get preserved exactly as you enter them.<\/p>\n<p>Two honest caveats worth mentioning: (1) for very niche fields (specific semiconductor process nodes, regulated medical-device terminology, etc.) we recommend a bullet-by-bullet review before submitting \u2014 the AI is a strong reorganizer, not a domain expert. (2) Spending 2-3 minutes tweaking one bullet manually the first time usually pays off \u2014 the model picks up on your tone for future generations.<\/p>\n<p><strong>On templates<\/strong>: Four built-in templates (Modern, Classic, Minimal, Creative) \u2014 all deliberately ATS-parseable: single column, standard section headings, no tables \/ images \/ text-boxes. The PDF export is vector (not rasterized), so ATS text extraction is clean.<\/p>\n<p>You can’t upload your own template today \u2014 that’s on the roadmap. What you <em>can<\/em> do: after generation you get the full editable markdown source \u2014 tweak it in the in-app editor, or copy it out into Overleaf \/ Word \/ any format your target company expects. A few users generate with us, then paste the content into a Word template their recruiter shared with them. It’s a fine bridge until custom templates ship.<\/p>\n<p>Happy to answer follow-ups!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle situations where the job description is vague or buried behind an apply button, like LinkedIn Easy Apply?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ceylan1dzf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceylan1dzf<\/a> <\/p>\n<p>Two different problems packed into one question, both worth answering honestly.<\/p>\n<p><strong>Easy Apply specifically<\/strong>: The JD is actually visible on the LinkedIn job page itself \u2014 the “Easy Apply” button just triggers the form, it doesn’t hide the description. Our Chrome extension scrapes whatever’s currently rendered in the DOM. One gotcha: LinkedIn often collapses long JDs with a “See more” link \u2014 if the user hasn’t expanded that, we only get the truncated version. So the practical advice is <em>click “See more” first, then hit Import<\/em>. We’re looking at auto-expanding it in the next extension update.<\/p>\n<p><strong>Genuinely hidden JDs<\/strong> (some ATS redirects, some career pages that gate the description behind login) are the harder case. There’s no scraping around content that isn’t in the DOM. For those, the fallback is: paste the JD text directly into Offer Max’s \/generate page \u2014 same output, just skips the auto-scrape step.<\/p>\n<p><strong>Vague \/ thin JDs<\/strong> (the “seeking a passionate individual to drive impact” variety, all vibes no specifics): the tool doesn’t invent detail that isn’t there. What it does instead:<\/p>\n<ul>\n<li>\n<p>The score-match becomes low-confidence \u2014 we surface fewer keyword-match chips, which is itself a signal: “this JD doesn’t tell us much.”<\/p>\n<\/li>\n<li>\n<p>The tailored resume falls back to profile-driven writing \u2014 pulling from what you did, in your voice, without over-fitting to weak JD signal.<\/p>\n<\/li>\n<li>\n<p>We have a separate “Research Job” feature that pulls in company \/ role context to backfill some of what a vague JD leaves out.<\/p>\n<\/li>\n<\/ul>\n<p>Honest limitation: with a truly generic JD, tailoring degrades to “polished but generic” \u2014 which is still better than the base resume, but not as sharp as when the JD is specific. In that scenario I’d tell users to spend 30 seconds writing 3-4 bullet points about what they <em>think<\/em> the role probably wants (e.g. based on the company or team page) and paste that into the JD field. The AI turns manual signal into tailored output remarkably well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m the founder of Offer Max. This is what I wish I’d had when I was applying to jobs.<\/p>\n<p>Six months ago I was staring at a Google Doc titled Resume_v37_FINAL_ACTUALLY_FINAL and asking myself why I was rewriting the same bullets for the tenth time that week. The AI tools I tried either made up experience I didn’t have, or spat out generic filler that helped no one. So I built the thing I actually wanted.<\/p>\n<p>What Offer Max does:<\/p>\n<p>Build your master profile once \u2014 upload your LinkedIn URL or past PDF r\u00e9sum\u00e9s, and AI parses everything into a unified profile that powers every feature below<br \/>\nScore your fit 0-100 against any JD on LinkedIn, Indeed, jobright, Handshake, and 20+ other boards \u2014 before you commit 20 minutes to applying<br \/>\nAI rewrites your r\u00e9sum\u00e9 bullets in the JD’s own vocabulary \u2014 never invents anything; every claim traces back to your master profile<br \/>\nDrafts a matching cover letter in the same 30 seconds<br \/>\nAutofills the boring EEO + contact fields on application forms<br \/>\nGenerates the exact interview questions this team is likely to ask, with sample answers grounded in your real experience<\/p>\n<p>Free to try: 10 credits per feature, no card. <\/p>\n<p>I built this solo while job-hunting myself, so if something breaks, I’m the actual human who ships the fix. <a href=\"mailto:help@offermax.me\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">help@offermax.me<\/a> lands in my inbox.<\/p>\n<p>Would love your feedback on:<\/p>\n<p>Does the fit score match your gut when you read a JD?<br \/>\nAny job board you use that we don’t support yet?<br \/>\nWhat’s the single thing you hate most about applying to jobs? (Might be the next feature.)<br \/>\nThanks for taking a look \u2014 upvotes are gold, sharp critiques are gold. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I hate rewriting the same information for every single application, rewriting the same resume again and again for different jobs is tiring. How do you prevent that your resume rewrites from sounding similar to everyone else ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@reda_roqai_chaoui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reda_roqai_chaoui<\/a> Totally hear you on the “same info 50 times” pain \u2014 that’s literally the reason the profile-based approach exists. You fill your profile once, we handle the rewrite per JD, and that alone kills most of the fatigue.<\/p>\n<p>On the “everyone sounds the same” concern \u2014 the trick is we don’t rewrite from a generic template. We rewrite from <em>your<\/em> actual bullets. If your profile says “Rebuilt Stripe’s dispute-handling pipeline to hit 99.97% uptime during a 3\u00d7 traffic spike”, that specific wording, that specific number, that specific <em>voice<\/em> is what gets tailored. Two candidates targeting the same JD would still produce very different resumes because their profile inputs differ \u2014 the AI is selecting and reshaping, not writing from scratch. Generic-AI-voice only shows up when the profile itself is generic (which is a separate problem no tool can fix for you).<\/p>\n<p>Two things help further: the AI is deliberately not templated \u2014 no “led X by doing Y resulting in Z%” scaffolding \u2014 and we picked Claude Sonnet 4.6 as the writer specifically because it has the best sense of tone across current mid-tier models. GPT-4o-mini would produce noticeably more formulaic output; it’s cheaper but the difference in feel is real. Also, if you tweak one bullet manually the first time, the model tends to pick up on your voice for the rest \u2014 worth spending 2-3 minutes on your first generation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the autofill piece is the part I’d want to understand before trusting it with a real job hunt – a lot of the big boards (workday, greenhouse, some linkedin flows) actively try to detect and block automated form-filling, sometimes flagging the application itself. does offer max ever run into that, or is autofill scoped conservatively enough (just EEO\/contact fields like you said) that it stays under whatever bot-detection these platforms run?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Fair concern. Based on our research and conversations with people familiar with recruiting platforms, anti-automation systems generally seem to focus on high-volume, unattended application behavior rather than a user saving time on a few repetitive fields. They’re not built to catch individual job-seekers using a browser tool to shave 30 seconds off tedious EEO forms. That’s why something like Simplify has been around for years, has hundreds of thousands of users, and hasn’t been blanket-banned by any major ATS \u2014 it’s within the norm of “power user tooling”, not adversarial behavior.<\/p>\n<p>And honestly, Offer Max does even less than Simplify (we are still catching). Simplify actually tries to fill the whole application \u2014 cover letters, custom essay questions, everything. We deliberately don’t. Ours is scoped to EEO\/demographic and boilerplate contact stuff \u2014 the fields that are literally the same across every application you’ll ever submit. From an ATS perspective there’s just nothing to fingerprint: a radio button click is a radio button click, whether you tap it or the extension does.<\/p>\n<p>So both technically (native events, user’s own session, no bulk pattern) and philosophically (individual friction removal, not application farming), we sit comfortably on the safe side of what these detection systems are actually watching for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the resume-rewriting-per-JD part is the piece I’d worry about most – a lot of ATS systems and recruiters now specifically look for phrasing that’s too perfectly matched to the job description, it reads as templated. curious how you’re tuning that so it doesn’t just produce keyword-stuffed resumes that get flagged instead of helping<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> This is a topic I\u2019ve spent a lot of time thinking about over the past couple of months \u2014 probably more than is healthy for dinner-table conversation.<\/p>\n<p>The main thing we do: <strong>the AI is never allowed to invent keywords.<\/strong> Everything in the tailored resume has to trace back to something in your actual profile. So if the JD wants “distributed systems” and you wrote “microservices at Stripe” \u2014 we bridge those two phrasings. If you never touched distributed systems, “distributed systems” doesn’t magically appear. That’s the failure mode you’re describing, and it’s the exact thing I’ve been trained (by dinner-table lectures) to prevent.<\/p>\n<p>Add to that: hard word cap per bullet, quantification pressure, and the match-score panel exposes which JD requirements <em>didn’t<\/em> match instead of trying to fake them. If the JD wants a PhD and you don’t have one, we say “PhD requirement \u2014 not met” instead of writing “PhD-level research experience” \ud83d\ude43<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that you’re optimizing for the decision of “should I even apply?” instead of only making applications faster.<\/p>\n<p>One thing I’m curious about: how do you prevent the match score from becoming overconfident? Great candidates often look like weak matches on paper because their experience doesn’t fit the keywords, but that’s exactly where the best opportunities can be.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> You’re pointing at the hardest case for any keyword-based scoring \u2014 lateral pivots and career jumpers who look weak on paper but crush the interview. Nobody’s fully solved this, us included.<\/p>\n<p>A few things we lean on. First, matching is phrase-level, not literal \u2014 “microservices at Stripe” registers against a JD asking for “distributed systems” even when the words don’t overlap. On top of that, when the model supports thinking mode (Google, Anthropic), we let it reason beyond keyword hits before it commits to a number. And finally the output isn’t just the score \u2014 there’s a “strategy” section next to it that surfaces transferable strengths the number alone can’t capture.<\/p>\n<p>But honestly the score is meant as <em>signal<\/em>, not verdict \u2014 we don’t gate applications on it. A 40\/100 with strategy notes saying “your payments experience translates directly to this fintech role, lead with the $4B\/month figure” is often way more actionable than a 90\/100 for a role you’re overqualified for. Great candidates just have to trust the strategy more than the number.<\/p>\n<p>Thanks for the \ud83d\ude80 \u2014 this is exactly the question I wish more people asked about scoring systems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6BMNKXYCELGGF5\" class=\"app-title\">CONTRABAND VR Cinema<\/a><\/p>\n<div class=\"one-liner\">A theatrical experience with friends, from home.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">27<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u6234\u4e0aMeta Quest\u5934\u663e\uff0c\u4e0e\u771f\u5b9e\u89c2\u4f17\u5728\u865a\u62df\u5f71\u9662\u4e2d\u540c\u6b65\u89c2\u770b\u7535\u5f71\uff0c\u4e14\u65e0\u4eba\u80fd\u6682\u505c\u6216\u5feb\u8fdb\uff0c\u91cd\u5851\u201c\u5171\u540c\u7ecf\u5386\u201d\u7684\u4eea\u5f0f\u611f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08273ae8-6bb0-44af-94ec-f8dcd615465a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4c5440a-03f7-4c3a-a8f2-b45465a47f97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42d6ff05-c24d-489d-a912-ae1d90af7d54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6eb2336-c40f-4c0f-8efc-56eb9570b252.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7338b356-a94d-4088-99bd-fe67ba1d4bae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Virtual Reality<\/span><br \/>\n <span class=\"tag\">Movies<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">VR\u5f71\u9662<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u89c2\u5f71<\/span><br \/>\n <span class=\"tag\">\u5143\u5b87\u5b99<\/span><br \/>\n <span class=\"tag\">Meta Quest<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u7535\u5f71\u53d1\u884c<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u653e\u6620<\/span><br \/>\n <span class=\"tag\">\u7ebf\u4e0a\u6d3b\u52a8<\/span><br \/>\n <span class=\"tag\">\u5171\u4eab\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u7535\u5f71<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u7968\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u7981\u6b62\u6682\u505c\u201d\u8bbe\u8ba1\u5bf9\u4eea\u5f0f\u611f\u7684\u5173\u952e\u4f5c\u7528\uff0c\u5e76\u5173\u6ce8\u793e\u4ea4\u53cd\u9988\uff08\u7b11\u58f0\u662f\u5426\u4f20\u9012\uff09\u3002\u5efa\u8bbe\u6027\u5efa\u8bae\u5305\u62ec\uff1a\u5f00\u653e\u79c1\u5bc6\u5305\u573a\u529f\u80fd\uff08\u9009\u5b9a\u573a\u6b21\u4e0e\u53cb\u4eba\u9501\u5b9a\u623f\u95f4\uff09\uff0c\u4ee5\u53ca\u601d\u8003\u5982\u4f55\u4e3a\u72ec\u7acb\u7535\u5f71\u5438\u5f15\u89c2\u4f17\uff0c\u9632\u6b62\u653e\u6620\u65f6\u5ea7\u65e0\u865a\u5e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CONTRABAND VR Cinema \u5728\u201cVR\u89c2\u5f71\u201d\u62e5\u6324\u7684\u8d5b\u9053\u4e2d\uff0c\u627e\u5230\u4e86\u4e00\u4e2a\u6781\u5177\u5dee\u5f02\u5316\u7684\u5207\u5165\u70b9\uff1a\u4e0d\u5356\u793e\u4ea4\u73a9\u6cd5\uff0c\u5356\u201c\u60e9\u7f5a\u6027\u540c\u6b65\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u50cf\u7d20\u7ea7\u522b\u7684\u753b\u8d28\u63d0\u5347\uff0c\u800c\u662f\u901a\u8fc7\u5f3a\u5236\u89c4\u5219\u2014\u2014\u65e0\u4eba\u53ef\u6682\u505c\u3001\u65e0\u4eba\u53ef\u8df3\u8fc7\u2014\u2014\u91cd\u5efa\u4e86\u4e00\u79cd\u88ab\u6d41\u5a92\u4f53\u5f7b\u5e95\u6467\u6bc1\u7684\u201c\u65e0\u6cd5\u4f5c\u5f0a\u7684\u5171\u65f6\u6027\u201d\u3002\u8fd9\u6070\u597d\u6233\u4e2d\u4e86\u88abNetflix\u201c\u5f02\u6b65\u89c2\u770b\u201d\u4e0e\u201c\u534f\u5546\u9065\u63a7\u5668\u201d\u6298\u78e8\u7684\u5f53\u4ee3\u89c2\u4f17\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9879\u76ee\u7684\u771f\u6b63\u91ce\u5fc3\u6216\u8bb8\u5728\u201c\u521b\u4f5c\u8005\u4fa7\u201d\u3002\u5b83\u7784\u51c6\u4e86\u4f20\u7edf\u5f71\u9662\u548c\u6d41\u5a92\u4f53\u90fd\u4e0d\u613f\u63a5\u7eb3\u7684\u72ec\u7acb\u4e0eAI\u7535\u5f71\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u79cd\u76f4\u63a5\u53d8\u73b0\u7684\u7968\u52a1\u6e20\u9053\u3002\u8fd9\u6bd4\u201c\u865a\u62df\u5927\u5c4f\u201d\u66f4\u5177\u98a0\u8986\u6027\uff0c\u4e5f\u66f4\u5177\u98ce\u9669\u3002\u76ee\u524d\u6536\u5230\u7684\u53cd\u9988\u4e5f\u66b4\u9732\u4e86\u6f5c\u5728\u77ed\u677f\uff1a\u5982\u4f55\u89e3\u51b3\u201c\u51b7\u542f\u52a8\u201d\u2014\u2014\u5373\u5f53\u4e00\u90e8\u5c0f\u4f17\u5f71\u7247\u53ea\u6709\u6781\u5c11\u6570\u4eba\u8d2d\u7968\u65f6\uff0c\u90a3\u79cd\u201c\u504c\u5927\u865a\u62df\u5f71\u9662\u4ec5\u6709\u4e09\u4eba\u201d\u7684\u6c1b\u56f4\u53cd\u800c\u4f1a\u653e\u5927\u5b64\u72ec\u611f\u3002\u6b64\u5916\uff0c\u5b83\u5f3a\u5236\u7528\u6237\u7ed1\u5b9aMeta Quest\u8fd9\u6761\u786c\u4ef6\u201c\u9501\u94fe\u201d\uff0c\u5927\u5927\u9650\u5236\u4e86\u53d7\u4f17\u5e02\u573a\u3002\u867d\u7136\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u201c\u624b\u673a\u7aef\u4f1a\u7834\u574f\u4f53\u9a8c\u201d\uff0c\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u79cd\u6280\u672f\u81ea\u55e8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u5177\u5907\u7206\u6b3e\u6f5c\u8d28\u7684\u865a\u62df\u5f71\u9662\uff0c\u8981\u4e48\u505a\u5230\u8bbe\u5907\u5e73\u53f0\u901a\u7528\uff0c\u8981\u4e48\u5728\u5185\u5bb9\u6392\u7247\u4e0a\u5f15\u5165\u201c\u7968\u623f\u9884\u8d2d+\u52a8\u6001\u573a\u6b21\u5408\u5e76\u201d\u7684\u7b97\u6cd5\uff0c\u786e\u4fdd\u6bcf\u6b21\u653e\u6620\u62e5\u6709\u6700\u4f4e\u89c2\u4f17\u91cf\uff0c\u5426\u5219\u201c\u865a\u62df\u6bd4\u73b0\u5b9e\u66f4\u7a7a\u8361\u201d\u7684\u8bbd\u523a\u573a\u9762\uff0c\u5f88\u5feb\u5c31\u4f1a\u529d\u9000\u6240\u6709\u597d\u5947\u7684\u7528\u6237\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">CONTRABAND VR Cinema<\/span>\n <\/div>\n<div class=\"comment-content\">Put on your Quest headset and step into a real cinema with a real audience, watching the same film at the same moment together. Nobody pauses and nobody skips ahead. When the credits roll, you vote on what screens next. This is what going to the movies used to feel like. This is Virtual Cinema.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I built CONTRABAND because I enjoy watching movies, and lately have been enjoying some of the old movies on my VR headset. And it is amazing how close the experience is, to going to a real theatre.<\/p>\n<\/p>\n<p>CONTRABAND is a scheduled, ticketed VR cinema running inside a Meta Quest headset. You walk into a lobby, find your seat, and watch a film with a real audience at a set time. Nobody pauses. Nobody skips ahead. When the film ends, you vote on what screens next.<\/p>\n<\/p>\n<p>Two problems we are trying to solve:<\/p>\n<\/p>\n<p>For audiences – streaming gave us convenience and took away the ritual. The shared moment of watching something together, in the dark, at the same time, is what made cinema special. CONTRABAND brings that back, and makes it possible with people who are not even in the same city as you.<\/p>\n<\/p>\n<p>For filmmakers – independent and AI-made films have no real distribution home. Distributors won’t touch them, theatres won’t book them, and YouTube pays $30 for a thousand views. CONTRABAND gives them a scheduled screening, a real audience, and direct ticket revenue via Stripe.<\/p>\n<\/p>\n<p>We just launched. The Quest app is live and our first public screenings are coming up.<\/p>\n<\/p>\n<p>Would love your feedback, your votes, and your honest questions. Happy to answer everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can relate to missing the feeling of actually going to the cinema. How do you keep the social experience feeling natural inside VR?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the filmmaker distribution angle is actually the more interesting problem to me than the audience experience, since the audience side has been solved-ish by watch parties before, just badly. for an indie or AI-made film getting a slot, what determines the audience size at a screening – is it just whoever happens to buy a ticket for that timeslot, or is there some discovery\/marketing layer helping a first-time filmmaker actually fill the room instead of screening to three people?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“nobody pauses and nobody skips ahead” is such a small detail but it’s actually the whole point – most watch-party apps let everyone pause whenever which kills the shared-event feeling entirely. the vote-on-what-screens-next bit after credits is a nice touch too, feels like an actual midnight-movie crowd instead of a Zoom call with a movie playing. does the audience reaction (laughing, talking) carry over between people or is it just the movie audio?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> the audience reaction carries over – and you can choose to mute in two levels. You can mute everyone, or mute everyone who isnt your friend \/ companion – so you can decide if you want to watch the movie with everyone (i love watching horror movies or comedies this way), but if you want it to be with friends and just hear them, you can mute everyone else. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The shared screening idea is genuinely cool, love that voting mechanic. One thing that would make it feel even more like a real cinema is letting a small group of friends lock a private room so you can pick a film ahead of time and watch together, while the open rooms keep the public schedule. Would help on nights when nothing in the vote matches what your crew wants to see.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@berkehallokdww\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berkehallokdww<\/a> So while you are watching – you don’t see faces or avatars. You only see glows of other people in the room – the empty theatre environments always made it a bit depressing for me. And you have two ambient audio modes – listen to everyone, or listen to only friends. So if you click on listen to friends only mode, you wont hear any of the others, so its almost like being in a private room with friends – or even on a date.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vijayanands\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vijayanands\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vijayanands<\/a> This is very cool, futuristic like a black mirror eposide coming alive. Love the ticket pricing as well. Very budget friendly. <br \/>Limiting it to premium headsets, limits the TAM. Any plans on running it on Mobile devices and let it play via affordable headets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopesh_donde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopesh_donde<\/a> The display does set the experience though. Even on a 2, the display is okay. What sort of headset do you have?<\/p>\n<p>Mobile devices would take away the whole theaterical experience thing right? If you have a Quest 2 or Quest 3 device, you can check it out and play some of the trailers to see what it feels like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RKHI7GMLIPSM4M\" class=\"app-title\">Flowing<\/a><\/p>\n<div class=\"one-liner\"> Ground your academic writing in your own papers.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">25<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flowing \u662f\u4e00\u6b3e\u684c\u9762\u5199\u4f5c\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u68c0\u7d22\u7528\u6237PDF\u6587\u732e\u5e93\u4e2d\u7684\u76f8\u5173\u6bb5\u843d\uff0c\u5e2e\u52a9\u7814\u7a76\u8005\u5728\u5b66\u672f\u5199\u4f5c\u4e2d\u968f\u65f6\u951a\u5b9a\u81ea\u5df1\u7684\u8bba\u6587\u8bc1\u636e\uff0c\u65e0\u9700\u79bb\u5f00\u7f16\u8f91\u5668\u7ffb\u627e\u6587\u732e\uff0c\u4ece\u800c\u89e3\u51b3\u201c\u8bb0\u5f97\u770b\u8fc7\u8bc1\u636e\u4f46\u627e\u4e0d\u5230\u539f\u6587\u201d\u7684\u75db\u70b9\uff0c\u5e76\u57fa\u4e8e\u4e2a\u4eba\u6587\u732e\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u7eed\u5199\u548c\u6da6\u8272\u5efa\u8bae\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a899a88-3781-45cc-ae2d-0d81dd7c5290.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8988fbd-273c-4484-91f5-a60139b12bf9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4ea5633-484d-4056-a421-96a9834a333b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce87ca85-188f-40af-a3b1-091eeef87033.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac1e80a8-6f3e-4d20-878f-f584764cc1fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f4c13c81-7582-4be7-b50d-320f20b50318.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xqdJ0eVCKJs?si=ulAEmgELIrw_GuTv\"><source src=\"https:\/\/youtu.be\/xqdJ0eVCKJs?si=ulAEmgELIrw_GuTv\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b66\u672f\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u951a\u5b9a<\/span><br \/>\n <span class=\"tag\">PDF\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u751f\u4ea7\u529b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5927PDF\u5e93\u652f\u6301\uff08\u5df2\u786e\u8ba45K+\u53ef\u7528\uff09\u3001\u534f\u4f5c\u529f\u80fd\u7f3a\u5931\u3001\u5bf9\u8bef\u5f15\u4e0eAI\u75d5\u8ff9\u7684\u62c5\u5fe7\u3002\u5efa\u8bae\u5305\u62ec\uff1a\u81ea\u52a8\u6807\u6ce8\u4e0e\u89c2\u70b9\u51b2\u7a81\u7684\u8bc1\u636e\u3001\u8ddf\u8e2aAI\u751f\u6210\u5185\u5bb9\u6e90\u5934\u4ee5\u7b26\u5408\u5b66\u672f\u8bda\u4fe1\u8981\u6c42\u3002\u5f00\u53d1\u8005\u5df2\u56de\u5e94\u5c06\u63a2\u7d22\u51b2\u7a81\u68c0\u6d4b\u529f\u80fd\uff0c\u6682\u65e0\u5b9e\u65f6\u534f\u4f5c\u4e0e\u6ce8\u91ca\u8bc6\u522b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Flowing \u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u9891\u7e41\u88ab\u5ffd\u7565\u7684\u75db\u70b9\u2014\u2014\u5b66\u672f\u5199\u4f5c\u4e2d\u7684\u201c\u8bc1\u636e\u65ad\u88c2\u201d\u3002\u7814\u7a76\u8005\u5e76\u975e\u7f3a\u4e4f\u4fe1\u606f\uff0c\u800c\u662f\u5728\u4ece\u9605\u8bfb\u5230\u5199\u4f5c\u7684\u8f6c\u6362\u4e2d\uff0c\u4fe1\u606f\u88ab\u6495\u88c2\u6210\u201c\u6a21\u7cca\u8bb0\u5fc6\u201d\u548c\u201c\u6df7\u4e71\u7684PDF\u6587\u4ef6\u5939\u201d\u3002Flowing \u901a\u8fc7\u5c06\u672c\u5730PDF\u5e93\u5d4c\u5165\u5199\u4f5c\u754c\u9762\uff0c\u7528\u5173\u952e\u8bcd\u89e6\u53d1\u751f\u6210\u5f0f\u68c0\u7d22\uff0c\u89e3\u51b3\u4e86\u201c\u6211\u77e5\u9053\u6211\u770b\u8fc7\uff0c\u4f46\u6211\u627e\u4e0d\u5230\u201d\u7684\u6548\u7387\u9ed1\u6d1e\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u6bd4\u901a\u7528AI\u52a9\u624b\u66f4\u806a\u660e\uff0c\u56e0\u4e3a\u5b83\u56de\u907f\u4e86\u201c\u5e7b\u89c9\u201d\u548c\u201c\u5f15\u7528\u4e0d\u5b9e\u201d\u8fd9\u4e24\u4e2aAI\u5b66\u672f\u5199\u4f5c\u7684\u6700\u5927\u96f7\u533a\uff1a\u5efa\u8bae\u76f4\u63a5\u6765\u81ea\u7528\u6237\u81ea\u5df1\u7684\u6587\u732e\uff0c\u800c\u4e0d\u662f\u51ed\u7a7a\u751f\u6210\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u6311\u6218\u5e76\u975e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5b66\u672f\u4fe1\u4efb\u95ee\u9898\u3002\u8bc4\u8bba\u533a\u5bf9\u201c\u8bef\u5f15\u201d\u548c\u201cAI\u75d5\u8ff9\u8ffd\u8e2a\u201d\u7684\u62c5\u5fe7\u975e\u5e38\u5c16\u9510\u2014\u2014\u5373\u4fbf\u5efa\u8bae\u6765\u81ea\u6587\u732e\uff0c\u5982\u679c\u7cfb\u7edf\u65e0\u6cd5\u7cbe\u786e\u6807\u8bc6\u6bcf\u4e00\u6bb5\u8f93\u51fa\u7684\u6765\u6e90\uff08\u7b2c\u51e0\u9875\u7b2c\u51e0\u6bb5\uff09\uff0c\u6216\u8005\u65e0\u6cd5\u544a\u77e5\u7528\u6237AI\u4e3b\u52a8\u5220\u6539\u4e86\u591a\u5c11\u539f\u6587\uff0c\u90a3\u4e48\u8fd9\u4e2a\u5de5\u5177\u5728\u771f\u5b9e\u5ba1\u7a3f\u548c\u5b66\u672f\u4f26\u7406\u5ba1\u67e5\u4e2d\u4ecd\u53ef\u80fd\u88ab\u8d28\u7591\u3002Flowing \u76ee\u524d\u5bf9 Zotero \u7b49\u5f15\u7528\u7ba1\u7406\u7684\u96c6\u6210\u8584\u5f31\uff0c\u4e5f\u66b4\u9732\u4e86\u5176\u5b9a\u4f4d\u7f3a\u9677\uff1a\u5b83\u4e0d\u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u5b66\u672f\u5199\u4f5c\u65b9\u6848\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u4ece\u6df7\u4e71PDF\u4e2d\u68c0\u7d22\u6bb5\u843d\u201d\u7684\u4e2d\u95f4\u5c42\u3002\u82e5\u60f3\u771f\u6b63\u6210\u4e3a\u5b66\u672f\u5199\u4f5c\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4e0d\u4ec5\u8981\u505a\u5f97\u66f4\u51c6\uff0c\u8fd8\u8981\u5728\u900f\u660e\u6027\u548c\u8ffd\u6eaf\u6027\u4e0a\u6bd4\u540c\u884c\u66f4\u6fc0\u8fdb\u3002\u76ee\u524d\u4ea7\u54c1\u5904\u4e8e\u65e9\u671f\uff0c\u65b9\u5411\u5bf9\uff0c\u4f46\u8981\u8d70\u901a\u4ece\u201c\u68c0\u7d22\u5de5\u5177\u201d\u5230\u201c\u53ef\u4fe1\u5199\u4f5c\u4f34\u4fa3\u201d\u7684\u5347\u7ea7\u8def\uff0c\u8fd8\u5f97\u9760\u66f4\u591a\u5bf9\u5b66\u672f\u5de5\u4f5c\u6d41\u6df1\u6c34\u533a\u7684\u7406\u89e3\u548c\u786c\u6838\u6253\u78e8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Flowing<\/span>\n <\/div>\n<div class=\"comment-content\">Flowing is a desktop writing tool that keeps your research library in the writing loop. As you write, it highlights key terms, recalls relevant passages from your PDFs, and lets you ask, polish, and continue writing with suggestions grounded in your own papers, helping deliver better accuracy and alignment than generic AI assistants like ChatGPT. Research writing isn’t just about generating fluent text. It’s about staying faithful to your evidence. That’s exactly what Flowing is designed for.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Jim, an independent developer, and I’m really excited to finally share Flowing with you.<\/p>\n<\/p>\n<p>Over the years, I’ve noticed a few recurring pain points in <strong>research writing<\/strong>.<\/p>\n<\/p>\n<p>You know you’ve seen the evidence before.<\/p>\n<p>You might even remember the paper\u2014but not where the relevant paragraph, figure, or experiment is.<\/p>\n<p>So you leave your editor, open PDFs, search again, and<strong> break your writing flow<\/strong>\u2014sometimes only to realize you still <strong>can’t find<\/strong> the exact passage you needed.<\/p>\n<\/p>\n<p>So I started building Flowing around one simple idea:<\/p>\n<p><strong>Keep your research library inside the writing process.<\/strong><\/p>\n<\/p>\n<p>Instead of leaving your editor to search through dozens of PDFs, Flowing automatically detects<strong> high-quality keywords<\/strong> you’re writing about and surfaces the most relevant snippet <strong>from your own paper library<\/strong>. You can preview the snippet thumbnail or return to the original source with one click.<\/p>\n<\/p>\n<p>Moreover, thanks to those retrieved snippets and your manuscript as context, Flowing’s <strong>continuation<\/strong> and <strong>polishing suggestions <\/strong>stay much closer to your intended narrative than what you’d typically get from general-purpose AI assistants like ChatGPT. We even benchmarked this on a real chemistry PhD manuscript, where the difference became surprisingly clear. (Here is the detail if you are interested in: \ud83d\udcdd<a href=\"https:\/\/flowing.works\/en\/blog\/ai-paper-continuation-comparison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/flowing.works\/en\/blog\/ai-paper-continuation-comparison<\/a>)<\/p>\n<\/p>\n<p>Flowing is now publicly available. \ud83c\udf89<\/p>\n<\/p>\n<p>To celebrate the launch, we’re offering an Early Bird program. Join our Discord (<a href=\"https:\/\/discord.gg\/Vqh7sKeJn4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/Vqh7sKeJn4<\/a>) to receive an invite code,<strong> and you’ll get 2 years free, plus 50% off for life<\/strong> after that<strong>.<\/strong><\/p>\n<\/p>\n<p>If you’re already using ChatGPT, Claude, or Gemini for research writing, I’d genuinely love to hear how you currently keep your reference library in the loop\u2014or whether that’s still a pain point for you.<\/p>\n<\/p>\n<p>Thanks so much for checking out Flowing! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work well with really large libraries, like several thousand PDFs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethanyoungl8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethanyoungl8<\/a> Yes! We’ve tested Flowing with libraries of <strong>5,000+ PDFs (in the chemistry field)<\/strong>, and that’s actually quite close to the scale we designed it for.<\/p>\n<p>Both automatic keyword detection\u2014which surfaces relevant snippets as you write\u2014and manual keyword search continue to work well even with libraries of that size.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udcda I’ve known Jim for quite a while\u2014we actually built Paperly, a research reading tool, together a few years ago.<\/p>\n<\/p>\n<p>One thing I’ve always admired is that he’s stayed focused on research productivity. It’s a space that genuinely benefits from continuous exploration, and Flowing feels like a natural continuation of that journey.<\/p>\n<\/p>\n<p>Rather than simply adding AI to writing, it tackles something every researcher has experienced: remembering where you’ve seen the evidence you need. Helping researchers write with the knowledge they’ve already collected is a really thoughtful direction, and I’m excited to see where Flowing goes.<\/p>\n<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@callmericky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@callmericky<\/a> Thank you so much\u2014it really means a lot coming from someone who built Paperly with me.<\/p>\n<\/p>\n<p>Looking back, I think Flowing actually grew out of the same question we were asking back then: how can researchers spend less time searching for information and more time thinking and writing?<\/p>\n<\/p>\n<p>This time the focus shifted from reading to writing, but the goal is still the same\u2014helping researchers make better use of the knowledge they’ve already collected.<\/p>\n<\/p>\n<p>Thanks again for all the support over the years! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see a way to flag passages I’m not sure I agree with so the tool warns me when I lean on them, since right now it surfaces sources without telling me whether my own framing matches the cited claim. That kind of tension check would make it way more useful during drafting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luzunefe16087\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luzunefe16087<\/a> Thanks! I really like this idea.<\/p>\n<\/p>\n<p>Our current goal is to make it much easier to find the right evidence while you’re writing. But as you pointed out, <strong>retrieving a relevant paper is only part of the problem<\/strong>\u2014it’s equally important to know whether the evidence actually supports the point you’re making.<\/p>\n<\/p>\n<p>A workflow that helps researchers spot mismatches between their draft and the cited evidence would be incredibly valuable. We’ll definitely keep exploring ideas along these lines. <\/p>\n<\/p>\n<p>Thanks for the thoughtful feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it recognize handwritten notes or annotations inside PDFs too? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lee_jay1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lee_jay1<\/a> Good question. Actually not yet. At the moment, Flowing focuses on the text content of your PDFs rather than handwritten notes or annotations. It’s definitely an interesting direction, though, especially for researchers who annotate papers extensively. Thanks for the suggestion!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@goodbetterbest\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"goodbetterbest\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goodbetterbest<\/a> Congrats on the Lanuch. I wish I had something like flowing during my Management days. This is really need in academics here working with word and docs is just time consuming. Can we collaborate with peers? does it support multiple projects at a time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopesh_donde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopesh_donde<\/a> I’m really glad it resonates with your experience. \ud83d\ude0a<\/p>\n<p>At the moment, Flowing is primarily designed for individual researchers, so <strong>real-time collaboration isn’t supported yet.<\/strong> It’s definitely something we’ve heard interest in, though.<\/p>\n<\/p>\n<p><strong>Yes, you can absolutely work on multiple projects.<\/strong> You can create separate documents and switch between different paper libraries depending on what you’re writing.<\/p>\n<p>Right now, our main focus is helping researchers stay grounded in their own literature while writing. Once that workflow is solid, we’ll continue exploring features that make research collaboration easier as well.<\/p>\n<\/p>\n<p>Thanks again for the thoughtful questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the part I’d worry about is subtle misattribution – if it’s pulling a passage from your own PDFs to support a claim, does it ever surface a source that’s tangentially related but not actually saying what the draft implies it says? that’s the kind of error that’s easy to miss during a deadline crunch and expensive to catch after submission<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the tension-check idea in the comments below is the right instinct, and I’d push it one step further: once a suggestion gets accepted and lightly edited into the manuscript, is there any record that this sentence originated from an AI continuation grounded in source X, versus purely the researcher’s own synthesis? asking because academic integrity policies are increasingly asking authors to disclose AI-assisted passages, and “draft -> check evidence -> light edit -> keep” as you described it is exactly the kind of workflow that gets fuzzy to reconstruct after the fact if someone asks “which parts did the AI actually write.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support citation managers like Zotero or Mendeley out of the box? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hambali_salisu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hambali_salisu<\/a> Not a direct Zotero\/Mendeley plugin today \u2014 Flowing is built for the writing loop, not bibliography management.<\/p>\n<p>Most people use both: Zotero\/Mendeley for citations, Flowing for drafting with PDF snippets you can verify.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How often do people actually accept Flowing’s suggestions compared to starting from scratch? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablo_ani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablo_ani<\/a> We\u2019re tracking this now (accept \/ edit-then-keep \/ dismiss vs typing on your own), but it\u2019s still too early for a reliable %.<\/p>\n<p>In practice it\u2019s rarely all-or-nothing: most useful cases look like draft \u2192 check evidence \u2192 light edit \u2192 keep. \u201cStart from scratch\u201d usually means the suggestion didn\u2019t fit that spot in the manuscript, not that people avoid AI entirely.<\/p>\n<p>Happy to share more once the data is actually meaningful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZCD2XSUUKVUIYN\" class=\"app-title\">Mochi Analytics<\/a><\/p>\n<div class=\"one-liner\">Analytics you would actually want to look at<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mochi Analytics \u662f\u4e00\u6b3e\u5c06 Stripe \u6536\u5165\u4e0e\u6d41\u91cf\u6e20\u9053\u76f4\u63a5\u5173\u8054\u7684\u8f7b\u91cf\u7ea7\u5206\u6790\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u521b\u4e1a\u8005\u201c\u77e5\u9053\u8c01\u6765\u8fc7\uff0c\u4f46\u4e0d\u77e5\u9053\u8c01\u4ed8\u4e86\u94b1\u201d\u7684\u75db\u70b9\uff0c\u8ba9\u4f60\u57285\u5206\u949f\u5185\u544a\u522bGA4\u7684\u6df7\u4e71\u548c\u591a\u4e2a\u4eea\u8868\u76d8\u7684\u5272\u88c2\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/215760a0-8fc5-4dd8-bc69-417c5f8ff10f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3732832c-6c42-424a-94ad-3c788d15f824.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b281205-fdeb-46d1-8b4e-7160a0e00fe1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f63ee932-4464-4c81-b8ea-4cab73e89939.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47266309-ddef-4e22-88e6-88642ecdb207.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d16abd8c-be56-4759-a498-4cf87908e791.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/828c3621-49b0-4fa7-be09-dc4e2e44524f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47e57b78-e0e6-459d-bb05-ac1b7453bc5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u5f52\u56e0<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u6e20\u9053\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u70ed\u529b\u56fe<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6597\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">AI\u722c\u866b\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5c06\u6536\u5165\u4e0e\u6e20\u9053\u76f4\u63a5\u6302\u94a9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u63d0\u51fa\u5173\u952e\u95ee\u9898\uff1a\u5982\u4f55\u5904\u7406\u9000\u6b3e\/\u8ba2\u9605\u6d41\u5931\u7684\u5f52\u56e0\uff1f\u662f\u9996\u6b21\u70b9\u51fb\u8fd8\u662f\u672b\u6b21\u70b9\u51fb\u6a21\u578b\uff1f\u5982\u4f55\u533a\u5206AI\u52a9\u624b\u3001\u6697\u793e\u4ea4\u7b49\u590d\u6742\u5f52\u56e0\uff1f\u4ea7\u54c1\u9762\u4e34\u201c\u65e5\u5e38\u4e60\u60ef\u6027\u6253\u5f00\u201d\u7684\u6311\u6218\uff0c\u800c\u975e\u7d27\u6025\u67e5\u95ee\u9898\u624d\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mochi Analytics \u7cbe\u51c6\u5207\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5c0f\u578b\u521b\u4e1a\u56e2\u961f\u7684\u201c\u6536\u5165\u76f2\u533a\u201d\u2014\u2014\u82b1\u4e86\u94b1\u505a\u8425\u9500\uff0c\u5374\u4e0d\u77e5\u9053\u54ea\u4e00\u7b14\u94b1\u771f\u6b63\u4ece\u7528\u6237\u53e3\u888b\u91cc\u638f\u56de\u4e86\u94b1\u3002\u5b83\u7528\u201c\u4e00\u884c\u4ee3\u7801\u30015\u5206\u949f\u201d\u7684\u6781\u7b80\u96c6\u6210\uff0c\u628aGA4\u7684\u590d\u6742\u6027\u548c\u591a\u4eea\u8868\u76d8\u7684\u5929\u82b1\u677f\u77ac\u95f4\u51fb\u7a7f\uff0c\u8fd9\u662f\u5b83\u6700\u5927\u7684\u5356\u70b9\uff0c\u4e5f\u662f\u5b83\u6700\u950b\u5229\u7684\u5200\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u628a\u5200\u780d\u4e0b\u53bb\u53ef\u80fd\u7559\u4e0b\u4e00\u4e2a\u5de8\u5927\u7684\u540e\u9057\u75c7\uff1a**\u5f52\u56e0\u7684\u50b2\u6162**\u3002\u8bc4\u8bba\u533a\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u201c\u9996\u6b21\u70b9\u51fb\u201d\u4e0e\u201c\u672b\u6b21\u70b9\u51fb\u201d\u7684\u8fc7\u65f6\u8bb8\u613f\uff0c\u4ee5\u53ca\u9000\u6b3e\u3001\u8ba2\u9605\u6d41\u5931\u5bf9\u201c\u6536\u5165\u201d\u6307\u6807\u7684\u6c61\u67d3\u3002Mochi\u76ee\u524d\u63cf\u8ff0\u7684\u201c\u6bcf\u4e2a\u7f8e\u5143\u6620\u5c04\u56de\u6765\u6e90\u901a\u9053\u201d\u542c\u8d77\u6765\u66f4\u50cf\u662f\u672b\u6b21\u70b9\u51fb\u5f52\u56e0\uff0c\u8fd9\u5728\u590d\u6742\u7684B2B\u3001\u957f\u8f6c\u5316\u5468\u671f\u6216\u91cd\u5b9a\u5411\u5e7f\u544a\u573a\u666f\u4e0b\uff0c\u51e0\u4e4e\u7b49\u540c\u4e8e\u201c\u81ea\u6211\u5b89\u6170\u201d\u3002\u628a\u7ed3\u679c\u753b\u5f97\u592a\u6f02\u4eae\uff0c\u53cd\u800c\u53ef\u80fd\u8ba9\u7528\u6237\u505a\u51fa\u9519\u8bef\u7684\u8425\u9500\u9884\u7b97\u51b3\u7b56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7cbe\u51c6\u5f52\u56e0\u201d\uff0c\u800c\u5728\u4e8e**\u63d0\u4f9b\u4e00\u4e2a\u53ef\u89e6\u6478\u7684\u201c\u5355\u9760\u8bbf\u5ba2\u6570\u4e0e\u6536\u5165\u5173\u8054\u201d\u7684\u5feb\u901f\u53cd\u9988\u94fe\u8def**\u3002\u5bf9\u4e8e\u8fd8\u5728\u65e9\u671f\u9a8c\u8bc1\u5e02\u573a\u3001\u6d41\u91cf\u6765\u6e90\u6e05\u6670\u3001\u8f6c\u5316\u8def\u5f84\u77ed\u7684\u4ea7\u54c1\uff08\u5982\u5927\u591a\u6570SaaS\u3001\u5c0f\u7535\u5546\uff09\uff0c\u8fd9\u8db3\u4ee5\u66ff\u4ee390%\u7684GA4\u4f7f\u7528\u573a\u666f\u3002\u4f46Mochi\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u7684\u5c0f\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5fc5\u5907\u7684\u5206\u6790\u5e73\u53f0\u201d\uff0c\u5fc5\u987b\u76f4\u9762\u591a\u89e6\u70b9\u5f52\u56e0\u7684\u590d\u6742\u6027\uff0c\u5e76\u8bda\u5b9e\u627f\u8ba4\u81ea\u5df1\u7684\u5f52\u56e0\u6a21\u578b\u8fb9\u754c\uff0c\u800c\u4e0d\u662f\u7528\u4e00\u53e5\u201cwho visited became money\u201d\u6765\u7b80\u5316\u8fd9\u4e2a\u8ba9\u6240\u6709\u5206\u6790\u5de5\u5177\u5934\u75bc\u7684\u884c\u4e1a\u96be\u9898\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53c8\u4e00\u4e2a\u597d\u770b\u7684\u201c\u865a\u8363\u4eea\u8868\u76d8\u201d\u800c\u5df2\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mochi Analytics<\/span>\n <\/div>\n<div class=\"comment-content\">Most analytics tell you who visited. Mochi tells you which visits became money. Connect Stripe and every dollar maps back to the channel that earned it – Organic, Social, Product Hunt, that one Reddit thread on one page, not 10+ dashboards. One line of script, live in 5 minutes. Plus heatmaps, funnels, custom events, Search Console keywords and a separate AI-crawler chart. Free for 14 days, from $6.99\/mo, every feature on every plan.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>A demo is worth a thousand words, so here is a live interactive example: <a href=\"https:\/\/www.mochianalytics.com\/sample-acme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.mochianalytics.com\/s…<\/a><\/p>\n<p>I built Mochi because I was tired of not being able to fully understand GA4 and similar analytics platforms. I have GA4 open, Stripe in another tab and GA could tell me 12,000 people visited from “google \/ organic.” Stripe could tell me I made $240 that month. Neither could tell me that the $240 came from Google or Product Hunt, or that one Reddit thread. The two numbers never touched.<\/p>\n<p>So Mochi ties them together. Connect Stripe and it maps every dollar back to the channel that earned it – google.com made you $149, Product Hunt $180 – on one page. No 10+ dashboards you’ll never open, no query builder to learn. One line of script, about five minutes to set up.<\/p>\n<p>The scope crept the way these things do, heatmaps for when your audience shows up, funnels for where they drop off, Search Console keywords, custom events, even a separate chart for AI crawlers (GPTBot\/ClaudeBot are hammering everyone’s site now). But the north star never moved: open it, and in three seconds know whether your marketing is working.<\/p>\n<p>It’s free for 14 days, no card. Plans start at $6.99\/mo for 10K events and every feature is included on every plan \u2014 you only pay for event volume.<\/p>\n<p>Would genuinely love your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dev_tanna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dev_tanna<\/a> Congrats on the launch \u2014 tying Stripe revenue back to the channel that actually earned it is the analytics everyone should’ve built; “which channel actually pays” beats another vanity-traffic dashboard. You shipped without a demo, so I made you one: a looping GIF of Mochi actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it and<strong> drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot of the product in use, next to static images, makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/strong><\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/7f346213cebb47e7b9de\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/7f346213cebb47e7b9de<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>different question from the attribution model debate above – what happens when a Stripe charge gets refunded or charged back after Mochi has already credited it to a channel? does the dashboard retroactively pull that revenue back out, or does the channel just keep the credit for money that didn’t actually stick? for subscription products especially, day-1 revenue and month-3 churned revenue can tell very different stories about which channel is actually worth the spend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I live in PostHog for my own product and honestly most dashboards go unopened until something feels wrong. What makes Mochi get opened on a normal day when nothing is on fire? That habit gap always felt like the real competitor, more than other analytics tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “which visit became money” pitch sounds great until you hit the reality that most B2B and even a lot of DTC purchases aren’t single-touch – someone finds you on reddit, forgets, comes back via google two weeks later, then buys after an email. mapping the dollar to “the channel that earned it” as one line kind of implies last-touch or first-touch under the hood, which is the same oversimplification every attribution tool eventually gets called out for. is this last-touch, or actually multi-touch weighted?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the shift from “who visited” to “what actually made money.” That’s a much more useful question for founders.<\/p>\n<p>One thing I’m curious about: attribution is getting noisier every year with AI assistants, dark social, and cross-device journeys. How does Mochi decide when a revenue source is genuinely responsible versus just being the last visible touchpoint? That distinction seems like where the real value is.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an analytics tool that connects revenue to the actual source, not just sessions. The Stripe integration mapped everything back in minutes, way easier than juggling GA4 and spreadsheets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an analytics tool that connects Stripe directly to traffic sources without making me bounce between five different tabs. Setup took literally five minutes and the dollar-to-channel view is genuinely the first one I’ve seen that feels accurate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that connects actual Stripe revenue back to the traffic source instead of just showing pageviews. Wired it up in under five minutes and seeing which Reddit post actually converted was genuinely useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally connected Stripe and instantly saw which Reddit thread actually drove sales instead of just traffic. Heatmaps in the same view is a really nice touch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally an analytics tool that ties revenue back to the actual channel, the stripe integration alone makes it worth trying. pricing is genuinely fair for what you get.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Mochi handle attribution when a customer signs up via organic search but only converts after clicking a retargeting ad weeks later?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XC3H7AA32XKWQS\" class=\"app-title\">AI Visibility<\/a><\/p>\n<div class=\"one-liner\">Check how ChatGPT, Gemini and Claude talk about your brand<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Visibility\u8ba9\u54c1\u724c\u65b9\u4e00\u6b21\u6027\u68c0\u6d4bChatGPT\u3001Gemini\u3001Claude\u7b49\u4e3b\u6d41AI\u52a9\u624b\u5982\u4f55\u63d0\u53ca\u3001\u8bc4\u4ef7\u6216\u5ffd\u7565\u5176\u54c1\u724c\uff0c\u5e76\u63d0\u4f9b\u53ef\u6267\u884c\u7684\u4f18\u5316\u6e05\u5355\uff0c\u89e3\u51b3\u201cAI\u65f6\u4ee3\u54c1\u724c\u5728\u95ee\u7b54\u4e2d\u5931\u8bed\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cf0d432-e43c-4d4f-a579-8de100ecdd2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea6c4906-e630-4bd4-90a5-1afe9d9204d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98e1ebd2-9d68-49bd-b4c9-c30bb567a6bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09673f7a-ef97-4c42-8ac5-555fe398e7f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a61b7ca-aeb1-4911-952a-59cb922a9379.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74e8254c-0ca4-41d3-a3f8-e390a71d5bcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5bf9\u624b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u53e3\u7891\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AEO\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u641c\u7d22<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u7ade\u4e89\u5bf9\u624b\u6392\u884c\u699c\u548c\u5f15\u7528\u6765\u6e90\u5206\u6790\u7684\u5b9e\u9645\u4ef7\u503c\uff0c\u8ba4\u4e3a\u6bd4\u5355\u4e00\u5206\u6570\u66f4\u6709\u610f\u4e49\u3002\u6838\u5fc3\u9700\u6c42\u662f\uff1a\u8d8b\u52bf\u8ffd\u8e2a\u800c\u975e\u5355\u6b21\u5feb\u7167\uff1b\u533a\u5206\u6a21\u578b\u8f93\u51fa\u6ce2\u52a8\u4e0e\u771f\u5b9e\u6392\u540d\u53d8\u5316\uff1b\u8bc6\u522b\u5bf9\u624b\u4e3a\u4f55\u88ab\u63d0\u53ca\u7684\u6839\u56e0\u3002\u540c\u65f6\u5efa\u8bae\u589e\u52a0\u90ae\u4ef6\u63d0\u9192\u3001\u5dee\u5f02\u5185\u5bb9\u673a\u4f1a\u5efa\u8bae\u548c\u5ba2\u5ea7\u535a\u5ba2\u63a8\u8350\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI Visibility\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u6025\u5267\u81a8\u80c0\u7684\u75db\u70b9\u2014\u2014\u5f53\u6d88\u8d39\u8005\u4e60\u60ef\u6027\u5411AI\u76d2\u5b50\u201c\u95ee\u7b54\u6848\u201d\u65f6\uff0c\u54c1\u724c\u5728\u641c\u7d22\u5f15\u64ce\u4e0a\u7684\u6295\u5165\u53ef\u80fd\u4f1a\u5728AI\u56de\u7b54\u91cc\u77ac\u95f4\u5f52\u96f6\u3002\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u4e2a\u597d\u770b\u7684\u53ef\u89c6\u5316\u5206\u6570\uff0c\u800c\u5728\u4e8e\u201c\u8c01\u66ff\u4ee3\u4e86\u6211\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u201d\uff0c\u8fd9\u6070\u597d\u662f\u4f20\u7edfSEO\u5de5\u5177\u5b8c\u5168\u5931\u6548\u7684\u76f2\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8be5\u4ea7\u54c1\u76ee\u524d\u4ecd\u505c\u7559\u5728\u201c\u5355\u70b9\u4fa6\u67e5\u201d\u9636\u6bb5\u3002\u521b\u59cb\u4eba\u8bda\u5b9e\u627f\u8ba4\u4e86\u6a21\u578b\u8f93\u51fa\u7684\u968f\u673a\u6027\u4e0e\u5730\u57df\u5dee\u5f02\uff0c\u4f46\u4e00\u4e2a\u9760\u624b\u52a8\u6708\u68c0\u624d\u80fd\u770b\u51fa\u7684\u8d8b\u52bf\uff0c\u5bf9\u4e8e\u9700\u8981\u9ad8\u9891\u8fed\u4ee3\u7684\u521d\u521b\u56e2\u961f\u800c\u8a00\uff0c\u53cd\u5e94\u901f\u5ea6\u8fdc\u8fdc\u4e0d\u591f\u3002\u66f4\u81f4\u547d\u7684\u77ed\u677f\u662f\uff1a\u5b83\u53ea\u80fd\u544a\u8bc9\u4f60\u201c\u4f60\u5728\u54ea\u91cc\u8f93\u4e86\u201d\uff0c\u5374\u4e0d\u80fd\u6301\u7eed\u544a\u8bc9\u4f60\u201c\u4f60\u4eca\u5929\u7684\u4fee\u6b63\u662f\u5426\u626d\u8f6c\u4e86\u660e\u5929\u7684\u5c40\u9762\u201d\u2014\u2014\u800c\u540e\u8005\u624d\u662f\u54c1\u724c\u6218\u7565\u51b3\u7b56\u7684\u771f\u6b63\u951a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u629b\u5f00\u8fd9\u4e9b\u65e9\u671f\u9636\u6bb5\u7684\u6280\u672f\u9650\u5236\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u5200\u950b\u5728\u4e8e\u201c\u5f15\u7528\u6765\u6e90\u7684\u53ef\u89c6\u5316\u201d\u3002\u5b83\u6070\u597d\u51fb\u4e2d\u4e86AI\u751f\u6210\u5f0f\u641c\u7d22\u7684\u5e95\u5c42\u6e38\u620f\u89c4\u5219\uff1a\u8c01\u7684\u7ed3\u6784\u5316\u6570\u636e\u66f4\u5bb9\u6613\u88ab\u6a21\u578b\u6293\u53d6\u3001\u8c01\u66f4\u65e9\u5730\u5360\u9886\u4e86Reddit\u548c\u8bc4\u6d4b\u699c\u5355\uff0c\u8c01\u5c31\u6709\u66f4\u5927\u7684\u6982\u7387\u88ab\u6a21\u578b\u201c\u7ffb\u724c\u5b50\u201d\u3002\u5bf9\u4e8e\u5df2\u7ecf\u5728\u5185\u5bb9\u4e0a\u6295\u5165\u7684\u771f\u91d1\u767d\u94f6\u7684\u56e2\u961f\uff0c\u8fd9\u4efd\u5217\u8868\u5c31\u662f\u6700\u76f4\u63a5\u7684\u4f5c\u6218\u5730\u56fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff0c\u8fd9\u662f\u4e00\u628a\u6709\u7528\u7684\u63a2\u7167\u706f\uff0c\u4f46\u8fd8\u4e0d\u662f\u4e00\u4e2a\u80fd\u8ba9\u54c1\u724c\u5b89\u7761\u7684\u5bfc\u822a\u7cfb\u7edf\u3002\u76ee\u524d\u66f4\u9002\u5408\u62ff\u6765\u505a\u7ade\u54c1\u4fa6\u6d4b\u548c\u5185\u5bb9\u7f3a\u53e3\u8bca\u65ad\uff0c\u8fdc\u672a\u8fbe\u5230\u503c\u5f97\u4e3a\u6b64\u8c03\u6574\u6574\u4e2a\u8425\u9500\u9884\u7b97\u7684\u5730\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI Visibility<\/span>\n <\/div>\n<div class=\"comment-content\">Your customers ask ChatGPT, Gemini, Perplexity and Claude before they ever reach Google. AI Visibility checks how those assistants talk about your brand: whether they name you, who they name instead, and which sources they trust. You get a visibility score, a competitor leaderboard, an AEO audit of your site, and a fix list you can act on the same day. Free to run on any brand and website.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Andrew, maker of AI Visibility.<\/p>\n<p>I come from SEO. Last year I watched a familiar pattern break: clients kept their rankings, but the buyers stopped arriving from rankings alone. People were asking ChatGPT which tool to pick, and the answer either named my clients or quietly handed the deal to someone else. Nobody could tell me which one was happening.<\/p>\n<p>The tools I tried either charged for a dashboard before showing anything useful, or returned a single score with no way to act on it.<\/p>\n<p>So I built the check I wanted to run myself. Enter a brand and a website, and AI Visibility shows you how ChatGPT, Gemini, Perplexity and Claude talk about it. You get:<\/p>\n<p>\ud83d\udd0d A visibility score built from live answers, not estimates<br \/>\n\ud83c\udfc6 A leaderboard showing who the assistants name instead of you<br \/>\n\ud83d\udcce The sources they cite, including the ones where you are missing<br \/>\n\ud83d\udee0 An AEO audit of your site with a fix list, ordered by impact<\/p>\n<p>The whole check is free. Run it on your brand, or on a competitor.<\/p>\n<p>Being honest about the edges: assistants change their answers between runs, so the score is built to absorb that rather than promise exactness, and the fix list is a starting plan, not a done-for-you service.<\/p>\n<p>I would love to know: when you check your own brand, what did the assistants get wrong about you? I’ll be here all day.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@baliy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baliy<\/a> Hi there, we started checking this by hand a few months back and what surprised me was how differently each model described us, and how fast it drifted after one blog post got indexed. Do you track the delta over time so you can tie a shift in what the models say back to something specific you published? The one-off snapshot is interesting, but the trend is what would actually change how we write.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I run several models side by side in my own product and they disagree with each other far more than people expect, so I can believe brand answers vary a lot between ChatGPT, Gemini and Claude. How often do the three actually contradict each other about the same company? And is the check point in time, or do you track how the answers drift week to week?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> Thanks. And yeah, you already know the punchline then, they disagree way more than people expect.<\/p>\n<\/p>\n<p>On how often: for the plain “does it mention us” they’re fairly consistent, but the moment you look at who gets named alongside you, the three often return pretty different sets. For big established brands they mostly line up; for smaller or newer ones the overlap can be surprisingly small, sometimes only one name in common across all three. That’s exactly why I show them per-assistant instead of blending into one number, an average would hide that you might be strong on Gemini and invisible on ChatGPT.<\/p>\n<\/p>\n<p>On timing: each check is point-in-time, a snapshot. Your checks are saved though, so you re-scan (monthly works well) and watch the answers drift. It’s a manual re-scan today, not automatic weekly tracking, that’s the direction, but I didn’t want to fake continuous monitoring before it’s solid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “who they name instead” part of this is what actually matters to me, way more than just “does it mention us.” I’ve checked ChatGPT manually for my own stuff before and the bigger surprise was seeing which competitor kept getting recommended over me and having zero idea why. does the audit try to explain why a competitor wins a mention, or just flag that they do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Yeah, that “who wins instead, and why” gap is the whole reason I built past just a yes\/no mention.<\/p>\n<\/p>\n<p>It does more than flag them. For each answer you see the sources the model leaned on, so when a competitor keeps getting named you can usually see why: they’re sitting on the pages the model trusts, a Reddit thread, a listicle, a review roundup, or a page structured cleanly enough for the model to quote. Nine times out of ten “why do they keep winning” comes down to being present on those trusted sources and being easy to parse, and the citations make that visible.<\/p>\n<\/p>\n<p>What it won’t do is read the model’s mind and hand you one definitive reason, no tool honestly can. But seeing who’s cited instead of you, on which prompts, from which domains, gets you most of the way to “right, that’s the thread I’m not in, the roundup I’m missing from”, which is usually the real lever.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like that you’re measuring AI visibility as a competitive landscape instead of just another SEO score.<\/p>\n<p>One thing I’m curious about: as LLMs update constantly, how do you distinguish between a temporary ranking fluctuation and a genuine shift in a brand’s AI visibility? That seems like the difference between founders reacting to noise versus making better strategic decisions.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> Thanks, that competitive-landscape angle is exactly the framing I care about, glad it lands.<\/p>\n<\/p>\n<p>On noise vs a real shift: honestly you can’t tell from one check. A single run wobbles within a band, so if something moves on one prompt one time, I treat it as noise. What I trust is a move that shows up across the whole cluster of prompts, holds on the next scan, and ideally shows on more than one assistant at once. That pattern is usually real, and it almost always has a cause you can point to, a page that got indexed, a competitor’s push, or a model update.<\/p>\n<\/p>\n<p>So the rule I’d give a founder is simple: don’t react to any single number, react to a direction that repeats. That’s the whole reason the tool leans on monthly re-scans and trends instead of one snapshot, and it’s the part I most want to sharpen, only surfacing moves big and sustained enough to actually mean something, not every fluctuation. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The competitor leaderboard idea is genuinely useful, most AEO tools stop at your own score and leave you guessing who is actually winning those prompts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@seherkrmacmvsb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seherkrmacmvsb<\/a> Thanks, that’s exactly the gap that always bugged me. Your own score in a vacuum doesn’t really tell you anything, “am I winning or losing” only means something against who’s actually showing up for those prompts. Glad the leaderboard framing clicks for you too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ran it on a couple of small brands I work with and was surprised how differently ChatGPT and Claude described the same product. The competitor leaderboard is genuinely useful, not just a vanity score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arin1841226\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arin1841226<\/a> Thanks, really glad it landed that way. The “not a vanity score” bit is exactly what I was going for, a number on its own is useless, the leaderboard is where the actual “so what do I do about it” lives. And yeah, small brands are where the models diverge most, there’s less out there for them to agree on, so each one fills the gaps its own way. Appreciate you running it on real brands.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “assistants change their answers between runs” honesty is the right instinct, but it raises the obvious question: how many samples per assistant go into one score? a single ChatGPT call is basically one noisy draw, and if the tool only fires once per assistant per check, two people running it an hour apart on the same brand could get meaningfully different scores and think something changed when it’s just sampling variance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Exactly, one call tells you nothing, so we don’t score off a single request. We run prompts in clusters and show the average per topic cluster, which smooths out most of the single-draw randomness.<\/p>\n<\/p>\n<p>Even then the data still moves around, so where we can we also run from geolocations close to the project’s main target audience, since answers shift by region too.<\/p>\n<\/p>\n<p>It’s still not perfectly precise, especially for newer brands where there isn’t much out there for the models to go on. But it gives you a usable ballpark, and re-scanning once a month is where the real signal is, you watch the trend instead of chasing one number.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting direction. Have you noticed cases where an AI model confidently gives outdated or incorrect brand information, and if so, how do you distinguish hallucinations from missing public data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> Yeah, all the time. Models will state old pricing, an old tagline, even the wrong founder, with full confidence.<\/p>\n<\/p>\n<p>Rough way I split it: if a model names you but cites no real source, that’s usually its memory talking, and where hallucinations creep in. If it cites a page but the page is stale, that’s outdated public data. And if it never mentions you at all, that’s just a gap, not a wrong answer.<\/p>\n<\/p>\n<p>So the tool shows what each model says next to the sources it leans on, and you judge from there. It won’t certify what’s true, but seeing the claim beside its source usually makes it clear which of the three you’ve got. Honestly the “confidently wrong” case is the scariest, since publishing more doesn’t fix it, you have to go correct the sources it trusts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how it surfaces which sources the assistants actually trust rather than just giving a vague score, that level of detail makes the fix list feel actionable instead of generic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@atlkulac3065\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atlkulac3065<\/a> Thanks, that’s really the whole bet. A score tells you you’re losing but not what to touch; the sources are the part you can actually act on, get into that roundup, fix that page, earn that mention. Means a lot that it reads as actionable and not just another dashboard. Appreciate you taking the time to dig in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been using AI Visibility for our SaaS, and it\u2019s one of the few GEO\/AI visibility tools that provides insights we can actually act on. We especially like seeing which prompts we\u2019re already visible for, where competitors are ahead, and how our visibility changes over time. The reports have already inspired new content ideas, including comparison pages, integration guides, and content focused on real customer questions.<\/p>\n<p>A couple of features we\u2019d love to see: email notifications when a scheduled report is ready or when visibility changes significantly, plus a \u201ccontent opportunities\u201d section suggesting blog topics based on prompts where competitors are cited but we aren\u2019t. A directory of potential guest post partners or industry blogs would also be a great addition.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@spiri7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spiri7<\/a> Thanks, this really means a lot. Glad it’s already sparking content ideas.<\/p>\n<p>On the features:<\/p>\n<ul>\n<li>\n<p>Email alerts when a report’s ready or your visibility moves a lot – yeah, I want that too.<\/p>\n<\/li>\n<li>\n<p>“Content opportunities” from prompts where competitors show up and you don’t – the gap view kind of does this already, and turning it into actual topic suggestions is an easy next step.<\/p>\n<\/li>\n<li>\n<p>A list of guest-post blogs – bit further out, but I like the idea. Which ones matter in your space?<\/p>\n<\/li>\n<\/ul>\n<p>Really helpful, thanks for taking the time to write all this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LKQ4P2SQ6PLVZS\" class=\"app-title\">LockIn for Chrome<\/a><\/p>\n<div class=\"one-liner\">Increase productivity with AI distraction blocking<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">19<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LockIn for Chrome \u8ba9\u7528\u6237\u901a\u8fc7AI\u4ee3\u7406\u8bbe\u5b9a\u6bcf\u65e5\u4efb\u52a1\uff0c\u81ea\u52a8\u5c4f\u853d\u65e0\u5173\u7f51\u7ad9\uff0c\u89e3\u51b3\u5206\u5fc3\u62d6\u5ef6\u95ee\u9898\uff0c\u5b9e\u73b0\u65e0\u6469\u64e6\u7684\u4e13\u6ce8\u5de5\u4f5c\u6a21\u5f0f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/65b18ac3-2948-427d-b306-7559e260e092.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WeFQKSgYDAc\"><source src=\"https:\/\/youtu.be\/WeFQKSgYDAc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/007b651b-5179-4988-b9f8-b0f6decb3e3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7e9734b-4e38-4017-962e-d355a890b322.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f682de9-89cc-4a9e-b53e-0c4717910db9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da262309-47c4-4cb1-859f-67d4abfac9b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9f60b57-6aea-43cf-bb60-458be8dbfb4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4e13\u6ce8\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5c4f\u853d<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u53cd\u62d6\u5ef6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u62c5\u5fc3\u7ed5\u8fc7\u5c4f\u853d\u7684\u201c\u4eba\u6027\u5f31\u70b9\u201d\u4f9d\u7136\u5b58\u5728\uff08\u5982\u624b\u52a8\u89e3\u9501\uff09\uff0c\u5efa\u8bae\u52a0\u5165\u627f\u8bfa\u673a\u5236\u6216\u51b7\u5374\u671f\uff1b\u90e8\u5206\u7528\u6237\u80af\u5b9a\u5176\u201c\u8ba9AI\u4ee3\u7406\u51b3\u5b9a\u5c01\u9501\u201d\u7684\u65b0\u9896\u903b\u8f91\u51cf\u5c11\u4e86\u64cd\u4f5c\u8d1f\u62c5\uff0c\u671f\u5f85\u793e\u533a\u6301\u7eed\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LockIn for Chrome \u7684\u521b\u610f\u5e76\u4e0d\u5728\u4e8e\u201c\u518d\u505a\u4e00\u4e2a\u5c4f\u853d\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u51b3\u7b56\u6743\u4ea4\u7ed9AI\u4ee3\u7406\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u201c\u4efb\u52a1\u8bbe\u5b9a\u201d\u8fd9\u4e00\u524d\u7f6e\u884c\u4e3a\u95f4\u63a5\u5b9e\u73b0\u9632\u5206\u5fc3\u3002\u8fd9\u6bd4\u4f20\u7edf\u624b\u52a8\u9ed1\u540d\u5355\/\u767d\u540d\u5355\u6a21\u5f0f\u806a\u660e\u5f97\u591a\u2014\u2014\u5b83\u780d\u6389\u4e86\u7528\u6237\u548c\u5c4f\u853d\u89c4\u5219\u4e4b\u95f4\u7684\u201c\u8c08\u5224\u73af\u8282\u201d\uff0c\u4ece\u6839\u672c\u4e0a\u964d\u4f4e\u4e86\u81ea\u6211\u6b3a\u9a97\u7684\u53ef\u80fd\u6027\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u63d0\u51fa\u7684\u201c\u7ed5\u8fc7\u95ee\u9898\u201d\u662f\u771f\u5b9e\u4e14\u81f4\u547d\u7684\uff1a\u5f53\u7528\u6237\u80fd\u4ece\u4ee3\u7406\u90a3\u91cc\u201c\u7533\u8bf7\u201d\u89e3\u9501\u65f6\uff0c\u8fd9\u5b9e\u9645\u4e0a\u53ea\u662f\u7ed9\u62d6\u5ef6\u589e\u52a0\u4e86\u4e00\u5c42\u201c\u6309\u4e2a\u6309\u94ae\u201d\u7684\u6469\u64e6\uff0c\u800c\u4e0d\u662f\u6d88\u9664\u62d6\u5ef6\u7684\u6839\u6e90\u3002\u9664\u975e\u5f15\u5165\u771f\u6b63\u7684\u627f\u8bfa\u88c5\u7f6e\uff08\u5982\u56fa\u5b9a\u51b7\u5374\u671f\u3001\u7b2c\u4e09\u65b9\u89c1\u8bc1\u9501\u3001\u751a\u81f3\u7ecf\u6d4e\u60e9\u7f5a\uff09\uff0c\u5426\u5219\u8fd9\u4e2a\u8bbe\u8ba1\u5728\u957f\u671f\u5bf9\u6297\u4eba\u6027\u65f6\u5927\u6982\u7387\u4f1a\u5931\u6548\u3002\u6b64\u5916\uff0c\u76ee\u524dMCP\u534f\u8bae\u9650\u5236\u4e86\u5176\u8de8\u5e73\u53f0\u80fd\u529b\uff08\u65e0\u6cd5\u5c01\u9501\u624b\u673a\u6216\u684c\u9762\u539f\u751f\u5e94\u7528\uff09\uff0c\u5b9e\u9645\u4f7f\u7528\u573a\u666f\u4ecd\u5c40\u9650\u4e8eChrome\u6d4f\u89c8\u73af\u5883\u3002\u603b\u4f53\u800c\u8a00\uff0cLockIn\u7684\u7406\u5ff5\u6bd4\u5e02\u9762\u4e0a\u591a\u6570\u201c\u756a\u8304\u949f+\u767d\u540d\u5355\u201d\u4ea7\u54c1\u66f4\u63a5\u8fd1\u672a\u6765\u7684\u5de5\u4f5c\u6d41\u5f62\u6001\uff0c\u4f46\u773c\u4e0b\u66f4\u50cf\u4e00\u4e2a\u5de7\u5999\u7684\u539f\u578b\uff0c\u8fd8\u7f3a\u4e00\u628a\u771f\u6b63\u628a\u81ea\u5df1\u201c\u710a\u6b7b\u201d\u7684\u9501\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LockIn for Chrome<\/span>\n <\/div>\n<div class=\"comment-content\">The brand new LockIn chrome extension makes your agent even better at blocking distractions for you. Give it your to-do’s for tomorrow, it adds them to your dashboard as tasks. Then open your laptop and start a task, every site that is not relevant to the task gets blocked, the ones you need stay available.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>isn’t the bypass problem still there though? if I can tell my agent “block distracting sites,” I can just as easily tell it “unblock reddit for 10 minutes” the moment I actually want to procrastinate. feels like the friction comes from a human deciding to type that command, not from whether it’s an extension or an MCP server. curious if there’s any commitment device built in, like a cooldown before the agent will honor an unblock request<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> I agree, friction has been found to wear off after awhile and people will bypass anyways. However, I think that a large portion of people do just need a little bit of nudge to stay locked in, so hopefully this keeps developing with a community behind it to really make it impactful! The flow of how it works is pretty creative and removes a lot of the mental workload off of the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool proactive angle, smart way to get the minimal set of tasks to achieve for your day. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@said_aitmbarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@said_aitmbarek<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Telling your agent to lock you out instead of relying on a Chrome extension is genuinely clever. Feels like the first blocker that respects how people actually work now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cerenekeryxdpj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cerenekeryxdpj<\/a> it is!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using v1 for a while and loved it. This feels like a massive step forward, can\u2019t wait to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kiog_aser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kiog_aser<\/a> Thank you SO MUCH for the support! Always happy to hear what users are thinking \ud83e\udd70 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I’m excited to announce the brand new chrome extension for LockIn MCP! Just a few weeks ago we launched our first version of LockIn MCP which let your favourite agents block distractions for you.<\/p>\n<p>Now they can also create task lists for you and have much more flexible distraction blocking in our chrome extension. I personally use it like this:<\/p>\n<p>-> I list out my tasks for tomorrow at night<br \/>\n-> Agent creates a task list<br \/>\n-> I open my laptop and see my tasks, activate one<br \/>\n-> All sites that are not relevant to my current task get blocked<\/p>\n<p>Excited to see you guys try out the new extension! Oh and to get it in more people’s hands this time around, there’s a free trial now!<\/p>\n<p>Let me know your thoughts!<\/p>\n<p>Mil<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Telling my agent to lock me out of distracting sites actually worked way better than I expected, no extension to uninstall when I cave. Surprised how strict it stays too, no obvious bypass.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@smail1452579\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smail1452579<\/a> have you tried it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/44ZPMEURYRWYGI\" class=\"app-title\">Alson Shop<\/a><\/p>\n<div class=\"one-liner\">The AI-native bookstore for our storybooks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Alson Shop \u662f\u4e00\u4e2aAI\u539f\u751f\u7684\u63d2\u753b\u6545\u4e8b\u4e66\u5e02\u573a\uff0c\u7528\u6237\u901a\u8fc7\u804a\u5929\u5bf9\u8bdd\u53d1\u73b0\u6216\u7531AI\u5373\u65f6\u751f\u6210\u4e13\u5c5e\u7ed8\u672c\uff0c\u89e3\u51b3\u9009\u4e66\u6548\u7387\u4f4e\u548c\u4e2a\u6027\u5316\u521b\u4f5c\u95e8\u69db\u9ad8\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40f72990-1049-424a-98af-993d8437b5b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/307dc1f6-3b48-4afa-9f77-6b074d528038.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0d798688-47ca-463d-a5e8-0459dfc66697.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WXCUiKjCoLQ\"><source src=\"https:\/\/youtu.be\/WXCUiKjCoLQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Books<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6545\u4e8b\u4e66<\/span><br \/>\n <span class=\"tag\">AI\u7ed8\u672c\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u5f0f\u8d2d\u7269<\/span><br \/>\n <span class=\"tag\">\u513f\u7ae5\u56fe\u4e66\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">AI\u7535\u5546<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u51fa\u7248<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u751f\u6210\u901f\u5ea6\u5feb\u3001\u753b\u98ce\u591a\u6837\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a1\uff09\u5e02\u573a\u5982\u4f55\u907f\u514d\u4f4e\u8d28\u91cf\u4f5c\u54c1\u6cdb\u6ee5\uff1b2\uff09\u63d2\u56fe\u7f16\u8f91\u63a7\uff08\u80fd\u5426\u5c40\u90e8\u4fee\u6539\uff09\uff1b3\uff09\u591a\u9875\u89d2\u8272\u4e00\u81f4\u6027\u6613\u51fa\u95ee\u9898\u3002\u5f00\u53d1\u8005\u56de\u5e94\u53ef\u91cd\u7ed810\u6b21\uff0c\u58f0\u79f0\u5df2\u89e3\u51b3\u4e00\u81f4\u6027\u95ee\u9898\uff0c\u4f46\u7528\u6237\u5b9e\u9645\u4f53\u9a8c\u4ecd\u6709\u98d8\u5ffd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Alson Shop\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u9700\u6c42\u63a5\u751f\u5668\u201d\u800c\u975e\u201c\u4e66\u57ce\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b2c\u4e8c\u4e2a\u4e9a\u9a6c\u900a\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u6a21\u7cca\u7684\u9605\u8bfb\u9700\u6c42\u201d\u76f4\u63a5\u8f6c\u5316\u4e3a\u201c\u53ef\u4ea4\u4ed8\u7684\u4e2a\u6027\u5316\u6210\u54c1\u201d\u3002\u8df3\u8fc7\u5e93\u5b58\u4e0e\u641c\u7d22\uff0c\u7528\u751f\u6210\u6ee1\u8db3\u957f\u5c3e\uff0c\u8fd9\u4e00\u903b\u8f91\u6e05\u6670\u4e14\u9ad8\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u5361\u5728\u4e24\u4e2a\u66a7\u6627\u5730\u5e26\u3002**\u5176\u4e00\uff0c\u7f16\u8f91\u6df1\u5ea6\u4e0d\u8db3\u3002** \u8bc4\u8bba\u4e2d\u7528\u6237\u53cd\u590d\u63d0\u53ca\u201c\u89d2\u8272\u4e00\u81f4\u6027\u201d\u4e0e\u201c\u5c40\u90e8\u4fee\u6539\u201d\u95ee\u9898\uff0c\u5f00\u53d1\u8005\u4ec5\u4ee5\u201c\u53ef\u91cd\u7ed810\u6b21\u201d\u201cAI\u4f1a\u5e7b\u89c9\u201d\u56de\u5e94\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u6280\u672f\u5bf9\u7cbe\u7ec6\u5316\u63a7\u5236\u7684\u59a5\u534f\u3002\u5982\u679c\u751f\u6210\u540e\u7684\u7f16\u8f91\u80fd\u529b\u4ec5\u505c\u7559\u5728\u201c\u62bd\u5361\u5f0f\u91cd\u7ed8\u201d\uff0c\u90a3\u5b83\u66f4\u63a5\u8fd1\u73a9\u5177\u800c\u975e\u5de5\u5177\uff0c\u65e0\u6cd5\u6ee1\u8db3\u5bb6\u957f\u4e3a\u5b69\u5b50\u5b9a\u5236\u201c\u65e0\u7a7f\u5e2e\u201d\u6545\u4e8b\u7684\u521a\u9700\u3002**\u5176\u4e8c\uff0c\u5e02\u573a\u6cbb\u7406\u903b\u8f91\u7f3a\u5931\u3002** \u7528\u6237\u5bf9\u201c\u4f4e\u8d28\u91cf\u5185\u5bb9\u6cdb\u6ee5\u201d\u7684\u62c5\u5fe7\u76f4\u6307\u547d\u95e8\u3002\u5f53\u4efb\u4f55\u4eba\u7686\u53ef\u751f\u6210\u957f\u7bc7\u5e76\u4e0a\u67b6\uff0c\u7f3a\u5c11\u8bc4\u5206\u3001\u5b8c\u8bfb\u7387\u6216\u4eba\u5de5\u5ba1\u6838\uff0c\u804a\u5929\u5339\u914d\u5c06\u5f88\u5feb\u88abSEO\u5f0f\u5173\u952e\u8bcd\u704c\u6c34\u6df9\u6ca1\uff0c\u6700\u7ec8\u52a3\u5e01\u9a71\u9010\u826f\u5e01\uff0c\u4fe1\u4efb\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u95ee\u9898\u5728\u4e8e\uff1aAlson Shop\u60f3\u540c\u65f6\u626e\u6f14\u201c\u521b\u4f5c\u5de5\u5177\u201d\u548c\u201c\u4ea4\u6613\u5e73\u53f0\u201d\u3002\u4f46\u5e73\u53f0\u7684\u7e41\u8363\u4f9d\u8d56\u9ad8\u8d28\u91cf\u4f9b\u7ed9\uff0c\u800c\u521b\u4f5c\u5de5\u5177\u7684\u6613\u7528\u6027\u53c8\u5fc5\u7136\u5bfc\u81f4\u4f9b\u7ed9\u8d28\u91cf\u53c2\u5dee\u3002\u8fd9\u662fAI\u539f\u751f\u5e02\u573a\u7684\u7ecf\u5178\u6096\u8bba\u2014\u2014\u5982\u679c\u7528\u6237\u901a\u8fc7\u804a\u5929\u627e\u5230\u7684\u201c\u5b8c\u7f8e\u201d\u6545\u4e8b\u5176\u5b9e\u662f\u7531\u53e6\u4e00\u4e2a\u521a\u5165\u95e8\u7684\u5b69\u5b50\u4e94\u5206\u949f\u751f\u6210\u7684\uff0c\u8fd9\u4e2a\u95ed\u73af\u8fd8\u80fd\u6210\u7acb\u5417\uff1f\u51fa\u8def\u6216\u8bb8\u5728\u4e8e\uff1a\u8981\u4e48\u5f15\u5165\u66f4\u5f3a\u7684\u521b\u4f5c\u8005\u6fc0\u52b1\u4e0e\u5ba1\u6838\u673a\u5236\uff08\u8d70\u5411\u201c\u7cbe\u9009\u201d\uff09\uff0c\u8981\u4e48\u5f7b\u5e95\u653e\u5f03\u5e02\u573a\uff0c\u628a\u91cd\u5fc3\u653e\u5728\u201c\u5355\u6b21\u751f\u6210\u8ba2\u9605\u201d\u4e0a\uff08\u8d70\u5411\u201c\u5de5\u5177\u201d\uff09\u3002\u76ee\u524d\u4e24\u5934\u90fd\u60f3\u6293\uff0c\u4f46\u4e24\u5934\u90fd\u9700\u8981\u66f4\u6df1\u7684\u6280\u672f\u548c\u8fd0\u8425\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Alson Shop<\/span>\n <\/div>\n<div class=\"comment-content\">Alson Shop is a GenAI-powered marketplace for illustrated storybooks. Instead of browsing endless categories, customers chat with Alson shop to find the right book for them.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We\u2019re launching Alson Shop, a GenAI-powered marketplace for illustrated storybooks.<\/p>\n<p>The idea is that shopping for books should feel more conversational. Instead of scrolling through endless categories, customers can simply chat with Alson Shop and ask for the kind of book they want .<\/p>\n<p>If the right book already exists, we help them find it. If it does not, they can create their own with AlsonAI, exactly to their imagination.<\/p>\n<p>We see this as an AI-native bookstore: part discovery engine and part marketplace\u2014all stemming from AlsonAI as a creation tool.<\/p>\n<p>Would love feedback on whether the conversational flow feels clear, what you liked, and what you would like to see different if anything!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious about the discovery side more than the generation side – once anyone can spin up a book with AlsonAI and list it, what keeps the marketplace from filling up with low-effort books that just happen to match a lot of chat keywords? does the chat ranking weight anything like completion rate or reviews, or is it mostly semantic match on the description right now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How much control do you actually have over the illustrations after generation, like can I edit specific parts of an image or just regenerate the whole thing if a detail is off?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sleymantalnkyt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sleymantalnkyt<\/a> once a book is generated, we allow for 10 image re-generations which can cover broad changes or minute details to really make the story yours!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sleymantalnkyt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sleymantalnkyt<\/a> you can regenerate the entire image or have a character change expression etc. our customers love the ability to edit and get it just right! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Generated a short storybook for my niece in about ten minutes and the art styles actually look distinct from each other, not just slight filter tweaks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcahit321044\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcahit321044<\/a> can you share the title? I don\u2019t see in the backend something matching your description so want to double check. Thanks <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>would love a “character consistency” option so the same character looks the same across every page, right now mine keeps shifting outfits and faces between illustrations and it breaks the flow of the story<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yldz1742642\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yldz1742642<\/a> we have character consistency and outfit changes happen mostly if the story requires. I looked through the backend and don\u2019t see a story where each image is different outfit but feel free to share specifics that I can look into! Thanks <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see character consistency across pages, like being able to lock in a character’s look once and have it stay consistent through every illustration. Right now generating a full book sounds magical but if the protagonist changes outfits or faces between pages it would break the story.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethem_topr36430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethem_topr36430<\/a> that\u2019s exactly what we have solved for! Our characters are consistent along with scene and style. Sometimes AI does hallucinate , but you can regenerate the image and it fixes the issue. Give it a try! Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethem_topr36430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethem_topr36430<\/a> our stories should definitely have character and image consistency. Please feel free to upload an image and I can help you with anything you might be seeing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethem_topr36430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethem_topr36430<\/a> our stories should definitely have character and image consistency. Please feel free to upload an image and I can help you with anything you might be seeing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3X2FQELAW4TGW2\" class=\"app-title\">OGCanvas<\/a><\/p>\n<div class=\"one-liner\">A visual editor for dynamic Open Graph images<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OGCanvas\u662f\u4e00\u4e2a\u53ef\u89c6\u5316\u7f16\u8f91\u5668\uff0c\u8ba9\u7528\u6237\u8bbe\u8ba1\u4e00\u6b21\u52a8\u6001\u6a21\u677f\uff0c\u901a\u8fc7\u6258\u7ba1\u6e32\u67d3URL\u4e3a\u7f51\u7ad9\u7684\u6bcf\u4e2a\u9875\u9762\u81ea\u52a8\u751f\u6210\u72ec\u7279\u7684Open Graph\u793e\u4ea4\u9884\u89c8\u56fe\uff0c\u89e3\u51b3\u624b\u52a8\u4e3a\u6bcf\u9875\u5236\u4f5c\u5206\u4eab\u56fe\u6216\u4f7f\u7528\u9759\u6001\u56fe\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f389906b-8f62-4024-88f1-6320013e8e0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dc87e78-7d9d-46a2-989d-58815007c08f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a60ae94-2ab0-41af-8f68-018dc11ab998.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c70678e8-bc51-46ce-8f38-0deb78e0799a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16ae21b6-e8b9-486d-ad9b-6f4225ab64c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92b25d3c-d19c-44cf-a851-b3f49ae0f923.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Design templates<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5206\u4eab\u56fe<\/span><br \/>\n <span class=\"tag\">OG\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">URL\u53c2\u6570<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u52a8\u6001\u6587\u672c\u5b57\u6bb5\u548cURL\u53c2\u6570\u6548\u679c\uff0c\u514d\u8d39\u65e0\u6c34\u5370\u5bfc\u51fa\u53d7\u597d\u8bc4\u3002\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u793e\u4ea4\u5e73\u53f0\u722c\u866b\u7f13\u5b58\u95ee\u9898\u4e0a\uff0c\u8be2\u95ee\u5f53\u6570\u636e\uff08\u4ef7\u683c\u3001\u6807\u9898\uff09\u66f4\u65b0\u65f6\uff0c\u6258\u7ba1\u6e32\u67d3URL\u5982\u4f55\u4e3b\u52a8\u5904\u7406\u7f13\u5b58\u5931\u6548\uff0c\u800c\u975e\u4f9d\u8d56\u7528\u6237\u624b\u52a8\u5f3a\u5236\u5237\u65b0\u3002\u90e8\u5206\u7528\u6237\u5173\u5fc3\u7f13\u5b58\u89e3\u51b3\u662f\u5426\u5185\u7f6e\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OGCanvas\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u7a0d\u663e\u72ed\u7a84\u7684\u75db\u70b9\uff1a\u4e3a\u6bcf\u4e2a\u9875\u9762\u624b\u5de5\u5236\u4f5cOG\u56fe\u50cf\u7684\u4f4e\u6548\u3002\u5176\u201c\u4e00\u6b21\u8bbe\u8ba1\uff0c\u52a8\u6001\u751f\u6210\u201d\u7684\u89c6\u89c9\u7f16\u8f91\u601d\u8def\uff0c\u964d\u4f4e\u4e86\u975e\u5f00\u53d1\u8005\u7684\u8bbe\u8ba1\u95e8\u69db\uff0c\u514d\u8d39\u65e0\u6c34\u5370\u7684\u7b56\u7565\u4e5f\u5c55\u73b0\u4e86\u62c9\u65b0\u8bda\u610f\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u6311\u6218\uff0c\u5e76\u4e0d\u5728\u7f16\u8f91\u5668\u672c\u8eab\uff0c\u800c\u5728\u90a3\u5f20\u201c\u6258\u7ba1\u6e32\u67d3URL\u201d\u80cc\u540e\u7684\u6280\u672f\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u533a\u7684\u8d28\u7591\u975e\u5e38\u5230\u4f4d\uff1a\u793e\u4ea4\u722c\u866b\uff08Twitter\u3001LinkedIn\u3001Facebook\uff09\u7684\u5f3a\u7f13\u5b58\u673a\u5236\uff0c\u662f\u52a8\u6001OG\u56fe\u65b9\u6848\u7684\u5929\u654c\u3002\u5373\u4f7fOGCanvas\u80fd\u5728\u8bf7\u6c42\u65f6\u6e32\u67d3\u6700\u65b0\u6570\u636e\uff0c\u4f46\u5e73\u53f0\u7d22\u5f15\u7684\u65e7\u56fe\u53ef\u80fd\u6570\u5929\u4e0d\u53d8\u3002\u5982\u679c\u4ea7\u54c1\u4ec5\u63d0\u4f9bURL\u751f\u6210\uff0c\u800c\u5c06\u7f13\u5b58\u5237\u65b0\uff08\u5982\u6dfb\u52a0\u7248\u672c\u53c2\u6570\u3001\u4e3b\u52a8\u901a\u77e5\u5e73\u53f0\u91cd\u65b0\u6293\u53d6\u3001\u6216\u63d0\u4f9b\u5b9a\u5236\u5316\u7f13\u5b58\u5934\u63a7\u5236\uff09\u5b8c\u5168\u7529\u7ed9\u7528\u6237\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u4ecd\u53ea\u662f\u4e00\u4e2a\u201c\u8f7b\u91cf\u7ea7Screenshot-as-a-Service\u201d\uff0c\u4e0e\u7528\u6237\u81ea\u5df1\u7528Puppeteer\u642d\u4e00\u5957\u6e32\u67d3\u670d\u52a1\u5e76\u65e0\u672c\u8d28\u4ef7\u503c\u5dee\u5f02\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u7684\u6838\u5fc3\u62a4\u57ce\u6cb3\uff0c\u5fc5\u987b\u4ece\u201c\u8bbe\u8ba1\u5de5\u5177\u201d\u5ef6\u4f38\u81f3\u201c\u5206\u53d1\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5f53\u524dPremium\u7248\u6bcf\u67085\u7f8e\u5143\u7684\u6a21\u5f0f\uff0c\u82e5\u4ec5\u89e3\u9501\u6a21\u677f\u548c\u54c1\u724c\u5957\u4ef6\uff0c\u65e0\u6cd5\u89e3\u51b3\u7f13\u5b58\u75db\u70b9\uff0c\u5219\u4f1a\u5bfc\u81f4\u7528\u6237\u2014\u2014\u5c24\u5176\u662f\u6d41\u91cf\u4e3b\u2014\u2014\u5728\u8bd5\u7528\u540e\u8fc5\u901f\u6d41\u5931\u3002\u771f\u6b63\u503c\u5f97\u4ed8\u8d39\u7684\u662f\uff1a\u786e\u4fdd\u6bcf\u6b21\u53d8\u66f4\u540e\uff0c\u793e\u4ea4\u5e73\u53f0\u80fd\u4f4e\u5ef6\u8fdf\u5730\u5c55\u793a\u65b0\u56fe\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u89e3\u51b3\u4e86\u201c\u751f\u6210\u201d\u95ee\u9898\uff0c\u800c\u6ca1\u6709\u89e3\u51b3\u201c\u6709\u6548\u5c55\u793a\u201d\u7684\u6839\u672c\u95ee\u9898\u3002\u5bf9\u4e8e\u91cd\u5ea6\u4f9d\u8d56\u793e\u4ea4\u5206\u4eab\u7684\u5185\u5bb9\u7ad9\u70b9\uff0c\u8fd9\u4e2a\u89e3\u51b3\u65b9\u6848\u53ef\u80fd\u8fd8\u9700\u8981\u4e00\u4e2a\u201c\u7f13\u5b58\u6e05\u7406\u5668\u201d\u7684\u6df1\u5ea6\u96c6\u6210\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OGCanvas<\/span>\n <\/div>\n<div class=\"comment-content\">OGCanvas turns one design into every Open Graph image your site needs. Create a polished 1200\u00d7630 template in a visual editor, make text, images, and colors dynamic, then use one hosted render URL to generate a unique preview for each page. Start with 30 templates, preview links across social platforms, and export PNG, JPEG, or WebP. Free to design and download – no watermark or credit card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI\u2019m Nitesh, the maker of OGCanvas.<br \/>\nI built OGCanvas because Open Graph images are usually treated as a last-minute task. Developers either use the same static image everywhere, build and maintain their own rendering system, or manually create a new image for every page.<br \/>\nI wanted a simpler workflow: design a template visually, make parts of it dynamic, and use one hosted URL to generate a unique social preview for every blog post, product page, launch, or changelog entry.<br \/>\nWith OGCanvas, you can:<br \/>\n\u2022 Design polished 1200\u00d7630 images in a visual editor<br \/>\n\u2022 Start from 30 ready-to-use templates<br \/>\n\u2022 Add dynamic text, images, colors, and themes<br \/>\n\u2022 Preview how your link looks across social platforms<br \/>\n\u2022 Export PNG, JPEG, or WebP without a watermark<br \/>\n\u2022 Generate per-page images from a hosted render URL <\/p>\n<p>OGCanvas is free for designing and downloading. Premium is $5\/month for unlimited designs, every template, a brand kit, and the hosted render URL.<br \/>\nI\u2019d really appreciate your feedback- especially on the editor, templates, and dynamic URL workflow. What would make OGCanvas more useful for your website?<br \/>\nThanks for checking it out! \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@niteshseram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@niteshseram<\/a> Congrats on the launch \u2014 dynamic, per-page Open Graph images is something every product needs and almost nobody does well; “design it once, every page gets a share image that converts” nails it. You shipped without a demo, so I made you one: a looping GIF of OGCanvas actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it and <strong>drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot next to static images makes the page land harder and holds attention longer.<\/strong> Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/c679a3ea59154f0a95c5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/c679a3ea59154f0a95c5<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it with a simple blog template and the dynamic text fields actually worked as advertised when I swapped the URL params. The export options being free without a watermark is a nice touch, didn’t expect that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rza1192250\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rza1192250<\/a> Thanks for checking out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the one-hosted-render-url part is what caught my eye, since it means the image is generated at request time rather than baked at build time. curious how you handle crawler caching though – twitter\/linkedin\/facebook all cache the og image aggressively once they’ve scraped a url, sometimes for days. if the underlying data behind a render changes (price update, headline edit, whatever), does the old cached preview just stay stale on those platforms until someone forces a re-scrape, or is there a way around that built in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built an OG image pipeline for my own site so I appreciate what you’re doing here. The thing that surprised me most wasn’t rendering, it was caching. Social crawlers hold onto old images long after you regenerate them. Does OGCanvas handle cache busting on the hosted render URL, or is that left to the user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4AFUMTXN5VV2F5\" class=\"app-title\">Long-term Software Governance<\/a><\/p>\n<div class=\"one-liner\">Keep commercial software reliable for the long run.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u9762\u5411\u4f01\u4e1a\u63d0\u4f9b\u957f\u671f\u8f6f\u4ef6\u6cbb\u7406\u670d\u52a1\uff0c\u5728AI\u52a0\u901f\u5f00\u53d1\u3001\u56e2\u961f\u53d8\u52a8\u9891\u7e41\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u5546\u4e1a\u8f6f\u4ef6\u4e0a\u7ebf\u540e\u53ef\u9760\u6027\u4e0b\u964d\u3001\u7ef4\u62a4\u5931\u63a7\u3001\u6280\u672f\u503a\u7d2f\u79ef\u4e0e\u8d23\u4efb\u5f52\u5c5e\u6a21\u7cca\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfb16802-2ded-45c4-8a2f-2cde2ffdb7b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb1431f4-52d0-4c83-9135-79cea63c66e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26e3d823-3d4e-4c80-ab5b-ee326a4f102c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8f6f\u4ef6\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u8f6f\u4ef6\u53ef\u9760\u6027<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u503a\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7801\u98ce\u9669<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u8fde\u7eed\u6027<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e09\u65b9\u5ba1\u67e5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u4ee3\u7801\u5f15\u5165\u7684\u98ce\u9669\u5982\u4f55\u8bc6\u522b\uff1b\u5efa\u8bae\u63d0\u4f9b\u516c\u5f00\u53d8\u66f4\u65e5\u5fd7\u548c\u8def\u7ebf\u56fe\u4ee5\u589e\u5f3a\u900f\u660e\u5ea6\uff1b\u8d28\u7591\u6cbb\u7406\u670d\u52a1\u96be\u4ee5\u91cf\u5316\u201c\u672a\u53d1\u751f\u7684\u6545\u969c\u201d\u7684\u4ef7\u503c\uff1b\u8be2\u95ee\u539f\u5f00\u53d1\u56e2\u961f\u79bb\u573a\u540e\u7684\u5b9e\u9645\u64cd\u4f5c\u6a21\u5f0f\u662f\u4ee3\u7ba1\u4ee3\u7801\u8fd8\u662f\u987e\u95ee\u6307\u5bfc\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u201c\u957f\u671f\u8f6f\u4ef6\u6cbb\u7406\u201d\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u884c\u4e1a\u957f\u671f\u5ffd\u89c6\u7684\u786c\u6838\u75db\u70b9\u2014\u2014\u8f6f\u4ef6\u4ef7\u503c\u7684\u5b9e\u73b0\u4e0d\u5728\u4e0a\u7ebf\u90a3\u5929\uff0c\u800c\u5728\u4e4b\u540e\u51e0\u5e74\u91cc\u80fd\u5426\u6301\u7eed\u625b\u4f4f\u4e1a\u52a1\u538b\u69a8\u3002\u5f53AI\u8ba9\u201c\u5199\u51fa\u7b2c\u4e00\u7248\u201d\u53d8\u5f97\u5ec9\u4ef7\uff0c\u771f\u6b63\u7684\u7a00\u7f3a\u80fd\u529b\u53d8\u6210\u201c\u8ba9\u8f6f\u4ef6\u6d3b\u8fc7\u4e09\u5e74\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u6ca1\u6709\u8d70\u81ea\u52a8\u5316\u5de5\u5177\u7684\u8001\u8def\uff0c\u800c\u662f\u9009\u62e9\u4ee5\u201c\u4eba+\u6d41\u7a0b\u201d\u63d0\u4f9b\u6cbb\u7406\u670d\u52a1\uff0c\u8fd9\u65e2\u662f\u4eae\u70b9\u4e5f\u662f\u8f6f\u808b\u3002\u4eae\u70b9\u5728\u4e8e\uff0cAI\u751f\u6210\u4ee3\u7801\u7684\u6df1\u5c42\u95ee\u9898\uff08\u903b\u8f91\u6f0f\u6d1e\u3001\u67b6\u6784\u9519\u914d\u3001\u9690\u542b\u7684\u4f9d\u8d56\u94fe\uff09\u6070\u597d\u662f\u9759\u6001\u626b\u63cf\u5de5\u5177\u7684\u6b7b\u89d2\uff0c\u4eba\u7c7b\u4e13\u5bb6\u5ba1\u67e5\u4ecd\u6709\u4e0d\u53ef\u66ff\u4ee3\u6027\uff1b\u8f6f\u808b\u5728\u4e8e\uff0c\u8bc4\u8bba\u4e2d\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u6838\u5fc3\u56f0\u5883\u2014\u2014\u201c\u672a\u53d1\u751f\u7684\u6545\u969c\u201d\u65e0\u6cd5\u91cf\u5316\uff0c\u6cbb\u7406\u6548\u679c\u66f4\u50cf\u4e00\u79cd\u4fe1\u4efb\u627f\u8bfa\u800c\u975e\u53ef\u5ea6\u91cf\u4ea7\u51fa\u3002\u5ba2\u6237\u7eed\u8d39\u65f6\uff0c\u9762\u5bf9\u7684\u662f\u201c\u4eca\u5e74\u6ca1\u51fa\u5927\u4e8b\u201d\u8fd9\u79cd\u6a21\u7cca\u53d9\u4e8b\uff0c\u5bb9\u6613\u88ab\u780d\u9884\u7b97\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u670d\u52a1\u5bf9\u201c\u539f\u56e2\u961f\u79bb\u573a\u201d\u540e\u7684\u4ecb\u5165\u6a21\u5f0f\u542b\u7cca\u5176\u8f9e\u2014\u2014\u662f\u63a5\u7ba1\u4ee3\u7801\u5e93\u627f\u62c5\u5168\u90e8\u8d23\u4efb\uff0c\u8fd8\u662f\u4ec5\u505a\u987e\u95ee\u6307\u5bfc\u7531\u5ba2\u6237\u81ea\u62c5\u6267\u884c\u98ce\u9669\uff1f\u524d\u8005\u5bf9\u670d\u52a1\u65b9\u7684\u4eba\u529b\u6210\u672c\u548c\u8d23\u4efb\u8fb9\u754c\u8981\u6c42\u6781\u9ad8\uff0c\u540e\u8005\u5219\u53ef\u80fd\u6ca6\u4e3a\u201c\u5efa\u8bae\u5199\u4e86\u4f46\u6ca1\u4eba\u6539\u201d\u3002\u82e5\u4e0d\u80fd\u5728\u8fd9\u70b9\u4e0a\u5efa\u7acb\u6e05\u6670\u7684\u8fd0\u884c\u673a\u5236\u548c\u95ee\u8d23\u6846\u67b6\uff0c\u6cbb\u7406\u5f88\u5bb9\u6613\u53d8\u6210\u6602\u8d35\u7684\u201c\u5fc3\u7406\u5b89\u6170\u5242\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u671f\u6cbb\u7406\u7684\u672c\u8d28\u662f\u5e2e\u4f01\u4e1a\u5bf9\u6297\u71b5\u589e\u3002\u4f46\u771f\u6b63\u6709\u4ef7\u503c\u7684\u6536\u8d39\u6a21\u5f0f\uff0c\u4e0d\u662f\u5356\u201c\u5b89\u5168\u611f\u201d\uff0c\u800c\u662f\u4e0e\u5ba2\u6237\u7b7e\u201cSLA\u7ea7\u522b\u7684\u53ef\u9760\u6027\u589e\u91cf\u201d\u2014\u2014\u6bd4\u5982\u7ea6\u5b9a\u534a\u5e74\u5185P0\u7ea7\u4e8b\u6545\u4e0b\u964d\u591a\u5c11\u3001\u53d8\u66f4\u56de\u6eda\u7387\u63a7\u5236\u5728\u591a\u5c11\u3002\u628a\u201c\u770b\u4e0d\u89c1\u7684\u4ef7\u503c\u201d\u6298\u7b97\u6210\u53ef\u5ba1\u8ba1\u7684\u8fd0\u8425\u6570\u636e\uff0c\u624d\u662f\u4ece\u54a8\u8be2\u751f\u610f\u8fdb\u5316\u4e3a\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Long-term Software Governance<\/span>\n <\/div>\n<div class=\"comment-content\">Keep commercial software reliable for the long run. Commercial software creates value through continued use, not through a single launch. We establish long-term mechanisms for stability, iteration, security and team continuity. # Commercial Software Is Never Disposable AI has shortened the time required to produce a first version. It has not shortened the years for which software remains accountable to the business.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The first version is only the beginning<br \/>\nCommercial software does not create its value on delivery day. It creates value through years of use, iteration and business change. A first version proves that the product can exist; production begins proving that it deserves to remain.<\/p>\n<p>Once customers, revenue, data and internal workflows enter the system, it is no longer just code. Every outage, error and delay becomes a real business consequence.<\/p>\n<p>The real cost emerges after launch<br \/>\nInitial development cost is visible. Long-term cost is distributed across maintenance, incidents, staff turnover, vendor dependency and repeated short-term decisions. These costs rarely arrive together, but they continuously reduce the team\u2019s speed.<\/p>\n<p>The enterprise does not need a count of all technical debt. It needs to know which issues threaten customer commitments, revenue stability and the next year of business plans. A rewrite without business order merely creates another round of spending.<\/p>\n<p>AI accelerates output\u2014and loss of control<br \/>\nAI can generate code, tests and documentation faster. It can also move dependencies, duplicated logic and undocumented decisions into the system faster. More output does not mean the team understands the system more deeply.<\/p>\n<p>When code grows faster than review capability, the scarce resources become boundaries, evidence and accountability. AI output must pass the same\u2014or stricter\u2014acceptance system as human output.<\/p>\n<p>Long-term value comes from continuous governance<br \/>\nLong-term governance establishes a small, durable set of rules across architecture, quality, release, security and operations: decisions are recorded, critical releases have gates, risk has a business order and incidents create improvement.<\/p>\n<p>The enterprise must ultimately own more than code. It needs a shared understanding of the system, executable engineering standards and an internal team capable of continued improvement. That is how software stops depending on one person or one vendor.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevenleep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenleep<\/a> Congrats on the launch \u2014 independent governance to keep commercial software reliable for the long run is a real, unglamorous problem nobody owns; “launched then abandoned” is exactly the gap. You shipped without a demo, so I made you one: a looping GIF of it actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it from the page we made you (below) and drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot next to static images makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/ca0642ecb2d84743977d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/ca0642ecb2d84743977d<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Long-term governance feels especially relevant as AI-generated code becomes more common. Does the platform also help identify reliability risks introduced by AI-assisted development?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> <\/p>\n<p>This is a service we offer rather than a specific product.<\/p>\n<p>If you’re looking for a product-based solution, please feel free to check the following reference, which may better meet your needs:<\/p>\n<p><a href=\"https:\/\/github.com\/scanaislop\/aislop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/scanaislop\/aislop<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> <br \/>Yes, this is becoming increasingly important.<\/p>\n<p>Since we provide a <strong>human-driven governance service<\/strong>, we do help teams identify and address reliability risks introduced by AI-assisted development. Our experts review the codebase to catch subtle issues that automated tools often miss \u2014 such as logical inconsistencies, architectural weaknesses, maintainability problems, security risks, and long-term technical debt.<\/p>\n<p>We focus on combining human judgment with structured processes to ensure AI-generated or non-R&D code remains reliable and sustainable over years, not just at launch.<\/p>\n<p>Happy to share more concrete examples if you’re dealing with this challenge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A public changelog or roadmap page would help a lot here, showing users what is actively maintained, what was deprecated, and what security updates are coming. It builds trust when software is meant to last years and gives customers a clear signal that the team is still invested long after launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@halimezcalvran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@halimezcalvran<\/a> <br \/>Thank you for your thoughtful feedback \u2014 I really appreciate it!<\/p>\n<p>We launched this service specifically to help teams solve the long-term governance challenges of AI-native applications and products built by non-R&D members. Your point about transparency and sustained investment is exactly why we exist \u2014 to provide reliable, ongoing support that builds lasting trust.<\/p>\n<p>We\u2019ll take your suggestion regarding a public changelog and roadmap seriously as we continue to develop the service.<\/p>\n<p>If you\u2019d like,<br \/> I\u2019d be happy to share more details about how we can support your team\u2019s specific needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one of those services where the value is basically “the incidents that didn’t happen,” which is a hard thing to prove or sell against. how do you actually measure success with a client a year into an engagement – is it tracked against fewer incidents\/faster incident resolution, or is it more of a qualitative “the team understands the system better now” kind of assessment? asking because the second one is real value but a much harder thing to point to when a client asks if the retainer is worth renewing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this actually work in practice once the original dev team is gone, do you take over the whole codebase or more of an advisory role on handoffs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZGFBBNAEWT4CT6\" class=\"app-title\">YourOnlyAI<\/a><\/p>\n<div class=\"one-liner\">Find the right tool, not the hype.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YourOnlyAI\u662f\u4e00\u4e2aAI\u63a8\u8350\u5e73\u53f0\uff0c\u7528\u6237\u901a\u8fc7\u804a\u5929\u754c\u9762\u63cf\u8ff0\u4efb\u52a1\uff0c\u5e73\u53f0\u4f1a\u81ea\u52a8\u589e\u5f3a\u63d0\u793a\u8bcd\u5e76\u63a8\u8350\u6700\u5408\u9002\u7684AI\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u201c\u9009AI\u6bd4\u5e72\u6d3b\u8fd8\u7d2f\u201d\u7684\u75db\u70b9\uff0c\u5e2e\u7528\u6237\u4ece\u6d77\u91cf\u5de5\u5177\u4e2d\u7cbe\u51c6\u5339\u914d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5636582c-1d60-4a75-831c-5796c0554b3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41d8e09f-452a-4e13-a107-79f330ae8fce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63a8\u8350\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u5339\u914d<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">LLM<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bc4\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u63d0\u793a\u8bcd\u589e\u5f3a\u201d\u7684\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u63a8\u8350\u7f3a\u4e4f\u900f\u660e\u7406\u7531\uff1a\u4ec5\u51ed\u5185\u90e8\u57fa\u51c6\u7ed9\u51fa\u5de5\u5177\u540d\u548c\u7f6e\u4fe1\u5ea6\uff0c\u7528\u6237\u96be\u4ee5\u4fe1\u4efb\u201c\u4e3a\u4ec0\u4e48\u201d\u9009\u8fd9\u4e2a\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u6709\u81ea\u6709\u57fa\u51c6\u7cfb\u7edf\uff0c\u4f46\u672a\u89e3\u91ca\u5982\u4f55\u8ba9\u63a8\u8350\u7406\u7531\u53ef\u89c6\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YourOnlyAI\u7684\u5207\u5165\u70b9\u5f88\u7cbe\u51c6\u2014\u2014AI\u5de5\u5177\u6cdb\u6ee5\u65f6\u4ee3\uff0c\u201c\u9009\u5de5\u5177\u201d\u672c\u8eab\u6210\u4e86\u65b0\u75db\u70b9\u3002\u5176\u5c06\u63a8\u8350\u6d41\u7a0b\u5c01\u88c5\u6210\u7c7bChatGPT\u7684\u5bf9\u8bdd\u754c\u9762\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u5fc3\u7406\u95e8\u69db\uff0c\u5185\u7f6e\u63d0\u793a\u8bcd\u589e\u5f3a\u4e5f\u89e3\u51b3\u4e86\u201c\u4e0d\u4f1a\u95ee\u95ee\u9898\u201d\u7684\u9690\u6027\u9700\u6c42\u3002\u4f46\u95ee\u9898\u662f\uff0c\u4ea7\u54c1\u540d\u4e3a\u201cYourOnlyAI\u201d\uff0c\u5b9e\u9645\u5374\u662f\u201c\u627eAI\u7684AI\u201d\uff0c\u7528\u6237\u4fe1\u4efb\u94fe\u6761\u5929\u7136\u8106\u5f31\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u51fa\u73b0\u7684\u7075\u9b42\u62f7\u95ee\u201c\u4e3a\u4ec0\u4e48\u63a8\u8350\u8fd9\u4e2a\u201d\u66b4\u9732\u4e86\u771f\u6b63\u7684\u6311\u6218\uff1a\u63a8\u8350\u7cfb\u7edf\u4e0d\u4ec5\u8981\u51c6\uff0c\u8fd8\u8981\u53ef\u89e3\u91ca\u3002YourOnlyAI\u76ee\u524d\u53ea\u8c08\u201c\u81ea\u5df1\u7684\u57fa\u51c6\u6d4b\u8bd5\u201d\uff0c\u5374\u56de\u907f\u4e86\u8ba9\u63a8\u8350\u8fc7\u7a0b\u900f\u660e\u5316\u7684\u4ea7\u54c1\u7ec6\u8282\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u7528\u6237\u628a\u5b83\u5f53\u201c\u9ed1\u76d2\u201d\uff0c\u7528\u4e24\u6b21\u53d1\u73b0\u4e0d\u51c6\u5c31\u5f03\u7528\u3002\u53e6\u5916\uff0c\u6295\u7968\u4ec514\u7968\uff0c\u8bc4\u8bba\u4e92\u52a8\u51b7\u6de1\uff0c\u4fa7\u9762\u8bf4\u660e\u4ea7\u54c1\u5c1a\u5904\u65e9\u671f\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u9ad8\u9891\u4f7f\u7528\u6848\u4f8b\u6765\u80cc\u4e66\u3002\u5efa\u8bae\u56e2\u961f\u4f18\u5148\u628a\u63a8\u8350\u7406\u7531\uff08\u5982\u201c\u6b64\u5de5\u5177\u64c5\u957f\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\uff0c\u9002\u5408\u4f60\u7684\u4efb\u52a1\u201d\uff09\u76f4\u63a5\u5d4c\u5165\u5bf9\u8bdd\u6d41\uff0c\u800c\u975e\u53ea\u629b\u4e00\u4e2a\u5de5\u5177\u540d+\u7f6e\u4fe1\u5ea6\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u63a8\u8350\u7b97\u6cd5\u672c\u8eab\uff0c\u800c\u662f\u8ba9\u7528\u6237\u771f\u5207\u611f\u77e5\u5230\u201c\u8fd9\u6b21\u9009\u5bf9\u4e86\u201d\u2014\u2014\u8fd9\u624d\u662f\u4ece\u5de5\u5177\u53d8\u5e73\u53f0\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">YourOnlyAI<\/span>\n <\/div>\n<div class=\"comment-content\">YourOnlyAI is an ai recommendation platform which resembles to the same ui of modern llm agents with built in prompt enhancer which suggests the best ai with the best prompt to get the best result.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hi Product Hunt! I’m Aakash, the founder of YourOnlyAI.<\/p>\n<p>Like many people, I found myself constantly asking the same question:<\/p>\n<p>“Which AI should I use for this?”<\/p>\n<p>There are thousands of AI tools and models today, but choosing the right one often takes longer than actually doing the work. People end up switching between ChatGPT, Claude, Gemini, Perplexity, Midjourney, and dozens of other tools often without knowing which is best for their specific task.<\/p>\n<p>That’s why I built YourOnlyAI<\/p>\n<p>Instead of making you search through endless AI tools, YourOnlyAI lets you describe what you want to achieve in a simple chat interface. It then:<br \/>\n\u2728 Understands your goal<br \/>\n\u2728 Enhances your prompt<br \/>\n\u2728 Recommends the AI or model best suited for your task<\/p>\n<p>The goal is simple: less trial and error, better AI results.<\/p>\n<p>This is just the beginning, and I’d genuinely love your feedback. What features would make this the first place you go before using AI?<\/p>\n<p>Thank you for checking out YourOnlyAI and for supporting independent makers. Your feedback will directly shape what we build next. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aakash_mishra7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakash_mishra7<\/a> Congrats on the launch \u2014 cutting through the AI-tool noise to match people to what actually fits their use case, “not the hype,” is a needed antidote right now. You shipped without a demo, so I made you one: a looping GIF of YourOnlyAI actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it from the page we made you (below) and drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot next to static images makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/58d37692ed32467fbc22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/58d37692ed32467fbc22<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@saulfleischman definitely sir. thanks for the feedback and recommendation.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how the prompt enhancer sits right in the chat flow, subtle enough to not clutter the conversation but obvious enough that you actually want to use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kadriyeukuehi6 really appreciate that you like it. we would definitely do our best in making it effectively better<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>agree with Henry’s point above and I don’t think “we have a benchmarking system” actually answers it – benchmarks tell you the tool is good in general, not why it’s the right pick for this specific prompt. does the recommendation come with any visible reasoning (“claude for this because it’s a long context reasoning task” vs “midjourney because it’s visual”), or is it just a name with a confidence score and you’re trusting the system blind either way?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching. I built model recommendation into my own product and the hardest part wasn’t the ranking, it was getting people to trust a pick they didn’t make themselves. How does YourOnlyAI explain its recommendations? In my experience the why ends up mattering more than the what.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching. I built model recommendation into my own product and the hardest part wasn’t the ranking, it was getting people to trust a pick they didn’t make themselves. How does YourOnlyAI explain its recommendations? In my experience the why ends up mattering more than the what.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> it has its own benchmarking system which allows recommending the perfect tool according to the query of the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TU7PO64G6JYCN3\" class=\"app-title\">Gymsly<\/a><\/p>\n<div class=\"one-liner\">Gym management software for the modern world<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gymsly \u662f\u4e00\u6b3e\u4e13\u4e3a\u73b0\u4ee3\u5065\u8eab\u4e1a\u52a1\u6253\u9020\u7684\u4e00\u7ad9\u5f0f\u7ba1\u7406\u8f6f\u4ef6\uff0c\u96c6\u4f1a\u5458\u7ba1\u7406\u3001\u81ea\u52a8\u8ba1\u8d39\u3001\u6392\u8bfe\u3001CRM\u548c\u667a\u80fd\u95e8\u7981\u4e8e\u4e00\u4f53\uff0c\u5e2e\u52a9\u5065\u8eab\u623f\u8001\u677f\u6446\u8131\u591a\u5de5\u5177\u62fc\u51d1\u7684\u6df7\u4e71\u5c40\u9762\uff0c\u4e13\u6ce8\u793e\u533a\u8fd0\u8425\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa201907-278c-4ee4-88fc-998a4bae3731.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f69a7f9f-15a7-4799-95e9-8f45e6f10cb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e131a498-7c74-4f0e-a666-bac9d97de56f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a88bfefa-eab2-4d65-8a83-34fd41a9b972.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9807c875-fd1f-4cd9-9aa5-332b9b46e1ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d35b7b46-1e38-4398-b4f4-2b3aa6da2dc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2e6d6b2-28df-4e5e-bc5b-8b48e4d0bbc5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b588d67a-3705-448a-afbd-7a5135976493.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46935191-243d-49fb-9c63-0713c9b42640.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/010829db-34c1-461e-8c80-6f8e2d5402e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1af54ef5-5bd7-4e25-a590-fb66e9c5845d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u8eab\u623f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f1a\u5458\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u95e8\u7981<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">\u6392\u8bfe\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5065\u8eabSaaS<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u95e8\u5e97\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u754c\u9762\u7b80\u6d01\u548c\u4f1a\u5458\u7ba1\u7406\u6d41\u7a0b\u8868\u793a\u8ba4\u53ef\uff0c\u4f46\u63d0\u51fa\u591a\u9879\u5177\u4f53\u5173\u5207\uff1a\u751f\u7269\u8bc6\u522b\u6570\u636e\u5b58\u50a8\u5b89\u5168\u6027\uff08\u662f\u5426\u672c\u5730\u5316\u53ca\u5220\u9664\u673a\u5236\uff09\u3001\u5b9a\u4ef7\u968f\u6d3b\u8dc3\u4f1a\u5458\u589e\u957f\u7684\u9636\u68af\u89c4\u5219\u3001\u4ee5\u53ca\u7f3a\u5c11\u5185\u7f6e\u4f1a\u5458\u6d41\u5931\u9884\u8b66\uff08\u5982\u4e24\u5468\u672a\u7b7e\u5230\u8d26\u53f7\u81ea\u52a8\u6807\u8bb0\uff09\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gymsly \u5728\u529f\u80fd\u5806\u53e0\u4e0a\u505a\u5f97\u76f8\u5f53\u201c\u8bda\u5b9e\u201d\u2014\u2014\u4f1a\u5458\u7ba1\u7406\u3001\u8ba1\u8d39\u3001\u6392\u8bfe\u3001CRM\u3001\u95e8\u7981\u4e00\u9505\u7aef\uff0c\u786e\u5b9e\u51fb\u4e2d\u4e86\u5c0f\u578b\u5065\u8eab\u623f\u8001\u677f\u6700\u75db\u7684\u201c\u5de5\u5177\u7f1d\u5408\u201d\u95ee\u9898\u3002\u5176\u81ea\u7814\u84dd\u7259\u95e8\u7981\u548c\u751f\u7269\u8bc6\u522b\u652f\u6301\uff0c\u7b97\u662f\u4ece\u7ba1\u7406\u8f6f\u4ef6\u5411\u201c\u786c\u4ef6+\u8f6f\u4ef6\u201d\u4e00\u4f53\u5316\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\uff0c\u8fd9\u5728\u5c0f\u4f17\u5065\u8eabSaaS\u5e02\u573a\u91cc\u662f\u5177\u6709\u5dee\u5f02\u5316\u7ade\u4e89\u529b\u7684\u3002\u4f46\u8bc4\u8bba\u533a\u7684\u8d28\u7591\u540c\u6837\u950b\u5229\uff1a\u751f\u7269\u8bc6\u522b\u6570\u636e\u7684\u5b89\u5168\u8def\u5f84\u4e0d\u900f\u660e\uff0c\u4f1a\u6210\u4e3a\u673a\u6784\u91c7\u8d2d\u51b3\u7b56\u4e2d\u7684\u4e00\u7968\u5426\u51b3\u9879\uff1b\u5b9a\u4ef7\u6a21\u578b\u548c\u4e2d\u5927\u89c4\u6a21\u5ba2\u6237\u95e8\u69db\u7684\u7f3a\u5931\uff0c\u6697\u793a\u5176\u5f53\u524d\u6700\u4f18\u89e3\u4ecd\u662fSMB\uff0c\u5bf9\u4e8e\u8fde\u9501\u54c1\u724c\u800c\u8a00\u5929\u82b1\u677f\u660e\u663e\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7528\u6237\u5bf9\u201c\u6d41\u5931\u9884\u8b66\u201d\u7684\u547c\u58f0\u2014\u2014\u8fd9\u53cd\u6620\u51fa\u5355\u7eaf\u66ff\u4ee3Excel\u7684\u5de5\u5177\u601d\u7ef4\u5df2\u4e0d\u591f\uff0cGymsly \u9700\u8981\u4ece\u201c\u7ba1\u7406\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u589e\u957f\u5f15\u64ce\u201d\uff0c\u7528\u6570\u636e\u4e3b\u52a8\u9a71\u52a8\u5ba2\u6237\u7559\u5b58\u3002\u76ee\u524d\u6765\u770b\uff0c\u4ea7\u54c1\u5b8c\u6210\u5ea6\u5c1a\u53ef\uff0c\u4f46\u5b89\u5168\u5408\u89c4\u548c\u667a\u80fd\u5206\u6790\u80fd\u529b\u51b3\u5b9a\u4e86\u5b83\u80fd\u5426\u4ece\u201c\u66ff\u4ee3\u54c1\u201d\u8dc3\u5347\u4e3a\u201c\u5fc5\u9700\u54c1\u201d\u3002\u5efa\u8bae\u521b\u59cb\u56e2\u961f\u5728\u9690\u79c1\u767d\u76ae\u4e66\u548c\u52a8\u6001\u5b9a\u4ef7\u4e0a\u4e0b\u72e0\u529f\u592b\uff0c\u4e0d\u7136\u53ea\u80fd\u505a\u4e0b\u4e00\u4e2aMindbody\u7684\u5f71\u5b50\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gymsly<\/span>\n <\/div>\n<div class=\"comment-content\">The #1 gym management software for fitness businesses. Manage members, billing, class scheduling, CRM and analytics. Start your free 14-day trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Zubair, the founder of Gymsly.<\/p>\n<p>Over the last few years, I’ve spoken with gym owners of every size\u2014from small neighborhood gyms to multi-location fitness chains. One thing kept coming up: they were stitching together 5\u201310 different tools just to run their business. One app for memberships, another for billing, another for access control, spreadsheets for leads, WhatsApp for communication… it was messy.<\/p>\n<p>So we built Gymsly.<\/p>\n<p>Gymsly is an all-in-one gym management platform designed to help fitness businesses automate their operations and spend more time growing their community instead of managing admin. It brings together member management, recurring billing, access control, lead management, staff management, analytics, branded member experiences, and much more into one platform. We even built native Bluetooth access control alongside support for biometric and RFID systems, so members with active subscriptions can enter automatically.<\/p>\n<p>Some of my favorite features:<br \/>\n\u2022 Automated recurring memberships & payments<br \/>\n\u2022 Member and trainer management<br \/>\n\u2022 Built-in CRM for leads and follow-ups<br \/>\n\u2022 Bluetooth, RFID & biometric access control<br \/>\n\u2022 Attendance tracking & analytics<br \/>\n\u2022 Multi-location support<br \/>\n\u2022 Mobile-friendly dashboard<br \/>\n\u2022 Branded member experience<\/p>\n<p>We didn’t build Gymsly to be another “gym software.” We built it to become the operating system for modern fitness businesses\u2014simple enough for an independent gym owner, yet powerful enough for growing chains.<\/p>\n<p>This launch is a huge milestone for us, but it’s only the beginning. We’d genuinely love your feedback\u2014whether it’s about the product, onboarding, pricing, or features you’d like to see next.<\/p>\n<p>If you run a gym, work in fitness, or have built a SaaS product yourself, I’d love to hear your thoughts.<\/p>\n<p>Thank you so much for checking out Gymsly and supporting independent makers. \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_syed_zubair_ahmed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_syed_zubair_ahmed<\/a> Congrats on the launch \u2014 members, check-in, payments and a finance forecast all in one place is what most gym owners are duct-taping together today; the dashboard looks genuinely calm. You shipped without a demo, so I made you one: a looping GIF of Gymsly actually working \u2014 free, white-label, no strings.<br \/>How to use it: download it and <strong>drop it into your Product Hunt gallery, right after your screenshots <\/strong>\u2014 a moving shot next to static images makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <\/p>\n<p><a href=\"http:\/\/foxplug.com\/g\/755fea42622741c08150\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/755fea42622741c08150<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the biometric access control is the piece I’d want more detail on before recommending this to a gym owner – fingerprint or face data is a much bigger liability than a name and a card number if it ever leaks. is that biometric data stored locally on the access control hardware itself, or does it round-trip through gymsly’s servers, and does a member have a way to actually delete their biometric enrollment if they cancel their membership rather than it just sitting in a database somewhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does pricing scale once you go past a certain number of active members, and is there a cap on locations per account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dashboard layout looks really clean and uncluttered, which is rare for gym software that usually feels overwhelming with too many tabs. The member management flow seems well thought out too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Setup was pretty painless and the member billing view saved me time on day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see a built-in member retention dashboard that flags accounts that haven’t checked in for 2+ weeks so we can reach out before they churn. Right now I have to pull that data manually which takes way too much time each week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Clean interface and the member check-in flow was quicker than what I\u2019m used to with Mindbody. Free trial is generous enough to actually run real classes through it before committing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S4CZYS3C3MX4X3\" class=\"app-title\">Glimpse<\/a><\/p>\n<div class=\"one-liner\">Distilled Internet<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Glimpse \u5c06\u5197\u957f\u7684YouTube\u89c6\u9891\u57281\u5206\u949f\u5185\u81ea\u52a8\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u4fe1\u606f\u56fe\uff0c\u8ba9\u7528\u6237\u201c\u626b\u4e00\u773c\u201d\u5c31\u80fd\u638c\u63e1\u6838\u5fc3\u5185\u5bb9\uff0c\u5f7b\u5e95\u544a\u522b\u4f4e\u6548\u7684\u89c6\u9891\u5237\u770b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f28c823-6a50-49fd-9bb5-51cd814bad97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b30f000a-ec06-4246-8679-5681d0433f85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc05446b-4feb-46c9-a2dc-28caa22738ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u56fe<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">YouTube\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u8fc7\u8f7d<\/span><br \/>\n <span class=\"tag\">\u601d\u8def\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u514d\u770b\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u9605\u8bfb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u5fc3\u6458\u8981\u662f\u5426\u4f1a\u4e22\u5931\u89c6\u9891\u4e2d\u5173\u952e\u7684\u201c\u7136\u800c\u3001\u53d6\u51b3\u4e8eX\u201d\u7b49\u9650\u5b9a\u6027\u8868\u8ff0\uff0c\u5bfc\u81f4\u7ed3\u8bba\u8fc7\u5ea6\u81ea\u4fe1\uff1b\u540c\u65f6\u62c5\u5fe7\u8fc7\u5ea6\u4f9d\u8d56\u97f3\u9891\/\u6587\u5b57\u8f6c\u5f55\uff0c\u4f1a\u9057\u6f0f\u65e0\u58f0\u6f14\u793a\u6216\u4ee3\u7801\u5b9e\u64cd\u4e2d\u7684\u753b\u9762\u4fe1\u606f\u3002\u6b64\u5916\uff0c\u7528\u6237\u5e0c\u671b\u589e\u52a0\u6536\u85cf\u5939\u4e0e\u4e3b\u9898\u6587\u4ef6\u5939\u6574\u7406\u529f\u80fd\uff0c\u4ee5\u4fbf\u7528\u4e8e\u957f\u671f\u7814\u7a76\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Glimpse\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u201c\u65f6\u95f4-\u4fe1\u606f\u6bd4\u201d\u75db\u70b9\uff1a\u7528\u6237\u82b130\u5206\u949f\u770b\u89c6\u9891\uff0c\u53ef\u80fd\u53ea\u4e3a2\u5206\u949f\u7684\u6709\u7528\u4fe1\u606f\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u66ff\u4ee3\u89c2\u770b\u201d\uff0c\u800c\u5728\u4e8e\u201c\u9884\u5224\u4ef7\u503c\u201d\u2014\u2014\u8ba9\u4f60\u5728\u51b3\u5b9a\u662f\u5426\u6295\u516530\u5206\u949f\u524d\uff0c\u5148\u752830\u79d2\u5224\u65ad\u89c6\u9891\u662f\u5426\u503c\u5f97\u770b\u3002\u8fd9\u5728\u4fe1\u606f\u7206\u70b8\u3001\u89c6\u9891\u65f6\u957f\u8fdc\u8d85\u7528\u6237\u8010\u5fc3\u7684\u4eca\u5929\uff0c\u662f\u6781\u4e3a\u5b9e\u7528\u7684\u51b3\u7b56\u8f85\u52a9\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u975e\u5e38\u81f4\u547d\u3002\u4f5c\u4e3a\u4e00\u6b3e\u57fa\u4e8e\u97f3\u9891\/\u6587\u5b57\u8f6c\u5f55\u7684\u6458\u8981\u5de5\u5177\uff0c\u5b83\u5929\u7136\u5b58\u5728\u4fe1\u606f\u201c\u5931\u771f\u201d\u98ce\u9669\uff1a\u5b83\u5c06\u539f\u672c\u5e26\u6709\u8bed\u5883\u3001\u8bed\u6c14\u3001\u6f14\u793a\u7684\u753b\u9762\u4fe1\u606f\u538b\u7f29\u4e3a\u4e00\u5f20\u201c\u770b\u8d77\u6765\u80af\u5b9a\u201d\u7684\u4fe1\u606f\u56fe\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4fe1\u606f\u71b5\u7684\u635f\u5931\u800c\u975e\u589e\u76ca\u3002\u5c24\u5176\u662f\u5728\u5b66\u672f\u8bb2\u5ea7\u3001\u6280\u672f\u6f14\u793a\u3001\u6216\u8005\u5145\u6ee1\u8bba\u8bc1\u7ec6\u8282\u7684\u5185\u5bb9\u4e2d\uff0c\u201c\u5220\u9664\u5e72\u6270\u4fe1\u606f\u201d\u548c\u201c\u526a\u6389\u5173\u952e\u590d\u6742\u4e4b\u5904\u201d\u7684\u754c\u9650\u6781\u96be\u628a\u63a7\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u629b\u5f03\u4e86\u6743\u8861\u6027\u201d\u4e0e\u201c\u4e22\u5931\u753b\u9762\u4fe1\u606f\u201d\u662f\u4ea7\u54c1\u6700\u6838\u5fc3\u7684\u786c\u4f24\u2014\u2014\u5982\u679c\u4e0d\u80fd\u89e3\u51b3\u4fe1\u606f\u8870\u51cf\u4e0e\u8fc7\u5ea6\u7b80\u5316\u7684\u6096\u8bba\uff0cGlimpse\u53ea\u9002\u5408\u6d45\u5c42\u5f15\u5bfc\u7c7b\u5185\u5bb9\uff0c\u5bf9\u6df1\u5ea6\u5b66\u4e60\u8005\u53cd\u800c\u53ef\u80fd\u9020\u6210\u8bef\u8bfb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d14\u7968\u7684\u4e0a\u7ebf\u6570\u636e\u4e0e\u4e09\u4e2a0\u8d5e\u8bc4\u8bba\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u5b83\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\u3002\u6536\u85cf\u548c\u5206\u7c7b\u529f\u80fd\u7f3a\u5931\u662f\u60c5\u7406\u4e4b\u4e2d\uff0c\u4f46\u82e5\u4e0d\u5c3d\u5feb\u5efa\u7acb\u8ba9\u7528\u6237\u201c\u6821\u9a8c\u4e0e\u5ef6\u4f38\u201d\u603b\u7ed3\u7684\u673a\u5236\uff08\u6bd4\u5982\u5173\u8054\u7684\u65f6\u95f4\u6233\u3001\u539f\u59cb\u8bed\u53e5\u5f15\u7528\uff09\uff0c\u5b83\u5f88\u96be\u4ece\u201c\u6807\u9898\u515a\u6458\u8981\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u9760\u7684\u77e5\u8bc6\u951a\u70b9\u201d\u3002\u4e00\u53e5\u8bdd\uff1a\u70b9\u5b50\u8ba8\u559c\uff0c\u4f46\u79bb\u201c\u66ff\u4ee3\u770b\u89c6\u9891\u201d\u8fd8\u5dee\u4e00\u4e2a\u91cf\u7ea7\u7684\u7406\u89e3\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Glimpse<\/span>\n <\/div>\n<div class=\"comment-content\">Glimpse turns long YouTube videos into short, visual summaries. Search for a YouTube video link and get a clear summarised infographic covering the video, within a minute. Each infographic is laid out with structure, hierarchy, and comparisons you can scan at a glance. A 30-minute video becomes a 30-second scan – you don’t have to spend hours to gain information. Glimpse has a Discover feed. It’s the antidote to mindless scrolling. Instant information. Your scroll time finally counts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The idea for Glimpse came from a simple frustration: too much time spent watching videos, too little actually retained. Even at 2x speed, videos still forced viewers through intros, sponsor reads, and recaps before getting to the actual point. The information was there, it just took far too long to reach.<br \/>\nThat gap, between how long a video takes and how much it actually says, is the reason Glimpse exists. The goal was never to replace watching entirely, but to give people a way to know what a video says before deciding whether it’s worth the full watch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the thing I’d want to know is whether compressing strips out hedging – a lot of videos are worth watching specifically because of the “but it depends on X” caveats buried in the middle, and a summary optimized for scannability might quietly flatten those into a more confident-sounding takeaway than the speaker actually intended<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How well does it handle videos that rely heavily on visual demos or code walkthroughs, where the spoken summary alone might miss the actual content being shown on screen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saadetcihaa03j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saadetcihaa03j<\/a> Good question, and worth being upfront about: Glimpse works from the audio\/transcript, so it’s strongest on talk-heavy videos \u2014 podcasts, lectures, tutorials where the speaker narrates what they’re doing. In practice most code walkthroughs do narrate as they type, so summaries still capture the flow and key decisions. But for silent screencasts or demos where the screen carries info that’s never spoken, some of that gets missed today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love a way to save infographics into themed collections so I can build up a little library around topics I’m researching, instead of losing them in the feed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@araszengin54995\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@araszengin54995<\/a> You can currently favourite infographics and view them in the favourites section on the home page. Working on a way to organise them into folders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5CSJAVTIKGVJG3\" class=\"app-title\">Orivon<\/a><\/p>\n<div class=\"one-liner\">Discover where your potential creates the most value<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Orivon\u662f\u4e00\u6b3e\u4e0d\u8d34\u6807\u7b7e\u7684\u4eba\u529b\u6f5c\u80fd\u626b\u63cf\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u9002\u5e94\u95ee\u5377\u5c06\u7528\u6237\u7684\u601d\u8003\u3001\u5de5\u4f5c\u4e0e\u51b3\u7b56\u6a21\u5f0f\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u804c\u4e1a\u8def\u5f84\u548c\u5546\u4e1a\u65b9\u5411\uff0c\u5e2e\u52a9\u624d\u534e\u6a2a\u6ea2\u5374\u8ff7\u832b\u7684\u4eba\u627e\u5230\u4ef7\u503c\u6700\u5927\u5316\u7684\u843d\u811a\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc71692d-c341-4ef2-b476-fd5d1ee73e72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/396edd32-91fd-4351-a2d2-634a38d60401.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3b3a954-2b68-42c0-a8fe-4bc35f6a7a29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75106c6d-984f-4708-b856-11976be08d25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/634a6af0-ab76-447f-911f-7ab54a612282.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f69982a5-33a7-401f-ae8b-d8decf40a598.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa33c8f2-5403-427c-ac6a-a4cd910ef201.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dacca580-5a13-4eea-a427-d8a7f16947a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85e5529c-9a9a-46ef-a9e7-4834542770ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4103c1f1-6662-44b6-b0dc-9bcc56415f15.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4eba\u529b\u6f5c\u80fd\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u65b9\u5411\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">AI\u51b3\u7b56\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u6d4b\u8bc4<\/span><br \/>\n <span class=\"tag\">\u804c\u573a\u5bfc\u822a<\/span><br \/>\n <span class=\"tag\">\u80fd\u529b\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u65b9\u5411<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u8ba4\u77e5<\/span><br \/>\n <span class=\"tag\">\u4eba\u529b\u8d44\u6e90SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u804c\u4e1a\u5efa\u8bae\u7684\u5177\u4f53\u6027\u4e0e\u5b9e\u7528\u6027\uff08\u5982\u533a\u5206\u5355\u4eba\/\u56e2\u961f\u5de5\u4f5c\u504f\u597d\uff09\uff0c\u5e76\u8ffd\u95ee\u8fdb\u5316\u673a\u5236\uff1a\u5982\u4f55\u533a\u5206\u771f\u5b9e\u80fd\u529b\u8f6c\u53d8\u4e0e\u89d2\u8272\u5bfc\u81f4\u7684\u4e34\u65f6\u884c\u4e3a\uff1f\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u6bcf\u6b21\u626b\u63cf\u4e3a\u201c\u5feb\u7167\u201d\uff0c\u957f\u671f\u613f\u666f\u5141\u8bb8\u591a\u6b21\u5bf9\u6bd4\uff0c\u907f\u514d\u6807\u7b7e\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Orivon\u5728\u6cdb\u6ee5\u7684\u201c\u6027\u683c\u7c7b\u578b\u6d4b\u8bd5\u201d\u7ea2\u6d77\u4e2d\uff0c\u5c1d\u8bd5\u5207\u51fa\u4e00\u4e2a\u66f4\u6709\u4ef7\u503c\u7684\u7ec6\u5206\u5207\u53e3\u2014\u2014\u201c\u4ef7\u503c\u521b\u9020\u80fd\u529b\u56fe\u8c31\u201d\u3002\u5b83\u4e0d\u518d\u95ee\u4f60\u201c\u4f60\u662f\u8c01\u201d\uff0c\u800c\u662f\u95ee\u201c\u4f60\u600e\u4e48\u5e72\u4e8b\u201d\uff0c\u8fd9\u4ece\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\u770b\u662f\u51c6\u786e\u7684\uff0c\u56e0\u4e3a\u804c\u573a\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u4ef7\u503c\u4ea4\u6362\u7cfb\u7edf\uff0c\u800c\u975e\u6027\u683c\u8ba4\u540c\u4e2d\u5fc3\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5bf9\u5176\u201c\u4e0d\u662f\u6807\u7b7e\u201d\u548c\u201c\u9488\u5bf9\u804c\u4e1a\u573a\u666f\u201d\u7684\u6b63\u53cd\u9988\uff0c\u5370\u8bc1\u4e86\u8fd9\u4e00\u5207\u5165\u70b9\u7684\u6709\u6548\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u7684\u6838\u5fc3\u77db\u76fe\u662f\u201c\u9759\u6001\u6d4b\u8bd5\u201d\u4e0e\u201c\u52a8\u6001\u51b3\u7b56\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u5c3d\u7ba1\u521b\u59cb\u4eba\u8bbe\u60f3\u901a\u8fc7\u591a\u6b21\u626b\u63cf\u5f62\u6210\u5bf9\u6bd4\u66f2\u7ebf\u6765\u8ffd\u8e2a\u8fdb\u5316\uff0c\u4f46\u5f53\u524d\u4ec513\u7968\u7684\u65e9\u671f\u72b6\u6001\u610f\u5473\u7740\uff1a**1) \u6a21\u578b\u9a8c\u8bc1\u4e0d\u8db3**\uff1a\u6240\u8c13\u7684\u201cHuman Potential Intelligence\u201d\u662f\u57fa\u4e8e\u4ec0\u4e48\u7ef4\u5ea6\u548c\u6570\u636e\u8bad\u7ec3\u7684\uff1f\u662f\u81ea\u6709\u7684\u8bc4\u4f30\u7406\u8bba\uff0c\u8fd8\u662f\u5bf9MBTI\/\u5927\u4e94\u4eba\u683c\u7b49\u6210\u719f\u6a21\u578b\u7684\u6539\u9020\uff1f\u4ea7\u54c1\u4ecb\u7ecd\u5e76\u672a\u7ed9\u51fa\u8db3\u591f\u53ef\u4fe1\u7684\u79d1\u5b66\u4f9d\u636e\uff1b**2) \u8f6c\u5316\u94fe\u8def\u8584\u5f31**\uff1a\u514d\u8d39\u626b\u63cf\u540e\u7684\u201cDirection Report\u201d\u662f\u4ed8\u8d39\u70b9\uff0c\u4f46\u82e5\u626b\u63cf\u7ed3\u679c\u672c\u8eab\u56e0\u6837\u672c\u5c11\u3001\u7b97\u6cd5\u7c97\u7cd9\u800c\u7f3a\u4e4f\u6df1\u5ea6\uff0c\u7528\u6237\u5f88\u96be\u4e3a\u4e00\u4efd\u201c\u66f4\u6df1\u7684\u62a5\u544a\u201d\u4e70\u5355\u3002\u8bc4\u8bba\u4e2d\u201c\u597d\u5947\u5982\u4f55\u533a\u5206\u4e3b\u52a8\u8fdb\u5316\u4e0e\u88ab\u52a8\u9002\u5e94\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u73b0\u9636\u6bb5\u201c\u53ea\u89e3\u51b3\u4e86What\uff0c\u6ca1\u89e3\u51b3Why\u201d\u7684\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n Orivon\u8981\u771f\u6b63\u7acb\u8db3\uff0c\u5fc5\u987b\u4ece\u201c\u6709\u8da3\u7684\u6d4b\u8bd5\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u4fe1\u7684\u51b3\u7b56\u5de5\u5177\u201d\u3002\u5efa\u8bae\u56e2\u961f\u4f18\u5148\u5f3a\u5316\u4e24\u70b9\uff1a\u4e00\u662f\u5f15\u5165\u5fc3\u7406\u5b66\u6216\u7ec4\u7ec7\u884c\u4e3a\u5b66\u80cc\u666f\u7684\u4e13\u5bb6\u80cc\u4e66\uff0c\u63d0\u5347\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\uff1b\u4e8c\u662f\u5c3d\u5feb\u5f00\u653e\u201c\u591a\u5feb\u7167\u5bf9\u6bd4\u201d\u529f\u80fd\uff0c\u8ba9\u7528\u6237\u770b\u5230\u968f\u65f6\u95f4\u63a8\u79fb\u7684\u201c\u4ef7\u503c\u66f2\u7ebf\u201d\u800c\u975e\u5b64\u7acb\u7ed3\u8bba\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u51c6\u4e86\u4e00\u6b21\uff0c\u4e0b\u6b21\u5fd8\u6389\u201d\u7684\u793e\u4ea4\u8d27\u5e01\u5de5\u5177\uff0c\u800c\u975e\u7528\u6237\u671f\u5f85\u7684\u201c\u804c\u4e1a\u51b3\u7b56\u5f15\u64ce\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Orivon<\/span>\n <\/div>\n<div class=\"comment-content\">Orivon is an adaptive Human Potential Intelligence scan that maps how you think, work, decide and create value \u2014 then turns your profile into career paths, business directions and a personalized Direction Report.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Raphael, the maker of Orivon.<\/p>\n<p>I built Orivon because I kept seeing the same problem: many people have talent, ambition, and energy \u2014 but they don\u2019t know where that potential actually creates the most value.<\/p>\n<p>Most personality tests tell you \u201cwho you are.\u201d<br \/>\nI wanted to build something more practical: a scan that maps how you think, work, decide, and create value \u2014 then turns that into career paths, business directions, environments to seek or avoid, and a concrete direction report.<\/p>\n<p>Orivon is still early, but the core idea is:<\/p>\n<p>\u2192 Free adaptive scan<br \/>\n\u2192 Human Potential Profile<br \/>\n\u2192 Career\/business direction<br \/>\n\u2192 Optional full Direction Report <\/p>\n<p>I\u2019d love brutal feedback on three things:<\/p>\n<p>1. Does the result feel accurate?<br \/>\n2. Does the experience feel useful or too abstract?<br \/>\n3. Would you pay for a deeper direction report after the free scan?<\/p>\n<p>Thanks for checking it out \u2014 I\u2019m building this fast and improving it based on real feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pathfinderen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pathfinderen<\/a> Congrats on the launch \u2014 treating talent as a <em>position<\/em> on real axes, scored against actual paths, “a snapshot, not a label,” is a genuinely different take on the assessment space, and “no account to run it” is a great touch. You shipped without a demo, so I made you one: a looping GIF of Orivon actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it from the page we made you (below) and drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot next to static images makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/fa304b1f0d394eb68287\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/fa304b1f0d394eb68287<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that you’re trying to map how people create value instead of just assigning another personality type.<\/p>\n<p>One thing I’m wondering: when someone’s work evolves over time, how does Orivon distinguish between a genuine shift in their strengths versus temporary behavior driven by their current role or environment? That seems like the difference between giving someone a useful direction and locking them into an outdated profile.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aryan787544 Great question.<\/p>\n<p>Orivon intentionally treats every scan as a snapshot, not a permanent identity.<\/p>\n<p>We believe people\u2019s core tendencies are relatively stable, but the way they express them changes with experience, responsibilities and environment.<\/p>\n<p>That\u2019s why our long-term vision is to let users compare multiple scans over time, separating temporary adaptations from genuine long-term evolution.<\/p>\n<p>The goal isn\u2019t to tell people who they are forever, but to help them understand how they create value today\u2014and where they\u2019re most likely to create even more value tomorrow.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> Thanks, I’d really appreciate that.<\/p>\n<p>You can reach me at <a href=\"mailto:orivon.support@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">orivon.support@gmail.com<\/a><\/p>\n<p>Looking forward to hearing your thoughts. (I can’t post link on IH)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Took the scan out of curiosity and was surprised how specific the career suggestions felt, like it actually picked up on how I prefer working solo versus in groups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emin6zgn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emin6zgn<\/a> Thanks a lot! That’s actually one of the main goals of Orivon. I wanted it to feel less like a personality label and more like a practical snapshot of how someone naturally creates value. Really appreciate you taking the time to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the scan actually nailed how I approach messy projects, and the career paths it suggested weren’t the usual generic list. curious to see how the report updates over time as my situation shifts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@cervantesh93980 Thanks a lot! That\u2019s actually one of the directions I\u2019m exploring. I don\u2019t want Orivon to be a one-time personality test, but a decision engine that evolves as your skills, goals and opportunities change\/evolve. Really appreciate you taking the time to try it.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PWRWMA674LQ4XB\" class=\"app-title\">Dcyde<\/a><\/p>\n<div class=\"one-liner\">Decision memory for you and your team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dcyde\u662f\u4e00\u6b3e\u8ba9\u56e2\u961f\u4eceSlack\u3001Figma\u7b49\u5de5\u5177\u4e2d\u4e00\u952e\u201c\u9489\u9009\u201d\u51b3\u7b56\u5e76\u8bb0\u5f55\u5176\u80cc\u540e\u539f\u56e0\u7684\u8f7b\u91cf\u7ea7\u5171\u4eab\u51b3\u7b56\u8bb0\u5fc6\u5e93\uff0c\u89e3\u51b3\u51b3\u7b56\u4fe1\u606f\u4e22\u5931\u3001\u4e8b\u540e\u65e0\u5904\u8ffd\u6eaf\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04b70009-b3fb-4d54-97a5-99c93dc8d9c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/519d41c2-804c-4544-b301-33c9cfe6fb49.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6a1540e-2751-400e-9690-48bf3fb94c8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3ec6b75-a362-44f8-9a23-13bceec7be7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e648f1da-b01b-411b-b814-4a41c859cc63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/cf2ca250-b196-43a9-a354-f8c5decd7cc4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/W16PBBdmh-U\"><source src=\"https:\/\/youtu.be\/W16PBBdmh-U\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u51b3\u7b56\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u53bbAI\u5316<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7SaaS<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Figma\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u56e2\u961f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u8bb0\u5f55\u4e3a\u4ec0\u4e48\u505a\u51b3\u5b9a\u201d\u7684\u4ef7\u503c\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u641c\u7d22\u4e0e\u91c7\u7eb3\u4e60\u60ef\uff1a\u5efa\u8bae\u652f\u6301\u5173\u8054\u51b3\u7b56\u94fe\u4ee5\u8ffd\u8e2a\u6f14\u53d8\uff1b\u62c5\u5fe7\u7528\u6237\u5728\u6fc0\u70c8\u8ba8\u8bba\u4e2d\u65e0\u6687\u4f7f\u7528\uff1b\u5bf9\u65e0AI\u7eaf\u641c\u7d22\u7684\u5bb9\u9519\u7387\u5b58\u7591\uff0c\u5e0c\u671b\u81ea\u52a8\u63d0\u9192\u8fc7\u5f80\u76f8\u5173\u51b3\u7b56\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Dcyde\u9009\u62e9\u4e86\u4e00\u6761\u53cd\u4e3b\u6d41\u7684\u9053\u8def\u2014\u2014\u575a\u51b3\u7981\u7528AI\u3002\u5728\u540c\u884c\u75af\u72c2\u7528AI\u201c\u610f\u5ff5\u6252\u53d6\u201d\u804a\u5929\u8bb0\u5f55\u5236\u9020\u566a\u97f3\u65f6\uff0c\u5b83\u53cd\u8eab\u62bc\u6ce8\u201c\u4eba\u7684\u4e3b\u52a8\u8bb0\u5f55\u624d\u6709\u610f\u4e49\u201d\u3002\u8fd9\u79cd\u53cdAI\u59ff\u6001\u65e2\u662f\u5b83\u7684\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u5b83\u7684\u7d27\u7b8d\u5492\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u6765\u770b\uff0c\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u201c\u51b3\u7b56\u5931\u5fc6\u75c7\u201d\u786e\u5b9e\u5b58\u5728\uff0c\u4f46\u5c06\u5176\u56f0\u5728\u201c\u6709\u4eba\u4f1a\u4e3b\u52a8\u505c\u4e0b\u8bb0\u5f55\u201d\u7684\u5047\u8bbe\u91cc\uff0c\u5176\u5b9e\u4e0e\u4eba\u6027\u76f8\u6096\u3002\u5f00\u4f1a\u65f6\u6fc0\u70c8\u7684\u4e89\u8bba\u3001\u7fa4\u804a\u91cc\u4e00\u95ea\u800c\u8fc7\u7684\u62cd\u677f\uff0c\u90fd\u4e0d\u4f1a\u7ed9\u7528\u6237\u6253\u5f00\u4e00\u4e2a\u65b0app\u6216\u6253\u659c\u6760\u547d\u4ee4\u7684\u4f18\u96c5\u65f6\u673a\u2014\u2014\u8fd9\u4e5f\u662f\u8bc4\u8bba\u4e2d\u201c\u91c7\u7eb3\u4e60\u60ef\u201d\u6210\u6700\u5c16\u9510\u98ce\u9669\u7684\u539f\u56e0\u3002\u9664\u975e\u4e0eSlack\/Figma\u7684\u96c6\u6210\u80fd\u505a\u5230\u201c\u96f6\u6469\u64e6\u5230\u6781\u7b80\u4ea4\u4e92\u201d\uff08\u5982\u957f\u6309\u6d88\u606f\u5373\u5f39\u7a97\uff09\uff0c\u5426\u5219\u8fd9\u4e2a\u201c\u523b\u610f\u8bb0\u5f55\u201d\u7684\u9501\u94fe\u4f1a\u7b5b\u638990%\u7684\u6f5c\u5728\u9700\u6c42\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u77db\u76fe\u5728\u4e8e\uff1a\u4ea7\u54c1\u901a\u8fc7\u201c\u4eba\u4e3a\u4e3b\u89c2\u7b5b\u9009\u201d\u6765\u8fc7\u6ee4\u566a\u97f3\uff0c\u5374\u628a\u4e8b\u540e\u57fa\u4e8e\u6a21\u7cca\u8bb0\u5fc6\u7684\u201c\u641c\u7d22\u201d\u8d23\u4efb\u5b8c\u5168\u7529\u56de\u7ed9\u7528\u6237\u3002\u6ca1\u6709AI\u8f85\u52a9\u8054\u60f3\u548c\u4e0a\u4e0b\u6587\u91cd\u63d0\uff0c\u5f53\u51b3\u7b56\u5e93\u79ef\u7d2f\u4e0a\u767e\u6761\u540e\uff0c\u7528\u6237\u5927\u6982\u7387\u4ecd\u4f1a\u518d\u6b21\u8ff7\u5931\u5728\u201c\u6211\u597d\u50cf\u8bb0\u4e86\u4f46\u4e0d\u786e\u5b9a\u641c\u54ea\u4e2a\u5173\u952e\u8bcd\u201d\u7684\u56f0\u5883\u4e2d\u3002\u5b83\u89e3\u51b3\u7684\u53ea\u662f\u4ece\u201c\u8dd1\u9898\u804a\u5929\u201d\u5230\u201c\u4e0d\u8dd1\u9898\u7b14\u8bb0\u201d\u7684\u6d45\u5c42\u95ee\u9898\uff0c\u79bb\u771f\u6b63\u7684\u201c\u51b3\u7b56\u91cd\u63d0\u201d\u8fd8\u6709\u5f88\u5927\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e0d\u662f\u4e00\u4e2a\u574f\u4ea7\u54c1\uff0c\u5b83\u7cbe\u51c6\u670d\u52a1\u90a3\u4e9b\u9ad8\u5ea6\u6d41\u7a0b\u5316\u3001\u5458\u5de5\u5177\u5907\u8f83\u5f3a\u8bb0\u5f55\u4e60\u60ef\u7684\u5c0f\u56e2\u961f\u3002\u4f46\u5bf9\u4e8e\u8bd5\u56fe\u6355\u83b7\u201c\u6fc0\u70c8\u8ba8\u8bba\u4e2d\u8bde\u751f\u7684\u771f\u6b63\u5173\u952e\u51b3\u7b56\u201d\u7684\u5e7f\u5927\u804c\u573a\uff0cDcyde\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u5f62\u5f0f\u4f18\u7f8e\u7684\u201c\u5b58\u6863\u5668\u201d\uff0c\u800c\u975e\u80fd\u7a7f\u900f\u7ec4\u7ec7\u60f0\u6027\u7684\u201c\u56de\u5fc6\u5f15\u64ce\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Dcyde<\/span>\n <\/div>\n<div class=\"comment-content\">How do you keep track of what your team decides? A Slack thread? An email? A notebook you’ll never open again? They all vanish. Six months later, nobody remembers why. Dcyde.app is a simple, shareable memory for your decisions. Pin the decision and the why behind it, straight from Slack, Figma, or the app, and actually find it later. Solo developer, small team, or a whole company. Technical or not.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This one hits home. I keep hundreds of decision records for my own product and the hard part turned out to be neither writing them nor storing them. It’s that months later nobody remembers the decision exists, so nobody goes looking for it. Does Dcyde resurface old decisions on its own when they become relevant again, or is it search based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> Your decisions are your data. Dcyde won’t run AI over them itself, nothing reads or summarizes them in the background. A person makes the call and it stays on the record with their name.<\/p>\n<p>If you want to connect your own AI to read them, that’s up to you. I want to add an API for that, and for exporting your decisions wherever you want. It’s in the backlog for now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does search work if my team has been piling in decisions for a couple of years, is it tagging based or do you rely on some kind of AI to surface the right one when I only remember a detail or two?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@celalasravxqhf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@celalasravxqhf<\/a> Keyword-based plus filters, no AI. You search across the decision and its reasoning, not just the title, and narrow by scope, author, or date range. No AI reading or interpreting your decisions, that’s a deliberate line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the no-AI-interpretation choice is the interesting bet here, most competitors in this space are racing to auto-detect decisions from chat so nobody has to remember to log anything. you’re betting the opposite: that a person deliberately choosing to pin something is worth more than passive capture. the risk I’d worry about is adoption – the decisions that most need a paper trail are usually the messy ones made in the heat of a disagreement, exactly when nobody wants to stop and open another app. how are you seeing that play out with real teams so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> My bet is that passive AI capture just makes noise. It logs everything, so no one trusts the list. A person choosing to pin is what makes it matter. The teams who lose decisions the worst usually aren’t AI-savvy at all, the whole auto-detect-from-chat race assumes everyone already lives in AI, and most organizations don’t.<\/p>\n<p>That’s why \/pin lives inside Slack, you don’t leave the channel, and I want to add more connectors so you can capture wherever your team already works. Whether the habit sticks, I’ll only learn from real use.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that it pulls decisions straight from Slack. Honestly the “pin the why” part is what sold me, half my team’s reasoning lives in a graveyard of DMs that nobody bothers to search later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keremdbga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keremdbga<\/a> Exactly, the DM graveyard is the enemy. And the “why” is just the start: on each decision you can tag specific people, add scopes to keep things organized, set an owner who’s accountable for the call, and ask the team to align through a private vote. That last part has worked surprisingly well for remote teams, you get honest signal instead of meetings. Is your team mostly remote? That’s exactly who I built the alignment feature for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It would be great if Dcyde could automatically link related decisions when you pin a new one, so you can trace how a choice evolved over time instead of just seeing a flat list. That would make the why behind a decision much clearer months later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robersonbr32549\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robersonbr32549<\/a> Hi. It’s actually a feature in the backlog; I am glad you shared this. Out of curiosity, when you look back months later, is it usually one decision you’re hunting for, or the whole chain that led somewhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does the search actually work if I’m trying to find a decision from months ago, like can I filter by team or just keywords?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@filizaltuniu43\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filizaltuniu43<\/a> Yes, the search has a date range filter. You can filter by scope (like “Design System” or “Pricing”), by author, and by date range, and there’s keyword search across the decision and its reasoning on top<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone.<\/p>\n<p><\/p>\n<p>Did you make a decision today? Was it about work? Did it involve other people, on your team or another team? And how did you share it, if you shared it at all. Maybe Slack, maybe email, maybe you asked an AI to help you with it.<\/p>\n<p><\/p>\n<p>Most of us here are AI-savvy. But the other 99% of people out there aren’t, and they make decisions all day too. Everybody does. And those decisions need to be shared, especially inside big organizations, where they get lost the fastest. I’ve lived that and felt it for years. That’s why I built <a href=\"http:\/\/dcyde.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">dcyde.app<\/a>.<\/p>\n<p>A simple, secure, and modern shared memory for decisions.<\/p>\n<\/p>\n<p>How it works: when someone makes a decision worth sharing, they add it to a Dcyde room. Everyone in that room sees it right away. You can turn on voting to align the team, add scopes and links, and as an admin pin the important ones to the top of the feed. If you use Slack or Figma, the connectors let you add decisions straight from those tools.<\/p>\n<p><\/p>\n<p>And in an age where AI is everywhere, one deliberate choice: Dcyde doesn’t use AI to read or interpret your decisions. A person makes the call, and Dcyde just keeps it on the record, by name.<\/p>\n<p><\/p>\n<p>It’s free for your whole team, no seat limits.<\/p>\n<p><\/p>\n<p>So, did you make a decision today? How did you share it? I’d genuinely love to know.<\/p>\n<p><\/p>\n<p>Thanks for taking a look <\/p>\n<p>Alex<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5DP52VP4TXO7P6\" class=\"app-title\">PitchHighway<\/a><\/p>\n<div class=\"one-liner\">Upload any song and learn to sing it, note by note<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PitchHighway\u662f\u4e00\u6b3e\u8ba9\u7528\u6237\u4e0a\u4f20\u4efb\u610f\u6b4c\u66f2\uff0c\u901a\u8fc7\u5409\u4ed6\u82f1\u96c4\u5f0f\u7684\u5b9e\u65f6\u97f3\u51c6\u53cd\u9988\u548c\u5206\u6bb5\u7ec3\u4e60\uff0c\u5c06\u5b66\u5531\u8fc7\u7a0b\u53d8\u6210\u4e2a\u6027\u5316\u58f0\u4e50\u8bad\u7ec3\u7684\u5e94\u7528\uff0c\u89e3\u51b3\u73b0\u6709App\u5f3a\u5236\u4f7f\u7528\u66f2\u5e93\u3001\u7f3a\u4e4f\u9488\u5bf9\u6027\u7ec3\u4e60\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e468401-d1ab-4fe9-9125-6a93a023b968.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/828ff7ca-5800-4259-8171-f075f0095c4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d613bbb0-58d4-45fc-9130-64faad42c8fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/369c9cd7-7c8f-490d-8040-ffb68f5cc92f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22513cbb-2d3a-499b-88f3-86472c590302.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf915d39-6759-4cf4-a68f-1edce6ce997c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u58f0\u4e50\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u97f3\u51c6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u6b4c\u66f2\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u97f3\u9ad8\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7ec3\u58f0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5409\u4ed6\u82f1\u96c4\u5f0f<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u7ec3\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u5b9e\u65f6\u97f3\u51c6\u53cd\u9988\u548c\u6d4f\u89c8\u5668\u514d\u6ce8\u518c\u6d4b\u8bd5\u4f53\u9a8c\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a1\uff09\u4e0a\u4f20\u6b4c\u66f2\u7684\u65cb\u5f8b\u63d0\u53d6\u662f\u672c\u5730\u8fd8\u662f\u670d\u52a1\u5668\u5904\u7406\uff08\u7248\u6743\u987e\u8651\uff09\uff1b2\uff09\u8bf7\u6c42\u589e\u52a0\u53d8\u901f\u4e0d\u53d8\u8c03\u3001MIDI\/PDF\u5bfc\u51fa\u3001\u591a\u6b21\u6d4b\u8bd5\u8d8b\u52bf\u56fe\u3001\u7ec3\u4e60\u66f2\u76ee\u6807\u8bb0\u7b49\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PitchHighway\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u7ec3\u4e60\u81ea\u7531\u201d\u8fd9\u4e00\u8f6f\u808b\u2014\u2014\u591a\u6570\u58f0\u4e50App\u8981\u4e48\u5f3a\u5236\u4f7f\u7528\u66f2\u5e93\u3001\u8981\u4e48\u8f93\u51fa\u6cdb\u6cdb\u7684\u7ec3\u58f0\u66f2\uff0c\u800c\u5b83\u8ba9\u7528\u6237\u7528\u81ea\u5df1\u771f\u6b63\u60f3\u5531\u7684\u6b4c\u6765\u9a71\u52a8\u7ec3\u4e60\u95ed\u73af\u3002\u8fd9\u8bf4\u660e\u5f00\u53d1\u8005\u6df1\u523b\u7406\u89e3\u4e86\u4e00\u4e2a\u4e8b\u5b9e\uff1a\u5bf9\u4e8e\u975e\u4e13\u4e1a\u6b4c\u624b\uff0c\u52a8\u673a\u6bd4\u6280\u5de7\u66f4\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u5b58\u5728\u660e\u663e\u7684\u6280\u672f\u9690\u60a3\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u65cb\u5f8b\u63d0\u53d6\u662f\u5426\u4e0a\u4e91\u5904\u7406\u7684\u95ee\u9898\u4e0d\u4ec5\u662f\u6cd5\u5f8b\u5408\u89c4\u6f0f\u6d1e\uff0c\u66f4\u662f\u4ea7\u54c1\u627f\u8bfa\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u5982\u679c\u6f14\u5531\u58f0\u7eb9\u90fd\u672c\u5730\u5904\u7406\uff0c\u800c\u6b4c\u66f2\u97f3\u9891\u4e91\u4e0a\u4f20\u5224\u65ad\u7248\u6743\u98ce\u9669\uff0c\u7528\u6237\u4f1a\u8d28\u7591\u201c\u9690\u79c1\u201d\u53d9\u4e8b\u662f\u5426\u5b8c\u6574\u3002\u6b64\u5916\uff0c\u5b9e\u65f6\u97f3\u9ad8\u68c0\u6d4b\u5728\u6d4f\u89c8\u5668\u4e0a\u7684\u4f4e\u5ef6\u8fdf\u8868\u73b0\u867d\u4ee4\u4eba\u60ca\u559c\uff0c\u4f46\u8fd9\u4f9d\u8d56\u4e8eWeb Audio API\u7684\u652f\u6301\uff0c\u9650\u5236\u4e86\u9ad8\u7cbe\u5ea6\u8bad\u7ec3\u573a\u666f\uff08\u5982\u4e13\u4e1a\u58f0\u4e50\u5b66\u751f\uff09\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8425\u9500\u89d2\u5ea6\u770b\uff0c\u201c\u7ed9\u81ea\u5df1\u7684\u6b4c\u505a\u6e38\u620f\u5316\u8bad\u7ec3\u201d\u8fd9\u4e2a\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\uff0c\u4f46\u201c12\u4e2a\u6295\u7968\u201d\u7684\u51b7\u6de1\u53cd\u9988\u8868\u660e\uff1a\u5b83\u8fd8\u672a\u627e\u5230\u4e00\u4e2a\u80fd\u89e6\u8fbe\u5927\u4f17\u7684\u4f20\u64ad\u951a\u70b9\u3002\u76ee\u524d\u6fc0\u6d3b\u7528\u6237\u7684\u8def\u5f84\uff08\u5148\u73a9\u8303\u56f4\u6d4b\u8bd5\uff09\u8db3\u591f\u8f7b\u91cf\uff0c\u4f46\u7f3a\u4e4f\u793e\u4ea4\u5206\u4eab\u7684\u6570\u5b66\u5316\u6210\u679c\uff08\u5982\u201c\u4f60\u7684\u97f3\u57df\u8d85\u8d8a\u4e86xx%\u4eba\u201d\uff09\uff0c\u5bfc\u81f4\u7559\u5b58\u4e0e\u88c2\u53d8\u52a8\u529b\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u6280\u672f\u672c\u8eab\u2014\u2014\u672c\u5730\u97f3\u9ad8\u68c0\u6d4b\u7684\u58c1\u5792\u901a\u8fc7\u5f00\u6e90\u5e93\uff08\u5982pitchy\uff09\u5c31\u80fd\u89e3\u51b3\u2014\u2014\u800c\u5728\u5b83\u80fd\u5426\u5efa\u7acb\u201c\u6b4c\u66f2-\u7ec3\u4e60-\u6570\u636e\u201d\u7684\u95ed\u73af\uff1a\u7528\u6237\u82b1\u4e86\u65f6\u95f4\u6c89\u6d78\u5728\u81ea\u5df1\u7684\u6b4c\u91cc\uff0c\u518d\u5bfc\u51fa\u8bad\u7ec3\u6570\u636e\u4e0e\u6559\u7ec3\u5171\u4eab\uff0c\u8fd9\u624d\u662f\u4ece\u5de5\u5177\u8d70\u5411\u5e73\u53f0\u7684\u7b79\u7801\u3002\u800c\u5728\u90a3\u4e4b\u524d\uff0c\u9700\u8981\u5148\u56de\u7b54\u4e00\u4e2a\u5c16\u9510\u95ee\u9898\uff1a\u5f53\u7528\u6237\u82b1\u4e8610\u5206\u949f\u7ec3\u4e60\u4e00\u9996\u65b0\u6b4c\u540e\uff0c\u4ea7\u54c1\u80fd\u7ed9\u4ed6\u4ec0\u4e48\u4e0d\u53ef\u66ff\u4ee3\u7684\u77ed\u671f\u53cd\u9988\uff1f\u201c\u97f3\u51c6\u53d8\u597d\u4e86\u201d\u592a\u62bd\u8c61\uff0c\u4e0d\u5982\u544a\u8bc9\u4ed6\u5728\u54ea\u4e00\u79d2\u7684\u8dd1\u8c03\u7387\u4e0b\u964d\u4e8630%\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PitchHighway<\/span>\n <\/div>\n<div class=\"comment-content\">Upload any song and PitchHighway turns it into a personalized singing journey \u2014 warmups in the song’s key, range drills, and phrase-by-phrase practice with real-time pitch feedback, like Guitar Hero for your voice. Try the free range test in your browser.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Solo maker here. PitchHighway \ud83c\udfb5 started from a small personal habit: every morning I sing for about 15 minutes. Not because I’m a good singer \u2014 just because it relaxes me and sets up my day. Later I found there’s actual science behind that feeling (singing stimulates the vagus nerve, which calms your nervous system), and it stopped feeling like a so-so habit and started feeling like something worth building around.<\/p>\n<p>But here’s what bugged me: every singing app wanted me to do random exercises or pick from their catalog. I just wanted to sing my songs \u2014 and get some honest feedback that I wasn’t butchering them, plus a way to actually get better at them.<\/p>\n<p>So I built PitchHighway. You upload any song, and it:<\/p>\n<p>Extracts the vocal melody and turns it into a “highway” \u2014 you see the notes coming and your own pitch in real time, Guitar Hero style<\/p>\n<p>Builds a practice journey around that song \u2014 warmups in the song’s key, range drills, phrase-by-phrase practice<\/p>\n<p>Runs pitch detection on-device, so it works in real time and your voice never leaves your phone<br \/>\nIf you want to try something in 10 seconds without signing up, test your vocal range in the browser: pitchhighway.com\/voice-range \u2014 I’d love to hear what you get.<\/p>\n<p>I built everything myself \u2014 the iOS app, the audio pipeline, the web version \u2014 so I’m here all day and genuinely want your feedback: on the product, the idea, or your own morning-singing rituals. \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the on-device pitch detection makes sense for privacy on your own voice, but curious about the song side – when someone uploads a commercial track to extract the melody, does that audio get processed on a server to pull out the vocal line, or is the melody extraction also happening locally? seems like the copyrighted song itself is the part more likely to need to leave the phone, separate from your own singing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how the warmups are already in the song’s key, that small detail shows you actually thought about the practice flow instead of just bolting pitch detection onto a generic app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the range test worked right in my browser with no signup, and seeing my pitch land on the note highway in real time was weirdly satisfying. would love to see song warmups beyond just drills.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the real-time pitch feedback actually work through the mic in a regular browser tab, or do I need to download something for low latency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Played around with the free range test and the Guitar Hero-style feedback is genuinely satisfying, makes it way easier to see where I’m flat. Surprised how smooth the pitch detection felt in the browser without any setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the Guitar Hero angle for singers, this could really make practice stick. One thing I’d want is the ability to export a session as a MIDI or PDF practice sheet so I can review my pitch accuracy offline or share it with my vocal coach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love a way to save multiple range tests over time and see the trend in a simple graph, super motivating to actually watch my range expand song by song. Also maybe tag which songs tripped me up so I can circle back to them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to upload a song and have it figure out the key and break it into phrase-by-phrase practice is honestly such a smart idea, would have saved me so much time with my vocal coach. One thing that would make it even better is if you could slow down tricky sections without changing the pitch, similar to how some guitar tab apps let you loop a riff. That way you could actually nail the runs before speeding back up to the original tempo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if 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this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n 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document.body.style.overflow = \"auto\";\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n modal.addEventListener('touchstart', function(e) {\n if (e.target === modal) {\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }\n }, { passive: true });\n }<\/p>\n<p> \/\/ \u6309ESC\u952e\u5173\u95ed\u6a21\u6001\u6846\n document.addEventListener('keydown', function(event) {\n if (event.key === 'Escape' && modal.style.display === 'block') {\n modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ 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commentsContainer.classList.contains('comments-container')) {\n commentsContainer.classList.toggle('open');\n }\n });\n });\n<\/script><\/p>\n<p><\/body><br \/>\n<\/html><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-07-12 PH\u70ed\u699c | 2026-07-12 #1 Miora […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"template-clean-canvas.php","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-280","post","type-post","status-publish","format-standard","hentry","category-producthunt"],"_links":{"self":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/280","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/comments?post=280"}],"version-history":[{"count":0,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/posts\/280\/revisions"}],"wp:attachment":[{"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/media?parent=280"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/categories?post=280"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ph.listeningo.cn\/index.php\/wp-json\/wp\/v2\/tags?post=280"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":280,"date":"2026-07-13T12:03:40","date_gmt":"2026-07-13T04:03:40","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/07\/13\/2026-07-12\/"},"modified":"2026-07-13T12:03:40","modified_gmt":"2026-07-13T04:03:40","slug":"2026-07-12","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/07\/13\/2026-07-12\/","title":{"rendered":"PH\u70ed\u699c | 2026-07-12"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-07-12<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-07-12<\/h1>\n<p> <\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IZSZX2A4YB4GZE\" class=\"app-title\">Miora<\/a><\/p>\n<div class=\"one-liner\">Scale your creativity on editable canvas with agent memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">517<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Miora\u662f\u4e00\u4e2a\u5177\u5907\u201c\u8bb0\u5fc6\u201d\u80fd\u529b\u7684AI\u521b\u610f\u5de5\u4f5c\u5ba4\uff0c\u901a\u8fc7\u53ef\u7f16\u8f91\u753b\u5e03\u8ba9\u4e2a\u4eba\u521b\u4f5c\u8005\u4ece\u4e00\u4e2a\u60f3\u6cd5\u51fa\u53d1\uff0c\u81ea\u52a8\u751f\u6210\u5e76\u8de8\u6a21\u6001\u534f\u8c03\u811a\u672c\u3001\u89c6\u9891\u3001UI\u30013D\u7b49\u54c1\u724c\u8d44\u4ea7\uff0c\u5f7b\u5e95\u89e3\u51b3AI\u5de5\u5177\u4e4b\u95f4\u201c\u6bcf\u6b21\u90fd\u8981\u91cd\u65b0\u6559\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/549926bb-a831-438c-bc3f-413808b112d2.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a9de133-7b64-4f7f-9330-07e1a0832db7.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6619b644-0dbc-4c66-830d-dc7b3ee112ce.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39e086b2-b1de-4ea1-8eee-841872ed0a9c.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c82a8b11-36ab-4045-af79-f2ee81185aa5.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/afcbc57c-59cf-4262-b521-284292d25e60.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b876fd3-dfe3-4422-a3cc-c2cc8dabfb70.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35646a3c-2923-4114-8aa2-bae9b11700a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/4e1d97a0-2b98-4482-93d6-dc9147eb8008.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=9U_LlFV8pVI\"><source src=\"https:\/\/www.youtube.com\/watch?v=9U_LlFV8pVI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u610f\u5de5\u4f5c\u5ba4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u8f91\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u98ce\u683c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9AI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u53ef\u7f16\u8f91\u8bb0\u5fc6\u201d\u548c\u201c\u6280\u80fd\u590d\u7528\u201d\u662f\u6838\u5fc3\u7ade\u4e89\u529b\uff0c\u540c\u65f6\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u591a\u6a21\u578b\u95f4\u7684\u4e00\u81f4\u6027\u5982\u4f55\u4fdd\u8bc1\uff1b\u751f\u6210\u6d41\u7a0b\u662f\u5426\u53ef\u8ffd\u6eaf\u3001\u53ef\u8c03\u8bd5\uff1b\u8bb0\u5fc6\u4e0e\u6280\u80fd\u7684\u8303\u56f4\uff08\u5168\u5c40\/\u9879\u76ee\uff09\u53ca\u5171\u4eab\u673a\u5236\uff1b\u951a\u70b9\u4fee\u6539\u540e\u4e0b\u6e38\u8d44\u4ea7\u5982\u4f55\u5904\u7406\uff1b\u4ee5\u53ca\u662f\u5426\u652f\u6301\u5ba2\u6237\u7aef\u6f14\u793a\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Miora\u5728\u8fd9\u573aProduct Hunt\u7684\u53d1\u5e03\u4e2d\uff0c\u6295\u4e2d\u4e86AI\u521b\u610f\u5de5\u5177\u9886\u57df\u4e00\u4e2a\u771f\u5b9e\u7684\u201c\u9690\u75db\u201d\uff1a**\u751f\u6210\u53d8\u5bb9\u6613\u4e86\uff0c\u4f46\u4e00\u81f4\u6027\u4e0e\u4e0a\u4e0b\u6587\u7ba1\u7406\u6210\u4e86\u65b0\u5730\u72f1\u3002**\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u201c\u53c8\u4e00\u6b3eAI\u56fe\u50cf\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8bb0\u5fc6\u201d\u4e0e\u201c\u7f16\u8f91\u6027\u201d\u7684\u7ed3\u5408\u3002\u672c\u8d28\u4e0a\uff0cMiora\u8bd5\u56fe\u89e3\u51b3\u7684\u662f\u4ece\u201c\u5355\u6b21\u751f\u6210\u201d\u5230\u201c\u8fde\u7eed\u521b\u4f5c\u201d\u7684\u8303\u5f0f\u8dc3\u8fc1\u3002\u7edd\u5927\u591a\u6570AI\u5de5\u5177\u4ecd\u662f\u201c\u65e0\u72b6\u6001\u201d\u7684\u2014\u2014\u4f60\u6bcf\u6b21\u6253\u5f00\u90fd\u5728\u6559\u5b66\uff0c\u54c1\u724c\u89c4\u5219\u3001\u98ce\u683c\u504f\u597d\u3001\u9879\u76ee\u4e0a\u4e0b\u6587\u88ab\u4e00\u6b21\u6b21\u629b\u5f03\u3002Miora\u7684Agent Memory\u548c\u53ef\u590d\u7528Skill\uff0c\u662f\u5c06\u201c\u4e0a\u4e0b\u6587\u201d\u4ece\u7528\u6237\u7aef\u8f6c\u79fb\u5230\u4e86\u5de5\u5177\u7aef\uff0c\u8fd9\u7684\u786e\u662f\u7ed3\u6784\u6027\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8981\u6ce8\u610f\uff0c\u8fd9\u4e2a\u4ef7\u503c\u80fd\u5426\u5151\u73b0\uff0c\u53d6\u51b3\u4e8e\u51e0\u4e2a\u5173\u952e\u8282\u70b9\u3002\u8bc4\u8bba\u4e2d\u4e13\u4e1a\u7528\u6237\u63d0\u51fa\u7684\u201c\u6d41\u7a0b\u53ef\u8ffd\u6eaf\u6027\u201d\u548c\u201c\u951a\u70b9\u53d8\u66f4\u7684\u4f20\u64ad\u7b56\u7565\u201d\u76f4\u6307\u8981\u5bb3\u2014\u2014\u5982\u679c\u8bb0\u5fc6\u6210\u4e3a\u9ed1\u7bb1\uff0c\u5b83\u5f88\u5feb\u5c31\u4f1a\u4ece\u52a9\u624b\u53d8\u6210\u7eca\u811a\u77f3\uff1b\u5982\u679c\u4e0b\u6e38\u8d44\u4ea7\u5fc5\u987b\u5168\u624b\u52a8\u91cd\u505a\uff0c\u6240\u8c13\u7684\u201c\u4e00\u81f4\u6027\u201d\u5c31\u6210\u4e86\u7cbe\u81f4\u7684\u8c0e\u8a00\u3002Miora\u76ee\u524d\u7684\u56de\u5e94\u662f\u201c\u667a\u80fd\u534f\u540c\u201d\u800c\u975e\u201c\u81ea\u52a8\u51b2\u6389\u6240\u6709\u4e0b\u6e38\u201d\uff0c\u8fd9\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u6267\u884c\u96be\u5ea6\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u88ab\u9ad8\u4f30\u7684\u98ce\u9669\u662f\u201c\u53ef\u7f16\u8f91\u753b\u5e03\u201d\u3002\u591a\u6a21\u6001asset\u5171\u5904\u4e00\u5ba4\uff0c\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u8fd9\u5b9e\u9645\u4e0a\u662f\u5728\u6311\u6218Adobe\u548cFigma\u751f\u6001\u7684\u62a4\u57ce\u6cb3\u3002Miora\u76ee\u524d\u7684\u5b9a\u4f4d\u662f\u201c\u4e0a\u6e38\u751f\u6210\u67a2\u7ebd\u201d\uff0c\u627f\u8ba4\u8d44\u4ea7\u5fc5\u987b\u5bfc\u51fa\u5230\u4f20\u7edf\u5de5\u5177\u505a\u6700\u7ec8\u7f16\u8f91\uff0c\u8fd9\u662f\u52a1\u5b9e\u7684\u59a5\u534f\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5b83\u96be\u4ee5\u6210\u4e3a\u521b\u4f5c\u7684\u7ec8\u70b9\u7ad9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u806a\u660e\u7684\u4e00\u6b65\u662fSkill\u4f5c\u4e3a\u53ef\u5171\u4eab\u7684SOP\uff08\u6807\u51c6\u4f5c\u4e1a\u7a0b\u5e8f\uff09\uff0c\u800c\u975e\u6301\u7eed\u6f02\u79fb\u7684\u8bb0\u5fc6\u3002\u8fd9\u533a\u5206\u4e86\u201c\u5de5\u5177\u4e2a\u4eba\u5316\u201d\u548c\u201c\u56e2\u961f\u534f\u4f5c\u201d\u4e24\u4e2a\u573a\u666f\uff0c\u5e76\u4e14\u5de7\u5999\u5730\u907f\u5f00\u4e86AI\u6a21\u578b\u201c\u98ce\u683c\u6f02\u79fb\u201d\u8fd9\u4e2a\u9489\u5b50\u3002\n <\/p>\n<p class=\"ai-content\">\n **\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aMiora\u4e0d\u662f\u53c8\u4e00\u4e2a\u751f\u6210\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u521b\u4f5c\u4f34\u4fa3\u201d\u7684\u7cfb\u7edf\u7ea7\u5c1d\u8bd5\u3002\u5b83\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u8bb0\u5fc6\u7684\u900f\u660e\u6027\u3001\u6d41\u7a0b\u7684\u53ef\u8c03\u8bd5\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u751f\u6210\u201d\u4e0e\u201c\u63a7\u5236\u201d\u4e4b\u95f4\u627e\u5230\u771f\u6b63\u7684\u5e73\u8861\u70b9\u3002**\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Miora<\/span>\n <\/div>\n<div class=\"comment-content\">Not another AI image tool. Miora is an Agentic Creative Studio with Memory. Bring one idea, generate multimodal assets on one editable canvas, turn auto-built memory into a reusable Skill, then create more, always true to your taste. One person, a whole creative studio.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m part of the team that built Miora.<\/p>\n<\/p>\n<p>The way we create is going through a paradigm shift. AI changed what a single step can do, but the work is still scattered across tools, and you’re teaching it your preferences from scratch every time.<\/p>\n<\/p>\n<p><strong>So we built Miora, an Agentic Creative Studio with Memory. <\/strong>Give it one brief, and it autonomously orchestrates a team of AI Specialists, delivering a full campaign asset pack in one go, from script, storyboard and video to UI\/UX, illustration, 3D and brand systems, always true to your taste.<\/p>\n<\/p>\n<p><strong>Why Miora is different:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Agent Memory<\/strong>: your brand, style, rules and taboos build up automatically, and stay fully editable. The first brief generates; every one after continues from where you left off.<\/p>\n<\/li>\n<li>\n<p><strong>Multimodal on one canvas<\/strong>: image, video, UI and 3D live together, not scattered across tabs.<\/p>\n<\/li>\n<li>\n<p><strong>Everything stays editable<\/strong>: Edit Text, Selection Edit, or just say the change in plain words.<\/p>\n<\/li>\n<li>\n<p><strong>Skills you own<\/strong>: save a workflow as your own Skill. Reuse it, share it, never rebuild from scratch.<\/p>\n<\/li>\n<\/ul>\n<p>Memory is the part we most want to dig into. As you work, Miora quietly remembers your style and each project’s rules, and it’s no black box: you can view, edit and add to any of it. So the first brief generates; every one after is continuous creation built on your context. The deeper you go, the more it gets you.<\/p>\n<\/p>\n<p><strong>Here’s how it works:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Pick a Skill, drop a brief<\/strong>: no prompt gymnastics, just say what you need.<\/p>\n<\/li>\n<li>\n<p><strong>Meet your hero in an editable canvas:<\/strong> one brief becomes a fully-designed character, and every element stays editable: select anything, describe the change in plain words.<\/p>\n<\/li>\n<li>\n<p><strong>Expand into a full multimodal world:<\/strong> that one character fans out into video, game UI, 3D, skins and merch, all one consistent IP, all on a single canvas.<\/p>\n<\/li>\n<li>\n<p><strong>Turn the memory into your own Skill<\/strong>: Miora remembers your rules, taste and taboos, then packs the whole workflow into a Skill you reuse and share.<\/p>\n<\/li>\n<\/ol>\n<p>We believe creation is shifting from “people operating tools” to “creating alongside Agents.” Your role changes from executor to director. From a single idea to a batch of deliverable work \u2014 that’s the distance Miora wants to close.<\/p>\n<\/p>\n<p>To celebrate our launch, every new account gets 1,000 free credits to start creating right away.<\/p>\n<\/p>\n<p>Try it \u2192 <a href=\"http:\/\/miora.design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">miora.design<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> Congrats on launching Miora! The part that stood out for me was the problem – teaching a tool your preferences from scratch every time is a tax people are paying with AI creative tools right now. <\/p>\n<\/p>\n<p>Memory is what Miora’s all about – that’s the kind of differentiator most tools would love to have, and it’s currently buried under the deliverables.<\/p>\n<\/p>\n<p>Who do you picture opening this first – an agency creative director, or a solo brand builder?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@zack good to hear. the reason i ask about specialist visibility specifically is that when the pipeline gets faster, review debt piles up faster too. teams reviewing 40 assets a week can’t debug what went wrong without knowing which agent decided what. curious what the roadmap looks like for that part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>This looks insanely useful. Jumping between tabs and constantly re-prompting my style rules is the worst part of my workflow right now. Having an agent that actually remembers previous briefs is huge. Gonna go use my free credits now. Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey cool this treats memory as something you can inspect and edit rather than a black box the model manages on its own. A lot of “personalization” in AI tools happens invisibly, so letting someone add or remove a specific rule changes the trust relationship with the tool in a big way for sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> Appreciate that. We kept feeling that “trust me, the AI remembers” wasn’t enough. If memory affects the output, people should be able to inspect it, edit it, and decide what stays.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> You put it really well. The trust relationship changes when memory is inspectable and editable. Miora can organize memory automatically in the background, but users should be able to see what it learned, remove what\u2019s wrong, and add specific rules when needed. Memory should feel like a creative system you own, not a black box.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> Such an insightful comment, Uddipta! “Trust” is such a crucial word for us. We strongly believe that true creative tools shouldn’t require blind faith in a black box. We designed Miora to earn your trust not just through a hands-on, transparent working mode on the canvas, but also through consistent reliability when executing your specific vision. Letting you inspect, tweak, and own those rules is the only way to build a real partnership with the AI rather than just fighting against it. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the direction you’re taking . The idea of AI remembering my creative preferences instead of starting from zero every session feels like a much bigger leap than just generating another image.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felix_harper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix_harper<\/a> That’s the shift we’re excited about too.<\/p>\n<p>For a lot of creative work, the real cost isn’t generating the asset. It’s re-explaining the context, preferences, and decisions every single time.<\/p>\n<p>We’re hoping Miora can become something that grows alongside the creator, instead of resetting back to zero every session.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felix_harper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix_harper<\/a> Exactly. The goal is for Miora to build on what you have already made and decided, instead of making you repeat your taste, references, and constraints every time. like a teammate<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@felix_harper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix_harper<\/a> btw<br \/>That has been one of the strongest reactions from our beta users: after working with Miora\u2019s Agent for a while, they do not want to go back to one-shot generation tools that make them start over every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the most interesting launches today, especially the anchor-node idea. Wondering…you approve a core key visual, branch video, UI and 3D off it, then perhaps realize the anchor was slightly wrong…Does fixing the anchor re-propagate to everything downstream? Is each child a manual redo? Great work anyway!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Great question! Updating the anchor doesn’t automatically redo everything. The new direction can be saved into Miora’s memory, and creators can choose which downstream assets they want to regenerate.<\/p>\n<p>We believe creative teams should stay in control \u2014 sometimes you want the whole system to evolve, and sometimes you only want to adjust one branch~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks for the kind words and the brilliant question, Art! The short answer is that we deliberately avoid forced auto-propagation. Miora is designed as a fluid canvas rather than a rigid, top-down workflow tool. There isn’t a strict “downstream”\u2014you can use node A to generate node B, and then actually use B to iterate back on A. We built it this way because we strongly believe that in the age of AI generation, the “human touch” found in step-by-step fine-tuning and curation is more precious than ever. Blindly auto-updating child nodes often destroys those intentional creative choices. However, if you do want that automated pipeline effect for a specific task, you can easily save your mature process as a reusable Skill!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> You touched on a really important point. Miora isn\u2019t designed as a traditional node-based workflow where changing one upstream node mechanically re-runs everything downstream.<\/p>\n<\/p>\n<p>The anchor is more like a shared creative direction: the approved intent, visual logic, references, and decisions behind the work. If you later realize the anchor is slightly wrong, you can update that direction, and the agent can help carry the correction into related assets across video, UI, or 3D.<\/p>\n<\/p>\n<p>The goal is not automatic destructive re-propagation, but intelligent revision. The agent should understand what changed, what needs to be adjusted, and what can stay intact, more like working with a creative teammate than operating a pipeline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried Miora this morning and the memory turning into a reusable Skill thing actually worked, my color choices carried over to a totally different asset without me redoing anything. The editable canvas feels way less chaotic than juggling tabs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cnurettin33910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cnurettin33910<\/a> Thanks so much for trying Miora and sharing this!<\/p>\n<p>This is exactly what we\u2019re building toward and really glad the Skills and editable Canvas are helping make your workflow smoother. <\/p>\n<p>Would love to see what you create with Miora and hear any feedback as you keep exploring!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cnurettin33910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cnurettin33910<\/a> Thanks so much for trying Miora out, Nurettin! We strongly believe that maintaining context shouldn’t require manual copy-pasting, and organizing thoughts shouldn’t feel like a tab-management simulator. Really glad to hear the canvas is bringing some visual sanity back to your creative process!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cnurettin33910\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cnurettin33910<\/a> This is exactly what we heard a lot during our beta. Once people use Miora for a while, it becomes hard to go back to one-off generation or node-based workflows.<\/p>\n<\/p>\n<p>The value really shows up when creative decisions start carrying across assets naturally: colors, style choices, brand rules, references, approved directions. You spend less time rebuilding context and more time actually shaping the work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the memory-as-editable-rules approach is the right call, most “AI remembers your style” tools hide it as a black box you can’t inspect or correct. being able to literally add\/remove a rule and see it apply next generation is a much more trustworthy pitch for studio use than “the AI just gets you” marketing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Couldn’t agree more. Especially for teams, editable memory feels much more useful than magical memory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Really appreciate that! <\/p>\n<p>We think creative teams need more control, not just “trust the AI.” Making memory editable means it’s easier to refine, share, and keep everyone aligned instead of hoping the model remembers the right things~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Spot on, Omri! This touches exactly on a major pain point we observed in real creative workflows.<\/p>\n<p>Memory is fantastic, right up until the moment you need to pivot. In actual production, there are always times when you have to partially or completely scrap a previous style and take a new direction. In those situations, a “magical” black-box memory becomes a nightmare\u2014it stubbornly drags you back to the old context, and you end up fighting against the tool.<\/p>\n<p>By making memory explicit and editable, creators can literally just delete or toggle off the outdated rules. You keep the foundation that still works, and toss the rest. Really appreciate you highlighting this practical difference!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>agent memory that builds up your brand’s taboos automatically is exactly the piece every creative team has been re-teaching AI tools weekly. one persistent brand doc miora actually reads is the win.<\/p>\n<\/p>\n<p>real q: is the specialist chain visible when an asset ships? like can i see “script agent to storyboard agent to illustration agent” with what each contributed? asking because when brand teams review, they want to point at the specific step that went wrong, not the whole pipeline.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Great question! That’s actually a direction we’re really excited about.<\/p>\n<p>Today in Miora’s Free Canvas, you can see assets evolve step by step and jump in to edit any part of the process directly on the canvas, so creation feels collaborative rather than like a black box.<\/p>\n<p>You’re also not locked into a fixed workflow, you can decide which specialist handles which task and shape the process as you go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Right now you can already see what each specialist is doing in the conversation and follow how assets evolve on the canvas.<\/p>\n<p>So if something breaks, you can usually tell where it broke.<\/p>\n<p>The more explicit review workflow you’re describing for brand teams isn’t there yet, but honestly that framing is kind of brilliant \ud83d\ude04<\/p>\n<p><em>“Don’t blame the whole pipeline, point to the step that broke”<\/em> is probably a better way to describe the problem than we’ve been doing internally.<\/p>\n<p>Mind if we steal that? Would love to keep you posted as we build toward it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Because a real Agent is handling the task, you don\u2019t need to worry about the process being hidden. Unlike traditional pipelines or workflows, you can freely direct the Agent or ask questions to get exactly what you need\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A full campaign pack from one brief sounds powerful. How does the agent maintain consistency when assets are produced by different underlying models for image, video, UI, and 3D?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Yeah this was the thing that kept us up honestly. The trick is the consistency doesn’t live in the models, it lives one layer above them. Whatever you upload (your product, palette, the rules) gets pinned in memory and pushed into every step as hard constraints, so it doesn’t matter if it’s the image model or the video one doing the work, they’re all drawing from the same anchor. Otherwise, you just get 5 pretty assets that look like 5 different brands<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Building on Sherina’s point about the memory anchor, this is exactly why we don’t just generate everything simultaneously in a black box. The workflow in Miora usually starts with establishing a strong core asset\u2014like a key visual or character design. Once you approve that node, its specific stylistic DNA gets locked into the agent’s memory. When you then branch out to generate a video or a 3D object, the agent isn’t starting from scratch; it’s explicitly referencing that approved anchor node. The underlying models might be different, but they are all forced to obey the same master reference you established.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luke_pioneero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luke_pioneero<\/a> Great question. The key is that consistency lives above the individual models. The agent keeps the approved direction, character traits, references, and design rules as shared context, then adapts them for image, video, UI, or 3D generation.<\/p>\n<\/p>\n<p>Different models may produce the assets, but the agent is carrying the same creative intent across them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> pretty interesting, and potent to see Tencent behind this!<\/p>\n<\/p>\n<p>One nit \u2014 when I tried to “polish my prompt”, it translated it to Chinese!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37152def-d752-4777-9c4d-acdd3ee72694.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sherina_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherina_chen<\/a> also, when verifying the video settings, I couldn’t figure out how to alter them. I could either Confirm or Deny or “type additional requirements”, but typing them didn’t seem to make a difference.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/576edd78-73b3-4c23-b238-81cd87fb345e.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The editable Agent Memory holding a brand’s rules and taboos is more useful to me than one-shot generators that forget my taste every brief. Day-one question: is that taste memory one global profile, or scoped per project so a client brand’s rules don’t bleed into my personal work? And when I save a workflow as a Skill I “own,” can I export it or hand it to a teammate outside Miora, or does reuse only happen inside my own account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> You\u2019ve landed on exactly the problem we designed for. Miora has two kinds of memory:<\/p>\n<p>Personal memory lives with your account and can carry context across projects. Project memory stays inside that project, so it can hold a client\u2019s brand rules, taboos, key decisions, and progress without bleeding into your personal work.<\/p>\n<p>Skills are not limited to your own account. You can use them yourself, download and share them with teammates, or publish them to the marketplace for other creators to use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> Memory is just the one of many exciting features coming to Miora. We\u2019re rethinking creative generation around a true Agent, with the goal of transforming how people create while dramatically lowering the barrier to entry. Much more is coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the memory-into-Skill part is the interesting bit for me – if my taste shifts mid-project, does the skill drift with new edits or does it lock in from the first few briefs and need a manual reset?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> To clarify, a Skill in Miora functions as a shareable SOP rather than a continuously evolving memory. It doesn’t automatically drift in the background as you continue to edit, nor is it rigidly locked to your very first brief. Instead, it acts as a snapshot. When you finally decide to save a process into a Skill, the system looks at your entire workflow and summarizes the final, matured style you landed on at that exact moment. If your taste shifts again later in the project, you would simply save that new, updated process as a fresh Skill.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> That\u2019s a really sharp question. The distinction is deliberate: Skills stay fixed, so they do not quietly drift as your taste changes. If you want to update one, you can ask Miora to revise it, but that is an intentional change.<\/p>\n<p>Memory is different. It can evolve with the current context and your history, correcting itself as it learns more about your preferences. You can also edit it directly whenever you want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Memory and skills is just the one of many exciting features coming to Miora. We\u2019re rethinking creative generation around a true Agent, with the goal of transforming how people create while dramatically lowering the barrier to entry. Much more is coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>when you share a Skill with a teammate, does the anchor\/memory baked into it travel with it, or does it need re-anchoring against their own account’s memory first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> That is a great technical question! To clarify, a Skill in Miora operates much like skills in other AI agent products\u2014it is completely stateless. The baked memory and specific anchor nodes do not travel with it. Instead, a Skill is designed to summarize your process and capture your workflow, essentially acting as a SOP. When you share it with a teammate, you are sharing the exact recipe, which they will then apply to their own specific anchors and canvas memory.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i like the vision of replacing scattered creative tools with one workspace. How will exported projects stay editable later? Saving flexible project files could give creators more confidence. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajveer_raj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_raj<\/a> That is a very fair point about building creator confidence. Right now, while you cannot export the entire Miora workspace as a single offline project file, we’ve made absolutely sure that no creative asset is ever locked in. You can export every single piece of content you generate on the canvas\u2014whether that’s images, videos, UI components, or 3D models\u2014in standard industry formats.<\/p>\n<p>Our current philosophy is to make Miora the ultimate upstream generation hub where you nail down the vision, giving you the freedom to pull all those individual assets into your traditional downstream software for any final, structural editing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajveer_raj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_raj<\/a> <\/p>\n<p>Every asset on the canvas exports in standard formats, whether that’s images, videos, UI files, or 3D assets, so nothing gets trapped in a proprietary format.<\/p>\n<p>Projects can also be shared via link, making it easy for collaborators and stakeholders to revisit the full context of the work, not just the final outputs.<\/p>\n<p>We think creators should own their work, not the tool that helped create it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajveer_raj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajveer_raj<\/a> Good point. All assets created in Miora can be exported, and keeping projects editable over time is important to us. We\u2019d love for you to try it and share what else you\u2019d need to feel confident using Miora as your long-term creative workspace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Many tools can generate variations. Fewer can remember why a direction was approved and carry it into another medium<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jody_l_wyatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jody_l_wyatt<\/a> That’s exactly the problem we’re interested in. Generating options is getting easier fast. Remembering why a decision was made feels much harder and much more valuable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jody_l_wyatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jody_l_wyatt<\/a> Totally agree. The hard part isn’t creating more options, it’s maintaining creative consistency and delivering reliable, aligned outputs over time. That’s something we’ve been thinking deeply about, and it’s the kind of creative memory we’re building with Miora.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jody_l_wyatt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jody_l_wyatt<\/a> Spot on, Jody! You\u2019ve highlighted exactly why the traditional linear chat interface often fails real creative work. When you try to iterate inside a chat box, the AI tends to get stuck in a rut, getting progressively worse as you give it more feedback, and you can’t even roll back to a previous good version. That\u2019s why we built Miora on an infinite canvas\u2014it lets you freely branch, compare, and merge different nodes. When you finally approve a specific direction, our memory layer captures the exact WHY behind your choice, acting as a stable anchor that carries that approved style seamlessly into other mediums like video or UI without losing the essence along the way.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I would love a presentation mode that turns selected canvas nodes into a clean client review flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> Love this idea. A lot of creative work ends with client review anyway, so having a cleaner way to present selected parts of the process makes a lot of sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jocky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jocky<\/a> Great suggestion, Jocky! Bridging the gap between the creative process and client deliverables is exactly the kind of professional workflow we want to support. Turning curated canvas nodes into a streamlined presentation makes total sense for agency and studio use cases. Really appreciate you sharing this, it gives us a great direction to explore!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I would start with a deliberately difficult brief involving one character across illustration, UI, motion, and 3D to see how well the memory carries the identity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Haha that’s exactly the kind of brief we’d want people to throw at it. Curious what you’d think after trying it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carlvert\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlvert<\/a> Thanks! That\u2019s actually a great stress test. Keeping one character\u2019s identity consistent across illustration, UI, motion, and 3D is exactly the kind of challenge we want to tackle. Would love to see what you create with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that memory is not presented as magic. Being able to inspect, edit, and add rules makes it feel more like a creative system the user owns instead of hidden personalization controlled by the model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orman_canida\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orman_canida<\/a> This is exactly how we think about it. Every rule in memory is visible and editable \u2014 you can add “always keep this brand color,” remove something that’s drifting, or correct how it reads your style. It’s a creative system you steer, not hidden personalization you inherit. Appreciate you calling that out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orman_canida\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orman_canida<\/a> Exactly. The biggest problem with “magical” black-box memory is that it actually works against you when you need to change directions.<\/p>\n<p>In real studio production, you frequently need to partially or completely overturn a previous design. An invisible memory will just keep interfering and messing with your new concepts. Making memory editable means you can instantly clear out the old rules and pivot without fighting the AI. Thanks for seeing exactly what we were aiming for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orman_canida\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orman_canida<\/a> Yes! We don\u2019t want memory to feel like hidden magic. In Miora, memory is organized automatically in the background, almost like how the brain consolidates thoughts while dreaming at night.<\/p>\n<\/p>\n<p>But the important part is ownership. Users should be able to inspect it, edit it, add rules, or correct the agent when needed. Creative memory should be something the user can shape, not something silently controlled by the model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! Turning learned creative preferences into reusable Skills is a smart idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! yeah that’s the part I’m personally most excited about. The thing you used to re-explain every single time just… becomes a Skill you reuse. Feels obvious in hindsight but it took a while to get there<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks! Really glad that resonated with you~<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sandy_liusy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sandy_liusy<\/a> Thanks Sandy! Exactly. We hope Skills and memory can go beyond reusable instructions and become a way for the Agent to truly learn how you create. The more you work together, the less you need to explain yourself again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see a small brand team using this to turn one launch brief into key visuals, social cuts, landing-page concepts, and merch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For me, other products require a series of preparations each time a project is recreated, and it’s necessary to maintain the style without any changes in every step. miora helped me solve this problem!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For event marketing, one brief could become stage graphics, social assets, badges, 3D booth concepts, and recap visuals.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! One canvas for UI, video, image, and 3D sounds incredibly satisfying.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Thank you! That feeling of having everything live on one canvas instead of jumping between five different tools was exactly what we were chasing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The editable-canvas approach makes this feel much closer to real creative work. Congrats on shipping!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Memory is the most interesting part to me. Can users see why a particular memory was recalled for a generation and remove it from that run without deleting it permanently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@s_cen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@s_cen<\/a> In Miora, memory isn’t hidden away in a black box. We separate personal memory from project memory, and both are visible and editable by the user.<\/p>\n<p>You can also turn memory off entirely when you want to work from a clean slate.<\/p>\n<p>The “why was this memory recalled for this generation?” part is a fascinating direction though. The moment AI starts having memory, it probably also needs receipts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How granular is Selection Edit? Could I change a character’s jacket while preserving pose, lighting, and identity?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Miora decide which memories are worth keeping, and can users approve them before they affect future work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see product designers using this to align marketing visuals with the UI language of a new feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lily_liu8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lily_liu8<\/a> Exactly. One of the early use cases we kept seeing was teams trying to make sure the product UI and the launch visuals felt like they belonged to the same story.<\/p>\n<p>Turns out consistency is easy to say and surprisingly hard to maintain<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The project-vs-personal memory split is what sells this for me \u2014 as an indie dev I’m always making promo art and covers for my own app, and the visual language has to stay consistent, which black-box “AI remembers your taste” tools always drift on. Saving that as an editable Skill I reuse per project is the part I’d actually use. When you share a Skill, does it carry its memory rules with it, or just the workflow steps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lennoxbeflying\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lennoxbeflying<\/a> You are exactly the kind of creator we had in mind when we split project memory from personal memory.<\/p>\n<p>The idea is that a shared Skill carries the workflow and the intent behind it, while each creator still brings their own context and references into the project.<\/p>\n<p>So if your Skill says “keep the playful illustration style, the soft gradients, and the visual language from Project X”, those rules travel with the Skill. The personal history behind why you like those choices stays yours.<\/p>\n<p>We like to think of it as sharing the recipe and the taste profile, not your entire kitchen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Zack Lee that explicit-correction model makes sense, but it puts the burden on the user to remember to say something every time their taste shifts. realistically most people won’t bother until the drift is annoying enough to notice. is there any passive signal you use, like consistently editing away from what a rule suggests, that nudges Miora to flag “hey, this rule might be stale” instead of waiting for an explicit override?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> That\u2019s a great point. Memory system looks at the user\u2019s current input and weighs both strong and weak signals when deciding whether to add or update a memory. An explicit correction carries more weight, while smaller signals can indicate that a preference may be shifting.<\/p>\n<\/p>\n<p>We\u2019ll keep refining how Miora interprets those signals based on user feedback. If you notice situations where it reacts too strongly or misses a change, we\u2019d love to hear about them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Creative consistency is usually lost in the handoffs: key visual to motion, motion to social, social to product UI. Putting those assets on one canvas with shared memory could remove a lot of repeated explanation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mingyouagi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mingyouagi<\/a> Exactly, and it is more than putting the assets on one canvas. Miora\u2019s agent sees the work in one shared context, so it can follow the connection from a key visual to motion, social, and UI without making you re-explain the brief every time.<\/p>\n<p>Project memory carries the important context across new conversations too, such as your logo, brand rules, and key decisions. That continuity is where the handoffs start to feel much less painful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mingyouagi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mingyouagi<\/a> and memory is just the one of many exciting features coming to Miora. We\u2019re rethinking creative generation around a true Agent, with the goal of transforming how people create while dramatically lowering the barrier to entry. Much more is coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KZ7M6VNT4KDSHS\" class=\"app-title\">JustVibe<\/a><\/p>\n<div class=\"one-liner\">The search engine for doing, with apps built for you<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">505<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>JustVibe\u5c06\u641c\u7d22\u6307\u4ee4\u76f4\u63a5\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u3001\u53ef\u5b9a\u5236\u7684\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u641c\u7d22\u4ec5\u63d0\u4f9b\u201c\u6587\u5b57\u7b54\u6848\u201d\u800c\u65e0\u6cd5\u201c\u76f4\u63a5\u5b8c\u6210\u4efb\u52a1\u201d\u7684\u75db\u70b9\uff0c\u8ba9\u7528\u6237\u4ece\u201c\u8bfb\u7b54\u6848\u201d\u53d8\u6210\u201c\u7528\u7b54\u6848\u201d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6875c0c-477d-4838-8591-40f6f31e4575.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/720a4556-24c1-455c-958a-450bb152a60c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94b18ec4-a7af-42d5-a1f8-ed76a2e41544.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/24bd0d4e-e63d-43b9-87e0-b7e965819783.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e4d510c-158f-4651-96e7-b81940f15e2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5aa288ad-ca46-4b08-adea-39a35b3d6531.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2404784a-a1c2-4105-9679-d7746421f15e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d2af54c7-74b0-4326-9837-e23a6ed1c3e9.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PDHbHhHwz9Y\"><source src=\"https:\/\/youtu.be\/PDHbHhHwz9Y\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Web App<\/span><br \/>\n <span class=\"tag\">Search<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u641c\u7d22\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">AI\u5e94\u7528\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u578b\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u7ed3\u679c<\/span><br \/>\n <span class=\"tag\">\u53ef\u7f16\u8f91\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u65c5\u884c\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u4ece\u641c\u7d22\u5230\u5e94\u7528\u201d\u7684\u8303\u5f0f\u9769\u65b0\uff0c\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\u5e94\u7528\u7684\u6c38\u4e45\u4fdd\u5b58\u3001\u6570\u636e\u6301\u4e45\u5316\u3001\u7f16\u8f91\u7075\u6d3b\u6027\u548c\u5bfc\u51fa\u80fd\u529b\u4e0a\u3002\u591a\u4f4d\u7528\u6237\u8be2\u95ee\u751f\u6210\u7684\u5e94\u7528\u662f\u5426\u53ef\u957f\u671f\u590d\u7528\u3001\u6570\u636e\u662f\u5426\u4f1a\u81ea\u52a8\u6e05\u9664\u3001\u672a\u6765\u80fd\u5426\u5bfc\u51fa\u81f3\u65e5\u5386\u7b49\u7b2c\u4e09\u65b9\u5e73\u53f0\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u5e94\u7528\u6c38\u4e45\u4fdd\u5b58\u5728\u56fe\u4e66\u9986\uff0c\u6570\u636e\u53ef\u901a\u8fc7\u5e94\u7528\u5185\u529f\u80fd\u624b\u52a8\u4fdd\u5b58\uff0c\u5bfc\u51fa\u529f\u80fd\u5373\u5c06\u4e0a\u7ebf\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n JustVibe\u7684\u91ce\u5fc3\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u641c\u7d22\u7684\u7ec8\u70b9\u2014\u2014\u4e0d\u662f\u4fe1\u606f\uff0c\u800c\u662f\u884c\u52a8\u3002\u5b83\u5de7\u5999\u5730\u5c06\u201c\u641c\u7d22\u5373\u7528\u201d\u4ece\u6982\u5ff5\u843d\u5730\u4e3a\u4ea7\u54c1\uff1a\u7528\u6237\u8f93\u5165\u201c\u8ba1\u5212\u4e1c\u4eac\u4e94\u65e5\u6e38\u201d\uff0c\u4e0d\u518d\u5f97\u5230\u4e00\u5806\u94fe\u63a5\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u76f4\u63a5\u586b\u5199\u7684\u884c\u7a0bApp\u3002\u8fd9\u4e00\u6846\u67b6\u5728\u65c5\u884c\u89c4\u5212\u3001\u521b\u610f\u677f\u3001\u83dc\u8c31\u63a8\u8350\u7b49\u8f7b\u91cf\u7ea7\u3001\u9ad8\u9891\u4efb\u52a1\u573a\u666f\u4e2d\u6781\u5177\u6740\u4f24\u529b\uff0c\u5c24\u5176\u5bf9\u975e\u6280\u672f\u7528\u6237\u6781\u5176\u53cb\u597d\u3002\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u201c\u6301\u4e45\u5316\u4e0e\u53ef\u7f16\u8f91\u201d\u2014\u2014\u751f\u6210\u7684\u5e94\u7528\u4e0d\u662f\u4e00\u6b21\u6027\u73a9\u5177\uff0c\u800c\u662f\u53ef\u6c38\u4e45\u4fdd\u6709\u3001\u968f\u65f6\u8c03\u7528\u7684\u79c1\u4eba\u5de5\u5177\uff0c\u751a\u81f3\u652f\u6301\u57fa\u4e8e\u4ed6\u4eba\u5e94\u7528\u7684\u4e8c\u6b21\u521b\u4f5c\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u642d\u5efa\u4e86\u4e00\u4e2a\u201c\u5e94\u7528\u5373\u5185\u5bb9\u201d\u7684UGC\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u5176\u4e00\uff0c\u5bf9\u590d\u6742\u3001\u91cd\u5ea6\u903b\u8f91\u7684\u4efb\u52a1\uff08\u5982\u8d22\u52a1\u7ba1\u7406\u3001\u9879\u76ee\u7ba1\u7406\uff09\uff0c\u201c\u4e00\u53e5\u63d0\u793a\u751f\u6210\u53ef\u7528App\u201d\u7684\u627f\u8bfa\u6781\u6613\u7834\u529f\uff0c\u7528\u6237\u5bf9\u201c\u51c6\u786e\u6027\u548c\u6301\u4e45\u53ef\u9760\u6027\u201d\u7684\u8ffd\u95ee\u5df2\u66b4\u9732\u8fd9\u4e00\u9690\u60a3\u3002\u5176\u4e8c\uff0c\u540e\u7aef\u6210\u672c\u538b\u529b\u5de8\u5927\uff1a\u6bcf\u4e2a\u4e2a\u6027\u5316\u5e94\u7528\u90fd\u9700\u7ef4\u6301\u6301\u4e45\u8fd0\u884c\uff0c\u82e5\u7528\u6237\u91cf\u6fc0\u589e\uff0c\u514d\u8d39\u6a21\u5f0f\u80fd\u5426\u652f\u6491\uff1f\u5176\u4e09\uff0c\u4ece\u8bc4\u8bba\u770b\uff0c\u201c\u6570\u636e\u5f52\u8c01\u3001\u662f\u5426\u9690\u79c1\u201d\u5c1a\u9700\u66f4\u900f\u660e\u7684\u6c9f\u901a\u3002JustVibe\u7528\u201c\u96f6\u4ee3\u7801\u3001\u81ea\u7531\u7f16\u8f91\u201d\u964d\u4f4e\u4e86\u521b\u4f5c\u95e8\u69db\uff0c\u4f46\u672a\u89e3\u51b3\u201c\u4ea7\u54c1\u8d28\u91cf\u4f9d\u8d56AI\u5e7b\u89c9\u201d\u7684\u6838\u5fc3\u77db\u76fe\u3002\u5982\u679c\u751f\u6210\u7684\u5e94\u7528\u5728\u5173\u952e\u65f6\u523b\u51fa\u9519\uff08\u5982\u884c\u7a0b\u5b89\u6392\u5bfc\u81f4\u8bef\u673a\uff09\uff0c\u4fe1\u4efb\u5c06\u77ac\u95f4\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u8fd9\u662f\u4e00\u6b21\u5bf9\u641c\u7d22\u6d88\u8d39\u5f62\u6001\u7684\u5927\u80c6\u91cd\u6784\uff0c\u4f46\u4ea7\u54c1\u4ece\u201c\u60ca\u8273Demo\u201d\u5230\u201c\u53ef\u4fe1\u8d56\u5de5\u5177\u201d\u4ecd\u6709\u786c\u4ed7\u8981\u6253\u3002\u77ed\u671f\u770b\uff0c\u6700\u9002\u5408\u7684\u573a\u666f\u662f\u7075\u611f\u63a2\u7d22\u548c\u8f7b\u5ea6\u89c4\u5212\u2014\u2014\u771f\u6b63\u7684\u201c\u641c\u7d22\u5f15\u64ce\u7ec8\u7ed3\u8005\u201d\u8fd8\u4e3a\u65f6\u8fc7\u65e9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">JustVibe<\/span>\n <\/div>\n<div class=\"comment-content\">JustVibe is a free search engine, built to help get things done. Search “plan my 5 day trip to tokyo” and instantly receive a fully functional and interactive trip planner, perfectly set up for Tokyo and running directly in your browser. If your perfect app doesn’t exist yet, JustVibe builds a custom one for your exact needs in minutes. Every app is yours to keep forever, with zero code. Chat to customize every detail and share your new app with a single link.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Lianghao, Founder of <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>. I previously led ML\/AI teams at Pinterest and The Yes.<\/p>\n<\/p>\n<p>I believe the best search engine results should be <strong>visual<\/strong>,<strong> interactive <\/strong>and<strong> actionable<\/strong>. In other words: <strong>a working app, built for your exact need.<\/strong> JustVibe started with a simple frustration: when you need something <strong>done<\/strong> (compare two destinations for a trip, plan a wedding mood board, figure out dinner from what’s in the fridge), every answer today is something to <em>read<\/em>: links, listicles, paragraphs. What you actually want is an app.<\/p>\n<\/p>\n<p><strong>\u270d\ufe0f Here’s how it works:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Search<\/strong> like you normally would. Full sentences welcome. The more specific, the better.<\/p>\n<\/li>\n<li>\n<p><strong>Instantly an app<\/strong> <strong>renders<\/strong> with your exact need, from our massive pre-built app library.<\/p>\n<\/li>\n<li>\n<p><strong>Or get an app built just for you<\/strong> in a few minutes. Watch it come alive or explore related apps while you wait. All your apps land in your Library: yours forever to reuse, edit, and share.<\/p>\n<\/li>\n<li>\n<p><strong>Want to customize anything?<\/strong> Open any app and reshape it by describing the change. You never see code.<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p>\ud83d\udc49 <strong>Go to <\/strong><a href=\"https:\/\/justvibe.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>https:\/\/justvibe.com<\/strong><\/a><strong>. <\/strong>Try these searches. Or try to stump it. Everything is <strong>100% Free<\/strong>.<\/p>\n<ul>\n<li>\n<p>“create a mood board for a rustic Italian wedding”<\/p>\n<\/li>\n<li>\n<p>“plan my 5 day trip to tokyo”<\/p>\n<\/li>\n<li>\n<p>“I have eggs, spinach, and feta. what can I make?”<\/p>\n<\/li>\n<li>\n<p>“compare tokyo and kyoto for my next travel”<\/p>\n<\/p>\n<\/li>\n<\/ul>\n<p><strong>What are the search queries that have never worked in the way you wanted?<\/strong> Let’s see what JustVibe would offer!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chenlh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chenlh<\/a> Congrats on the launch \ud83d\ude80<\/p>\n<\/p>\n<p>I love the idea of search evolving from “finding information” to “getting a working app.” That’s a pretty compelling shift from reading answers to interacting with them.<\/p>\n<\/p>\n<p>I’m curious, what’s the most unexpected prompt that JustVibe handled surprisingly well? Was there a user query that made your team realize, “Wow, this is exactly the future of search”?<\/p>\n<\/p>\n<p>Wishing you an amazing launch. Excited to see where JustVibe goes! \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chenlh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chenlh<\/a> i love this website! Also, is there a way to submit my website into the results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The plan my 5 day trip is Tokyo example instantly made the idea click for me. I like product that show value within seconds and this definitely dioes. I;m curious to see what other types of apps create with a simple prompt. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@morgan__harriss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@morgan__harriss<\/a> It’s great to hear and thanks for your support! <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> shows instant full app experience for a wide range of topics, like mood board creation, home design, outfit explorer, and a lot more you can explore based on your interests!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the pivot from “read the answer” to “run the answer” is the actual search UX everyone kept describing but never shipped.<\/p>\n<\/p>\n<p>real q: when an app renders, is it mine to save\/share\/return to, or ephemeral? asking because “i built this comparison app for my trip planning last week” is a whole different value prop from “i asked justvibe and got a result.” the persistent version is where the network effects live.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a good insight <a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> I believe every app should be reusable, shareable, and should even encourage for collaborations.<\/p>\n<ul>\n<li>\n<p>For any app you created on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> , it’s saved to your “Library”. You may reuse or share with anyone you’d like. It’s yours, forever.<\/p>\n<\/li>\n<li>\n<p>For an app you discovered but created by others, you may still save to your “Library”. What’s more interesting? You can edit this app just by chatting and this edited version becomes your own app. You can think of this as the open source community for apps, where contributing is as easy as chatting.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>No export option mentioned? Trip itinerary into calendar would help.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aria_turner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aria_turner<\/a> The apps that involve planning (like a trip planner app) usually have a “save” or “summary” button that would save your app summary (it can be a trip itinerary for a trip planner, or a food recipe for a recipe finder) into you “Library”. These summaries are yours to keep. You can come back to them any time you want. Exporting your plan to your calendar app (like google calendar) is coming soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a strong direction. I like the framing of search results becoming usable software instead of just links or text answers.<\/p>\n<p>The big question for me is persistence: once JustVibe creates an app, how editable and reliable is it over time? For travel planning, for example, I\u2019d want to keep tweaking it as plans change without feeling like I\u2019m starting from scratch.<\/p>\n<p>Cool idea. Curious how people are using it beyond travel planners.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@vahid_davoudi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vahid_davoudi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vahid_davoudi<\/a> I believe the endless app customization is what leads to the ultimate personalization on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>. You can edit any app (no matter who the creator was) by selecting a component of the app and putting a comment. You can edit any edited app, with unlimited edits you may perform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>JustVibe\u2019s pitch is: \u201cthe search engine for doing, with apps built for you.\u201d <\/p>\n<\/p>\n<p>Ask it to plan a five-day Tokyo trip and you’ll get a working trip planner running in your browser in an instant \u2014 and if nothing in JustVibe’s existing app library fits, it’ll build you one from scratch in a few minutes.<\/p>\n<\/p>\n<p>Not quite right on the first try? Keep prompting, until you’ve got the perfect result just for you.<\/p>\n<\/p>\n<p>This is a totally new paradigm for search.<\/p>\n<\/p>\n<p>Worth knowing <a href=\"https:\/\/www.producthunt.com\/@chenlh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chenlh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chenlh<\/a> ran ML engineering at <a href=\"https:\/\/www.producthunt.com\/products\/the-yes\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"the-yes\" target=\"_blank\" rel=\"noopener\">@The Yes<\/a> (acquired by <a href=\"https:\/\/www.producthunt.com\/products\/pinterest\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"pinterest\" target=\"_blank\" rel=\"noopener\">@Pinterest<\/a>!) and worked on search\/recommendation on Pinterest\u2019s Discovery team \u2014 this isn\u2019t his first go at building complex search products!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How hard is it transfer the results to other platforms?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> Good question! The apps that produce artifacts (e.g. a trip itinerary) have show summary \/ share \/ export functionalities that allow you to seamlessly share with friends or export to a third party service through your device’s native integrations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it actually handle the backend stuff like data and accounts when these custom apps are kept forever? Like, if I build something personal, is it running on your infra indefinitely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a good question<a href=\"https:\/\/www.producthunt.com\/@sevim1088807\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevim1088807<\/a> <\/p>\n<ul>\n<li>\n<p>All the apps created for you will be stored into your “Library”, and by default will keep running forever. You always have the option to delete any app from your “Library”. The app would be entirely wiped from JustVibe when deleted.<\/p>\n<\/li>\n<li>\n<p>How the data within the apps are handled is different app-to-app. Some apps like a security key generator run 100% in your browser and JustVibe never has access to these data. Other apps like travel planner allows you to save your travel plan data into your “Library”, but does not keep any data after your app usage if you do not choose to save.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chenlh considering different apps handle data differently, I bet having some sort of tooltip that tells you how the app you\u2019re using does it would go a really long way in building users\u2019 trust<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i found the idea of turning searches into working apps much more interesting than another AI search experience. Reading results is useful, but interacting with them immediately feels like a completely different workflow<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mathew_chang Thanks for your support! I believe there are so many AIs today that are just technology but not a real product that are useful for consumers. That\u2019s why I built JustVibe.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does JustVibe ensure that user-created apps remain accurate, reliable, and useful over time as the underlying information changes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a good question<a href=\"https:\/\/www.producthunt.com\/@rod_sodax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rod_sodax<\/a> Apps on JustVibe are not just UI. Apps are built with sophisticated backend, with the capabilities to search \/ browse the latest web, to generate creativity assets, to fetch the real time data from stock market, to access the massive commerce inventories, and many many more. So when an app loads for a user, it leverages the capabilities it’s armed with and provides the most useful information it could to the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Q – When an app gets generated from a search, does it live permanently in your library the way a saved document would, or does it expire if you don’t come back to it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@uddipta\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> <strong>Apps never expire<\/strong> on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>. You can save any app into your “Library”. You can go back to any app in your “Library” any time you want. Even if you just have the url to this app, the url would work for ever.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Scaling custom app generation per prompt is the hard part usually.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a good point<a href=\"https:\/\/www.producthunt.com\/@victoria_brooks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victoria_brooks<\/a> I believe a prompt is just a starting point of a custom app. What enables the ultimate customization on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> is endless edit: You can easily select any component on the app and put in a comment on how you’d like to edit. There is no limitation to how many time you can edit an app. You can see the entire edit version history and customize endlessly to your exact need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Perplexity gives text answers. This gives a working app. Riskier bet.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “search that returns a working app instead of a list of links” framing is the part that clicks for me \u2014 most of what I type into a search bar is really “do this,” not “show me pages about this.” The Tokyo planner example sells it instantly.<\/p>\n<\/p>\n<p>One genuine question as a user: what persists? If I generate an app on Monday, put a bunch of data into it, and come back Friday \u2014 is my state still there, or is each app a fresh build? The “yours to keep forever” promise kind of lives or dies on that answer. Either way, strong launch \u2014 congrats on #1.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@avantigrowthlab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avantigrowthlab<\/a> Thanks for your support and that’s a great question! Apps and app data can both be persistent, but in different ways. All the apps created for you and all the apps you saved are kept in your “Library”. It’s yours to reuse, to share, to edit, forever. The app data are not persistent automatically, but there are controls inside the apps you can use to store the data or an artifact into your Library, like the trip itinerary from travel planner app and the living design plan from a home design app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Curious \u2014 when someone searches a task, how do you decide between serving an existing app vs. generating a new one? And do popular generated apps get reused across users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks! <a href=\"https:\/\/www.producthunt.com\/@ryancheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryancheng<\/a> When trying to match a query in the existing app library, we primarily look at 1) if what the app was built for matches the query’s intent and 2) if the app satisfies all the requirements from the query (e.g. a query may say “allow me to specify my interests like food and culture”). JustVibe would serve you an existing app if it perfectly match these requirements, otherwise you can choose to build one specific to your need or chose from a list of existing apps that are your closest matches.<\/p>\n<\/p>\n<p>Apps can be shared and reused across users freely. You may even create an edited version of an app created by others for your specific need!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The \u201csearch engine for doing\u201d line is interesting. When someone comes in with a vague task, like a marketing workflow or a small internal tool, does JustVibe first clarify the goal, or does it jump straight into building an app? Since the page mentions AI Workflow Automation, Engineering & Development, and Marketing & Sales, I\u2019m wondering how much the product adapts its questions based on the category.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@crystalmei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@crystalmei<\/a> Good question! Many searches on JustVibe (like the ones with vague intent) do not land you on an app directly, but instead the result page includes quick answers on different directions for the topic, and suggestions on the interactive apps that you may use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘answer is a working app, not a listicle’ framing is the part I actually want – most AI search hands me text to redo myself. Two day-one questions on the keep\/share flow: when I send someone the single link, do they get a live editable copy that forks into their own version, or a read-only view of mine? And is each generated app saved to my account so I can reopen and tweak it a week later, or is it a one-shot render I’d have to regenerate from the prompt?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> that’s a great question!<\/p>\n<\/p>\n<p>When you share an app with your friend, your friend gets the same app, but it’s like a forked version of the app. Both you and your friend can create your own edited versions on top of this app. But your friend’s edits would never impact your apps.<\/p>\n<\/p>\n<p>Whenever an app is created for you, it’s automatically saved to you “Library”. It’s yours forever. You are free to reuse, to share, to create edits. <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> keeps the entire edit version chain so you may go back to any version that you want!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Lianghao Chen appreciate the detailed breakdown, that actually addresses most of my original concern. the part I’m still curious about is the persistent-summary\/itinerary export piece you mentioned, when the underlying data changes after export (say a flight time shifts), does the exported summary stay static or does JustVibe surface that the source data moved on?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> The summaries that are exported today are static as they stay on third party platforms, but if you go back to the same app again on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> and the app would try to fetch the latest and the most useful information live for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice job! I noticed one small issue that may just be on my end: after scrolling down, I\u2019m unable to scroll fully back to the top of the page. It looks like the header may be blocking some of the content.<\/p>\n<p>I recorded a short video here for reference ~15 seconds: <a href=\"https:\/\/createademo.com\/v\/cmriby0ze0001js04hyugcsiu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/createademo.com\/v\/cmriby0ze0001js04hyugcsiu<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@john_marker3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_marker3<\/a> Thank you so much for sharing the feedback! The header was designed to disappear when you are using the app and to re-appear when you scroll up past the top of the app. It does create a confusing moment for you and we will look into this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Just another question. This app definitely makes a difference in browsing the web, essentially interacting with the results rather than just reading. I wonder though, considering search engines fundamentally help surf the web by linking sources around a query, are you planning to embed sources into those apps that could make use of it, or is it out of scope for the time being? For example, the same trip planner demo could benefit from trip advisor reviews, or hotel accommodations to go along the planning, and so on. These references needn\u2019t be included within the app itself, rather they could just be linked, so users know the results are not just vibed and are actually trustworthy, while making the engine actually help searching in a brand new way.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henryslang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henryslang<\/a> Very interesting point!<\/p>\n<\/p>\n<p>Apps built on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> have the capabilities to browser and use the web in real time, to conduct deeper research on topics, and to perform third party integrations (e.g. to get hotel accommodations). Most of the apps built on <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> today include links if they would help with the user journey, e.g. the links to travel destination websites, the links to hotel accommodations (try this query: <a href=\"https:\/\/justvibe.com\/search?q=hotels+in+Tokyo+that+are+close+to+metro&appId=f_15m5mdiv0p6r81e781mv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">“hotels in Paris that are close to metro”<\/a>). If you are seeing links missing but helpful on an app, you can always “edit” the app asking it to include a link or reference for you. Your point on making the results trustworthy is a really good one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see this being useful for some searches, but I’m still not sure if people will prefer an app over a simple answer for most cases. I think the long term value will depend on how often people come back to use it again. Are there some searches that JustVibe couldn’t handle well ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That’s a really good point! <a href=\"https:\/\/www.producthunt.com\/@reda_roqai_chaoui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reda_roqai_chaoui<\/a> <\/p>\n<\/p>\n<p>On <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>, not all search queries would lead you to an app. We understand if the user query intent is better fulfilled with an interactive app or a quick answer. Try search for something like <a href=\"https:\/\/justvibe.com\/search?q=when+is+world+cup+final\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">“when is world cup final” on JustVibe<\/a> and an instant quick answer instead of a full app would show up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The app index + build fresh approach is smart. Had a play this morning – really impressed. The instant matches are slick and the ones it builds from scratch are genuinely good too which is the tough part. Congrats Lianghao!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hannonc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hannonc<\/a> Thanks for your support, Hannon! Instant interactive experience + Endless customization is exactly where I believe consumer software should be heading towards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The build-you-an-app-if-nothing-fits angle is the interesting part to me. I build in the trip-planning space, so the Tokyo example hit close to home: when JustVibe spins up a planner on the fly, does that little app persist and stay editable later, or is it throwaway for that one session? The keep-and-come-back-to-it part is where these generated tools usually either click or fall apart for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chielephant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chielephant<\/a> Good question! For the apps instantly set up for your searches, you can always get back to this app by either 1) use “save” to store into your Library or 2) simply go to the same url. For your custom built \/ edited apps, they are already in your “Library” when built.<\/p>\n<\/p>\n<p>No matter how an app was built, you can always reuse, share, or create your own edited version. It’s yours to keep, forever!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch. the persistence answers cover storage, but I’m curious about reproducibility of the generation itself – if I edit an app six months from now, does it use the same underlying model\/logic that built the original, or could a newer version of JustVibe’s generator produce a meaningfully different app from the same prompt? asking because “yours forever” implies stability, but the generation layer presumably keeps improving underneath.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> that’s a good question.<\/p>\n<\/p>\n<p>On <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a>, apps remain unchanged, while app creation \/ edit process improves over time. When you create an app, we don’t want you to come back tomorrow and find out the app gets changed. Reusability is our promise.<\/p>\n<\/p>\n<p>The app generation improves over time and works with all apps, no matter when an app was created. So if you want to edit your favorite app created six months ago, you are leveraging better models and better app generation process while at the same time they work seamlessly with your old app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Really cool! Prefer this idea over Gemini or something of the bunch. However, I\u2019m quite skeptic about the pricing and sustainability of the app, how are you planning to monetize it? Or are you planning to subsidize it until the end of times? \ud83d\ude02<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@henryslang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henryslang<\/a>! I believe the most frictionless consumer platforms do not put a pay wall in front of their users. Even though JustVibe is not monetized today, there are countless experiences that allow users to shop. The plan is to work with commerce partners without any changes to the user experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@chenlh that sounds really nice, best wishes in that effort, and extra props if you manage to do it without much privacy issues. Tbh, this is the coolest release I\u2019ve seen here in PH, and of them AI-related ones, one of the few that feels like it actually makes a meaningful difference in the experience of their users compared to legacy apps.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that JustVibe turns a search query straight into a working app instead of a list of links. Shifting search from finding to actually doing is a genuinely fresh take. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilko_kacharov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilko_kacharov<\/a> Thanks for your support! The shift from finding matched webpages, then to information gathering, now to <strong>Get Things Done<\/strong> is where I believe the ultimate search experience should head towards.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>turning a query into a running app instead of a list of links is the part that clicks for me. the tokyo trip-planner demo explains the idea faster than the tagline does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@alex_watson2110 Thanks for your support! A fully interactive would go a long way beyond travel planning. Feel free to try out other scenarios. Mood board creation, home design, and a lot more!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the library-reuse vs custom-build split is the interesting part – what’s actually deciding whether a search gets served from the existing app library vs triggers a fresh build? similarity match on the prompt itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> When finding a match from the existing app library, we primarily look at 1) if what an app was built for matches the query’s intent (e.g. to create a travel itinerary for the next trip) and 2) if an app satisfy all the requirements from the query (e.g. “allow me to specify my interests like food and culture” in the query).<\/p>\n<\/p>\n<p>Just like Google has a huge index of the pages on the web, <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> has an index of a massive app library.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>Honestly the searches that never work for me are the ones that should just be a tool, not a bunch of reading. Like “what do I actually take home on this salary here”. I just want the number for my situation and Google gives me a wall of text. If JustVibe can just spit out a thing I can drop my own numbers into, that’s the dream. Gonna give it a try, nice job.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nelsonsilvadev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nelsonsilvadev<\/a> Thanks for your support! There is a big distinction between helping you get things done vs. giving you information to read. The full app experience <a href=\"https:\/\/www.producthunt.com\/products\/justvibe\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"justvibe\" target=\"_blank\" rel=\"noopener\">@JustVibe<\/a> is envisioned address a wide variety of the searches much better. Try out the ones on JustVibe and try out the ones that never worked elsewhere. I would love to hear about your feedbacks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’m having way too much fun with this. If a woodchuck could chuck wood, the woodchuck would chuck 700 pounds of wood.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">Well said @z1governs What you can do with JustVibe is so much amplified with the endless customization on what you want to experience.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2SZMLPLPL7RJY5\" class=\"app-title\">FetchSandbox<\/a><\/p>\n<div class=\"one-liner\">API integration testing that remembers what breaks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">361<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>FetchSandbox\u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u548cAI\u7f16\u7801\u4ee3\u7406\u7684API\u96c6\u6210\u6d4b\u8bd5\u5de5\u5177\uff0c\u80fd\u5728\u771f\u5b9eAPI\u884c\u4e3a\uff08\u5982\u91cd\u8bd5\u3001\u91cd\u590dwebhook\u3001\u4e8b\u4ef6\u4e71\u5e8f\u3001\u72b6\u6001\u53d8\u66f4\u3001\u5f02\u6b65\u5de5\u4f5c\u6d41\uff09\u4e2d\u590d\u73b0\u6545\u969c\u5e76\u8bb0\u5fc6\u5931\u6548\u6a21\u5f0f\uff0c\u89e3\u51b3\u201c\u6d4b\u8bd5\u5168\u8fc7\u3001\u4e0a\u7ebf\u4ecd\u5d29\u201d\u7684\u96c6\u6210\u540e\u6f0f\u6d1e\u6f0f\u6d4b\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f618907-5993-4d1c-8aed-e449ce44eaf0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d923f238-323b-46e8-9a45-0e2b78e335bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3329b18d-516d-4c1a-9af8-06cead779f34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e6e0b85-af4d-4165-b066-0033b793d201.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73efb8f0-1616-4259-90a3-6dec1ccc34aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7411fc7-c834-4fd5-a124-9c9e91eccfe3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/13182a77-920b-4fd7-80f0-a54596ceb808.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Iafkt01GAbA&t=2s\"><source src=\"https:\/\/www.youtube.com\/watch?v=Iafkt01GAbA&t=2s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c200 OK\u4e4b\u540e\u7684\u771f\u5b9e\u6f0f\u6d1e\u201d\u5b9a\u4f4d\uff0c\u6838\u5fc3\u9700\u6c42\u96c6\u4e2d\u4e8e\uff1a\u5931\u8d25\u5e93\u662f\u5426\u652f\u6301\u6309\u7248\u672c\/\u9879\u76ee\u81ea\u52a8\u9694\u79bb\u3001CI\u4e2d\u80fd\u5426\u786e\u5b9a\u6027\u91cd\u653e\u7279\u5b9a\u6545\u969c\u3001\u662f\u5426\u53ef\u8de8\u9879\u76ee\u8bb0\u5fc6\u5931\u6548\u6a21\u5f0f\uff0c\u4ee5\u53ca\u5982\u4f55\u81ea\u52a8\u5c06\u65b0\u5931\u6548\u63a8\u5165\u5171\u4eab\u5e93\u3002\u5f00\u53d1\u8005\u5766\u627f\u90e8\u5206\u529f\u80fd\uff08\u5982\u4e71\u5e8f\u7f16\u6392\u3001\u81ea\u52a8\u56de\u5f52\u95e8\u7981\uff09\u4ecd\u5728\u5efa\u4e2d\uff0c\u4f46\u786e\u5b9a\u6027\u91cd\u653e\u548c\u91cd\u590d\/\u91cd\u8bd5\u573a\u666f\u5df2\u53ef\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n FetchSandbox\u5207\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u6602\u8d35\u2014\u2014\u201c\u4e00\u5207\u6d4b\u8bd5\u7686\u7eff\uff0c\u51cc\u6668\u4e09\u70b9\u88ab\u53eb\u9192\u201d\u662f\u6bcf\u4e2a\u96c6\u6210\u5de5\u7a0b\u5e08\u7684\u5669\u68a6\u3002\u5176\u6838\u5fc3\u5dee\u5f02\u4e0d\u5728\u201c\u6d4b\u8bd5\u201d\uff0c\u800c\u5728\u201c\u8bb0\u5fc6\u201d\uff1a\u5c06\u4e00\u6b21\u96be\u4ee5\u590d\u73b0\u7684\u751f\u4ea7\u6545\u969c\u8f6c\u5316\u4e3a\u53ef\u91cd\u653e\u3001\u53ef\u4ea4\u4ed8\u7684\u5de5\u4ef6\uff0c\u800c\u4e0d\u662f\u518d\u7f16\u4e00\u4e2amock\u7528\u4f8b\u3002\u8fd9\u79cd\u201c\u5931\u6548\u5e93+\u590d\u73b0\u94fe\u8def\u201d\u7ed3\u5408MCP\u534f\u8bae\u76f4\u8fdeIDE\u4e0eAI\u4ee3\u7406\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u96c6\u6210\u573a\u666f\u7684\u201c\u8d1f\u53cd\u9988\u56de\u8def\u201d\uff0c\u8ba9AI\u4e0d\u4ec5\u5199\u4ee3\u7801\uff0c\u4e5f\u80fd\u8bb0\u4f4f\u81ea\u5df1\u5199\u51fa\u7684\u4ee3\u7801\u600e\u4e48\u6b7b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u70b9\u540d\u51e0\u4e2a\u9690\u5fe7\uff1a\u9996\u5148\uff0c\u5f53\u524d\u4ea7\u54c1\u5b9e\u6d4b\u8fd8\u9ad8\u5ea6\u4f9d\u8d56\u624b\u5de5\u7f16\u6392\u4e0e\u5f00\u53d1\u8005\u5bf9\u5931\u6548\u5e93\u7684\u4e3b\u52a8\u8c03\u7528\uff0c\u6240\u8c13\u7684\u201c\u8bb0\u5fc6\u201d\u66f4\u591a\u662f\u5355\u6b21\u6d4b\u8bd5\u7684\u4ea7\u7269\u5f52\u6863\uff0c\u8de8\u9879\u76ee\u3001\u8de8\u7248\u672c\u3001\u81ea\u52a8\u56de\u5f52\u7684\u95ed\u73af\u8fdc\u672a\u6253\u901a\u3002\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u7684\u201cAI\u4ee3\u7406\u4e0d\u4f1a\u91cd\u590d\u8e29\u5751\u201d\u4ecd\u662f\u613f\u666f\u800c\u975e\u73b0\u72b6\u3002\u5176\u6b21\uff0c\u5176\u4f9d\u8d56\u7684MCP\u751f\u6001\u867d\u5728\u5feb\u901f\u6269\u5c55\uff0c\u4f46\u5982\u679c\u5404\u5927IDE\u548cAgent\u5e73\u53f0\u81ea\u5df1\u8fdb\u573a\u505a\u96c6\u6210\u6d4b\u8bd5\u6c99\u7bb1\uff08\u5982Anthropic\u81ea\u5efa\u5de5\u5177\u94fe\uff09\uff0cFetchSandbox\u7684\u5206\u53d1\u4f18\u52bf\u4f1a\u8fc5\u901f\u88ab\u4fb5\u8680\u3002\u6700\u540e\uff0c\u4ea7\u54c1\u76ee\u524d\u4ec5\u8986\u76d660+API\uff0c\u4e14\u5bf9\u65b0\u7248API\u7684\u9759\u9ed8\u6f02\u79fb\uff08\u5982\u5b57\u6bb5\u589e\u51cf\u3001\u6a21\u578b\u4e0b\u67b6\uff09\u53ea\u80fd\u9760\u624b\u5de5\u7ef4\u62a4\uff0c\u8fd9\u6070\u6070\u662f\u751f\u4ea7\u4e8b\u6545\u9891\u53d1\u7684\u53e6\u4e00\u4e3b\u56e0\u2014\u2014\u201c\u5df2\u77e5\u7684\u5931\u6548\u201d\u6709\u5e93\u53ef\u67e5\uff0c\u201c\u672a\u77e5\u7684\u6f02\u79fb\u201d\u65e0\u836f\u53ef\u533b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u7cbe\u51c6\u4f46\u6210\u719f\u5ea6\u5c1a\u6d45\uff0c\u4ef7\u503c\u5cf0\u503c\u5728\u201c\u786e\u5b9a\u6027\u91cd\u653e\u201d\u800c\u975e\u201c\u8bb0\u5fc6\u63a8\u7406\u201d\u3002\u9002\u5408\u5df2\u7ecf\u5199\u4e86\u5f88\u591a\u96c6\u6210\u4ee3\u7801\u3001\u4f46\u88ab\u751f\u4ea7bug\u6298\u78e8\u5230\u9ebb\u6728\u7684\u56e2\u961f\u5c1d\u9c9c\uff0c\u522b\u6307\u671b\u5b83\u7acb\u523b\u5e2e\u4f60\u7ba1\u4f4f\u6240\u6709\u6697\u5751\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">FetchSandbox<\/span>\n <\/div>\n<div class=\"comment-content\">Most API tests stop at 200 OK. FetchSandbox lets developers and AI agents verify what happens next\u2014webhooks, retries, state changes, async workflows, and failure scenarios. It reproduces the real bug, proves the fix, and remembers what breaks\u2014so your agent catches it before production. Connect via MCP to Cursor, Claude Code, Windsurf, VS Code, and Codex. Explore 60+ APIs\u2014Stripe, GitHub, Clerk, Resend, Twilio, Descope, OpenAI\u2014without burning real API quota or waiting on staging.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on launching, I\u2019m really curious about the persistent memory part If the sandbox learns that our app fails when a Clerk webhook arrives out of order qq does it automatically create a permanent regression test case for that, or how do we save it? <a href=\"https:\/\/www.producthunt.com\/@rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> thanks priya! the reproduction is the saved artifact. you get a receipt URL, a replayable trace of the exact out-of-order sequence plus what your handler did, and the workflow + delayed-delivery scenario that triggered it is a re-runnable check you can drop in CI. that’s your regression.<\/p>\n<p>not auto-written into your repo as a test file, it’s a re-runnable proof you keep and rerun. delayed\/out-of-order delivery is one of the lifecycle failures the sandbox simulates deterministically, so you can reproduce that clerk case on demand instead of waiting for prod to bite you again.<\/p>\n<p>honest bit: one-click “save this + push to shared library” is the direction, not fully there yet. that’s exactly what i’m building toward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> thanks Priya. the reproduction itself is the saved artifact. when it catches that clerk timing failure you get a receipt, a replayable trace of the exact sequence and what your handler did, and the workflow plus scenario that triggered it is a re-runnable check you can drop into CI. thats your permanent regression, you keep it and rerun it.<\/p>\n<p>its not auto-written into your repo as a test file, its a re-runnable proof you own. one honest note since it came up elsewhere in the thread, true out-of-order as its own knob isnt in yet, it comes out of variable delivery timing today, but the way you save and rerun it is the same either way.<\/p>\n<p>the part thats not automatic yet is one-click save this novel failure and push it into the shared library so the agent doesnt reintroduce it later, thats the direction im building toward, being straight about that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! I’m Raj, maker of FetchSandbox.<\/p>\n<p>I spent years at PayPal and other SaaS companies wiring up API integrations. Building them was never the hard part \u2014 knowing <em>what<\/em> breaks, <em>when<\/em>, and how to catch it before production was. In the agentic world that’s only sharper: your AI writes the integration in minutes, but nobody checks how it behaves when a webhook fires twice or an event lands late.<\/p>\n<p>FetchSandbox gives your coding agent runnable sandboxes for 60+ real APIs (Stripe, Descope, Twilio, Resend, and more) \u2014 right in your IDE. It runs the <em>real<\/em> integration \u2014 requests, state changes, webhook deliveries \u2014 so you catch the lifecycle bugs mocks never show.<\/p>\n<p>A few things we’re proud of:<\/p>\n<ul>\n<li>\n<p><strong>Real API behavior, not 200-OK mocks<\/strong> \u2014 webhook retries, duplicate events, stale state, rate limits<\/p>\n<\/li>\n<li>\n<p><strong>Reproduce \u2192 prove<\/strong> \u2014 it reproduces the actual failure, applies a fix, and reruns until it passes<\/p>\n<\/li>\n<li>\n<p><strong>Persistent memory for API integrations<\/strong> \u2014 it learns failure patterns, so every run gets safer<\/p>\n<\/li>\n<li>\n<p><strong>MCP-native<\/strong> \u2014 works in Cursor, Claude Code, and Codex; no keys, no accounts<\/p>\n<\/li>\n<\/ul>\n<p>I’d love to hear in the comments:<\/p>\n<ol>\n<li>\n<p>How do you test an API integration today \u2014 before it hits production?<\/p>\n<\/li>\n<li>\n<p>Would a sandbox that reproduces the <em>actual<\/em> failure (duplicate webhook, late event), not just a 200 mock, be useful to you?<\/p>\n<\/li>\n<li>\n<p>What’s the worst post-integration bug that ever slipped to prod on you?<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>BTW \u2014 you can try it headless in Claude Code, Cursor, or Codex via MCP. One-line install, no keys or accounts, and the API is fully documented.<\/p>\n<p>Here’s a starter prompt to try:<\/p>\n<p>.\/fetchsandbox “test my Stripe checkout \u2014 customers are getting charged twice. reproduce it and prove the fix.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a> congrats! btw is the failure library stored completely locally inside the mcp server or hitting your cloud database ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Raj. The “passes every test and still pages you at 2am” framing hits home \u2014 I shipped a Stripe integration this week where everything was green in test mode, then the first real card hit a setup-mode checkout and it 400’d on a missing currency param test mode never complained about. Exactly the class of thing a simulated lifecycle would have caught before prod.<\/p>\n<\/p>\n<p>Curious about the failure library: is it seeded from documented API behavior, or does it learn from failures observed across real integrations? The compounding-memory angle is the most interesting part of this to me.<\/p>\n<\/p>\n<p>Free tier plus MCP made it an easy try \u2014 pulling it into my agent setup this week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryan_davis23\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryan_davis23<\/a> thanks ryan, and yeah that setup-mode currency 400 is exactly it. test mode passes clean, the mode\/param interaction only bites on a real card, and you don’t find out until prod. that class of thing is what the stripe library carries.<\/p>\n<p>on seeded vs learned: today it’s curated from real integration failures and documented behavior, but nothing enters until it’s reproduced. a buggy handler and a fixed one have to actually diverge in a sandbox run, not just “the docs say this can happen.” so it’s behavior-grounded and proof-gated, not just a wiki.<\/p>\n<p>the auto-learning piece, failures from live integrations flowing back in on their own, that’s early. that’s the compounding thing you’re pointing at and it’s where this goes. curation is still more hands-on than i’d like right now, being straight about it.<\/p>\n<p>glad you’re wiring it in this week. if anything’s rough, reply or DM, i want the sharp edges. fast first win: point it at a stripe flow and have it prove the webhook-retry\/idempotency path before you merge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have spent time debugging APIs where the request worked perfectly but the webhook created unexpected issues later. A tool that can consistently recreate those situations would have saved a lot of time. Nice work on tackling such a common challenge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nitesh_kumar98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nitesh_kumar98<\/a> thanks man.., request worked, webhook bit me later is the one that gets everyone. you don’t see it until a customer emails you about it. being able to recreate that on demand, duplicate delivery, late event, dropped, without waiting for prod to bite you, that’s the whole point. give it a spin and<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey congrats! I like how the product considers several scenarios duplicate webhooks, late events, stale state, live one layer past that, where most testing tools stop at the happy path! <br \/>Question – once the shared failure library flags something like “this behavior changed in a newer API version but older integrations still trip on it,” how does that get surfaced to someone still running the older version? That version scoping seems like the hardest part to get right over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> thanks man ., and yeah a few people landed on this exact thing which tells me it’s the real hard part.<\/p>\n<p>the intent is that patterns carry conditions, version, config, auth model, so “changed in v5” scopes to <v5. old version still gets the warning, v5 doesn’t get a stale alert. version is just another condition on the pattern, not a global flag.<\/p>\n<p>honest status: the condition mechanism exists but version-range partitioning is shallow right now. that’s the next thing the shared library has to get right, and you’re correct it’s the hardest part to hold over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uddipta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uddipta<\/a> thanks man.., and yeah a few people landed on this exact thing which tells me its the actual hard part.<\/p>\n<p>the way its meant to work.. a pattern carries its conditions with it, which version, which config, which auth model, so something that changed in v5 gets scoped to below v5. someone still on the old version keeps getting warned, someone on v5 does not get a stale alert they don’t need. version just becomes another condition on the pattern instead of a global on-off.<\/p>\n<p>honest bit, that condition mechanism exists but version-range scoping is shallow right now, its the next thing that has to get solid. you’re right its the hardest part to keep right over time, a shared library that cant tell whos still affected is just noise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is much closer to how API testing should actually work. a 200 OK can give a lot of false confidence when the real bugs are duplicate webhooks, delayed events, retries, stale state, and partial failures that only appear after the initial request.<\/p>\n<\/p>\n<p>The reproduce, fix, rerun loop feels especially useful for coding agents, because writing the integration is becoming the easy part while proving it survives real behavior is still hard. Curious how the persistent memory works across projects. does FetchSandbox learn failure patterns globally for an API like Stripe, or keep everything scoped to the specific codebase and workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> thanks man.. 100% agree..and on global vs scoped, it’s both. the global layer is per-API: when you test stripe you inherit the known ways stripe breaks, webhook dedup on the wrong header, a PaymentIntent stuck at requires_capture, duplicate delivery on retry. you don’t rediscover those. that library compounds the more integrations run against it.<\/p>\n<p>the scoped layer is your code: the reproduce, fix, rerun happens against your handler and your routes. global tells the agent what to look for, the sandbox proves whether your specific code survives it.<\/p>\n<p>honest state: the global per-API library is real and shipped. the cross-project learning piece, where a failure one team surfaces flows back into the shared graph automatically, that’s the direction we’re heading, not a solved thing yet<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “remembers what breaks” line is the whole reason I clicked. The APIs I integrate never fail cleanly. They pass in dev, pass in review, then throw a 500 once a week in production for reasons I can never reproduce on demand. Does FetchSandbox help with that kind of intermittent break, or is it aimed more at catching hard contract changes when a provider ships a new version? And does it cover webhook and callback flows, or just the requests I make outbound? Those inbound calls are where I get burned most and they’re the hardest to test.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chielephant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chielephant<\/a> this is basically what i built it for so i’ll answer straight.<\/p>\n<p>the intermittent break is the core use case. those are impossible to reproduce because they’re timing and state dependent, a retry hitting stale state, a duplicate event, a slow response tripping a race. in the sandbox you turn those conditions on deterministically, so the once-a-week 500 becomes something you can trigger and watch fail on demand instead of waiting for prod to show you. that’s the “remembers what breaks” part, it’s a curated set of failure modes per API.<\/p>\n<p>webhooks and callbacks, yes, fully covered, that’s honestly where most of the value is. duplicate deliveries, retries, out of order, dropped events, you replay them and see if your handler double-processes or corrupts state.<\/p>\n<p>the provider-version-drift one is the honest gap. we catch a shape mismatch within a run if our model of the API is current, but auto-detecting that the live provider moved on its own is still on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the most-tests-stop-at-200 framing is exactly right. the bugs never live in the happy path, they live in the retry that fires twice and the webhook that lands out of order. good to see a tool pointed at that part specifically.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> thanks, yeah that retry-that-fires-twice and the out-of-order webhook are exactly the two i kept getting burned by, thats the whole reason this exists. appreciate you getting it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “verify what happens after the 200 OK” framing is the actual gap for me \u2014 most of my integration bugs live in retries and webhook ordering, not the happy path. Two things I’d want to pin down before wiring it into a Claude Code loop: when I connect over MCP, does the failure library and my recorded scenarios live locally per-project or in your cloud, and can I pin a specific failure (say a Stripe webhook-out-of-order case) so a CI run replays it deterministically instead of re-deriving it each run? Determinism is what decides whether I’d gate a merge on it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> good questions, and using determinism as your merge gate is the right call, so i’ll be precise.<\/p>\n<p>where the library lives: it’s server-side, not per-project. when you connect over mcp you’re talking to our backend. you’re not recording your own scenario library locally, you’re pulling from the curated one we ship per API. runs are keyed to a sandbox id you control, but the failure definitions themselves live on our end.<\/p>\n<p>determinism: named workflow + named scenario is repeatable, same inputs replay the same way, and you get a receipt url as the artifact to attach. duplicate\/retry (same event id redelivered) is fully deterministic today, you can gate CI on that one right now.<\/p>\n<p>honest caveat on your exact example: out-of-order isn’t a first-class pinned fixture yet. ordering currently falls out of variable timing rather than a strict “deliver B before A” replay. duplicates, retries, stale state, deterministic. precise out-of-order as a pinned sequence, not yet, that’s the next one i’m adding.<\/p>\n<p>so if your gate is retries and duplicate delivery, it’s ready. if the specific gate is deterministic out-of-order replay, i’m not going to tell you it’s there when it isn’t.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I integrate several AI provider APIs in my product, and the painful breakages are never the loud ones. It’s when the same endpoint quietly starts returning a slightly different shape, or a model name stops resolving one day. Does FetchSandbox catch that kind of quiet drift, or is it focused on hard failures?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> right now its focused on the hard and lifecycle failures, not the quiet drift you mean.<\/p>\n<p>the shape thing, within a run we validate responses against the contract, so if your handler assumes a field thats missing or wrongly typed, that shows up. but that only catches it if our model of the api is current.<\/p>\n<p>the case you actually care about, the real provider silently changing shape or a model name that stops resolving one day, we dont auto-detect that yet. we test against a sandbox, so we catch the mismatch only if the sandbox already knows the api moved. noticing the live api drifted on its own is the piece im still building, and honestly its the one im most focused on next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Raj! It looks amazing and I wish you all the best here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> thanks man.. appreciate the kind words.. this community was very supportive… with kids\/fulltime\/gridning weekend. was bit challenge literally slept like 4 hrs avg haha. now this results give me confidence !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “verify what happens next” framing is exactly the gap \u2014 200 OK tells you nothing about the retry\/webhook\/state mess that actually breaks in prod.<\/p>\n<\/p>\n<p>Two things I’d want to know as someone wiring these into agents:<\/p>\n<\/p>\n<p>When an agent drives this over MCP, does it get to discover the failure library as callable scenarios \u2014 enumerate and pick which failure to inject \u2014 or is scenario selection still human-curated and the agent just runs what you set up?<\/p>\n<\/p>\n<p>And “remembers what breaks” \u2014 is that memory per-project, and does it auto-replay the known-break scenarios as a regression gate on the next change, so a fix that regresses gets caught without me re-describing the bug? <a href=\"https:\/\/www.producthunt.com\/@rnagulapalle\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rnagulapalle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rnagulapalle<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@akbar_b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akbar_b<\/a> good questions, both hit the same edge.<\/p>\n<p>first one, it’s more guided than a raw menu today. the agent doesn’t freely enumerate the whole failure library and pick, but it’s not just running whatever i configured either. you describe the symptom or bug you’re worried about, the router matches that to the right workflow plus scenario, and you can also pass a scenario by name directly. what’s not there yet is a clean “list all injectable failures for this API” call the agent can just browse. reasonable thing to expose, on the list.<\/p>\n<p>second, the library is per-API not per-project right now. you inherit the known breaks for stripe\/clerk\/etc the first time you touch them. the per-project piece, what broke in your specific app, is early.<\/p>\n<p>and the auto-replay-as-regression-gate, honestly not automatic yet. today a known break is a re-runnable workflow plus scenario you can drop into CI, so a regressing fix does get caught, but you’re wiring that gate yourself. it’s not auto-replaying on every change on its own. that loop, catch the regress without you re-describing the bug each time, is exactly where this goes. being straight: not there today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very real pain point for AI-coded integrations. The first version usually passes the happy path, but the scary bugs are async: duplicate webhooks, late events, retry order, and state that looks correct until a second system reacts.<\/p>\n<\/p>\n<p>If I were testing this, I\u2019d want one simple report after each run: what behavior was simulated, what state changed, and which failure is now covered so the agent does not reintroduce it later. That \u201cmemory of breakage\u201d angle feels stronger than just another API sandbox.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@grace_lee26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grace_lee26<\/a> thank you.., this is exactly pain… the state that looks correct until a second system reacts one is the worst, everything looks green and then some downstream thing double-processes and you hear about it from a customer.<\/p>\n<p>on the report you described thats basically what the receipt already is. after a run it shows what got simulated (the retries, the late and duplicate events), what state changed step by step, and where it broke. the part you really nailed is the last one, which failure is now covered so the agent doesnt reintroduce it later. thats the memory piece and honestly its the thing i care most about too. today the failure goes into the per-api library so its there next time anyone hits that api, but the part where the agent wont reintroduce it in your own repo is still early, being straight about that.<\/p>\n<p>also memory of breakage is a better way to put it than how ive been saying it, might steal that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey bro <br \/>The website icon is showing of Next.js default icon . It would be great if that shows your website’s logo .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vansh36\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vansh36<\/a> ahh good catch man.. thank u.. will fix it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that it covers async edge cases most testing tools miss, the MCP integration with Cursor is super smooth. One thing that would make this a no-brainer for me: built-in support for replaying recorded webhook sequences against different environments, so I can validate that a staging deploy handles the exact same payload ordering as production without re-running the whole test suite.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mirahmlk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mirahmlk<\/a> thanks Mira\u00e7, glad the cursor integration felt smooth, that was a big focus for us.<\/p>\n<p>on the replay idea, part of it is there and part isnt, being honest. the sequences today are deterministic so you can rerun the exact same webhook\/retry ordering against a change and confirm your handler still behaves the same, thats basically the staging-regression check you’re describing. what isnt there yet is capturing a real production sequence and replaying that exact recorded payload ordering against your own staging or prod, right now it runs against our sandbox not your environments. thats a genuinely good ask though, record-from-prod and point the replay at your own env is the thing that turns it from a pre-merge check into a real regression tool. putting it on the list, appreciate you spelling it out…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the webhook replay feature is genuinely useful, finally a way to test retry logic without stubbing out half my codebase<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tuncaypamurqnk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tuncaypamurqnk<\/a> thanks, and honestly thats the whole reason it exists. stubbing webhooks to test retry logic is miserable, you end up writing more mock than real code and it still doesnt behave like prod anyway. glad its clicking for you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the failure-library angle is interesting but the thing I’d want proven before trusting it: who keeps the simulated failure behavior itself honest against the real API over time? stripe changes retry semantics or adds a new webhook edge case, and if fetchsandbox’s simulation of that api lags the real one, you get a false sense of security – green in the sandbox, still breaks in prod, just a different flavor of the same problem you’re trying to solve. is that drift something you actively monitor per-API, or does it rely on someone reporting a mismatch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> this is the sharpest question in the thread, and honestly the one that keeps me up….you’re right that a <strong>sandbox drifting <\/strong>from the real api is just the same problem moved somewhere else, green here and still breaks in prod. any tool in this space has to answer it or its not worth trusting.<\/p>\n<p>where i can be straight: two things ground it today. one, the failure library isnt guessed from docs, its built from real integration failures, so the patterns actually happened, not ones i imagined. two, nothing counts as verified unless it actually reproduces in a run, so its behavior-grounded not just written down.<\/p>\n<p>what i wont pretend: a fully automated per-api drift monitor that continuously diffs our simulation against the live api isnt there yet. today when stripe changes retry semantics its closer to catch-and-correct than an automated watchdog. thats the honest gap.<\/p>\n<p>and thats exactly the thing that has to exist for this to be trustable at scale. per-api drift detection is on the roadmap and high on it. you’re pointing at the real moat and the real risk at the same time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We do something similar on a smaller scale in our own Stripe integration \u2014 coupon\/pause mutations carry session-scoped idempotency keys so a double-click can’t create two coupons, and webhook processing claims-then-deletes on failure so LS\/Stripe can safely retry. The proof-gated regression capture here (reproduce \u2192 fix \u2192 rerun) is the piece we’ve been doing manually \u2014 would’ve saved some debugging early on. Following for the async\/retry simulation angle, that’s usually the first thing testing tools skip.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cancelkithq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cancelkithq<\/a> this is a genuinely solid setup…. session-scoped idempotency keys on the mutations plus claims-then-deletes-on-failure is exactly what survives a retry storm, most people don’t get that far until after they have already been burned once.<\/p>\n<p>and yeah, the reproduce-fix-rerun loop being manual is the exact gap… you clearly already know the pattern, its just painful to do by hand every time and easy to skip under pressure, the whole point is making that part automatic so its not on you to remember.<\/p>\n<p>appreciate you following. if you ever point it at your coupon\/pause flows i’d love to hear whether it catches the stuff you already handle or misses something you do, that feedback is worth more to me than any upvote….tbh<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>API integration testing is becoming critical as AI agents rely on more external tools. Curious if you\u2019ve seen AI-generated requests expose edge cases that traditional integration tests usually miss?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> thanks for the question…. honestly its less that agents expose brand new edge cases and more that they confidently miss the same ones humans do, just faster and at way more volume.<\/p>\n<p>the pattern i keep seeing is the agent nails the common shape, types check, mock passes, looks perfect, then it breaks on the exact edge nobody exercised, retry with the same idempotency key, a payment intent thats requires_capture not actually paid, a session jwt it decodes but never verifies. same edges we always missed, but now the code is generated so its harder to catch in review because it reads so plausible.<\/p>\n<p>so the shift isnt really new bugs, its the same bugs shipping faster and with more confidence. thats basically why this exists, the happy path looking perfect is exactly when i stopped trusting green.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the webhook\/retry\/async testing angle is the part that’s actually missing from most API sandbox tools, everyone nails the happy path 200 OK case but real integration bugs live in the retry logic and race conditions. does it let you simulate out-of-order webhook delivery, or just delayed\/duplicate events?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> yeah the async\/retry layer is where the real bugs live and most sandboxes just skip it entirely.<\/p>\n<p>three scenarios shipped today: delayed delivery, duplicate\/redelivery (same event id fired again so you can actually test idempotency), and dropped. covers most of the retry + race surface.<\/p>\n<p>out-of-order specifically: not a dedicated knob yet. variable delays can surface ordering races but a controlled “deliver B before A” isn’t in yet. that’s the next one i want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on the launch!<\/p>\n<p>This truly is the postman for testing integrations<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aadilghani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aadilghani<\/a> thanks man.. appreciate the kind words<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “remembers what breaks” line is interesting for API integration testing. Does FetchSandbox keep track of the exact failing request\/response details, like payloads, headers, status codes, and timing, or is the memory more about patterns across previous test runs? That distinction would help teams understand where it fits beside their current CI checks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “beyond 200 OK” framing is exactly right, and I learned it the hard way. I shipped a Paddle integration recently and every test I had was a green 200 \u2014 the bug that actually bit me was an idempotency one: a retried\/duplicate event creating an orphan customer on a rolled-back checkout. Nothing in my suite could have caught it, because I was only asserting the happy path.<\/p>\n<p>The way I eventually found it was by hand: ngrok pointed at localhost, replaying webhooks, poking state until something broke. A deterministic failure library that just <em>does<\/em> the duplicate-event \/ late-event \/ stale-state cases for me would have saved me an entire evening.<\/p>\n<p>Two questions: (1) does the failure library cover Paddle, or is Stripe the only payments provider so far? (2) for webhook lifecycle bugs specifically \u2014 can you replay events <em>out of order<\/em> (e.g. a subscription.updated landing before the checkout.completed)? That ordering case is the one that actually broke me, and it’s the hardest to reproduce on purpose.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The worst production bugs are always the ones that look completely fine until a second system reacts. Your own code passes, the API returns 200, and then three hours later a duplicate webhook fires and someone gets charged twice. Curious what the most common failure pattern is across your 60 plus APIs, is there one class of bug that shows up regardless of which API you’re testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jasnoor_singh_oberoi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasnoor_singh_oberoi<\/a> yeah idempotency is the one. almost every webhook provider is at-least-once by design, so duplicates aren’t bugs on their end, they’re just how it works. but handlers get written assuming exactly-once, so the same event fires twice and you get two charges, two users, two emails. doesn’t matter what the API does, if there’s an async event with a side effect behind it that gap exists. and it passes every test you’d normally write, code is correct, 200 comes back, shape is fine. breaks hours later when the second delivery shows up. by then it’s real money or real data. stale state is second most common but idempotency is the truly universal one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the dropped-vs-mid-response-timeout distinction @omri_ben_shoham1 raised is the one I’d want too. adjacent question: do you simulate variable latency (webhook arrives 3s vs 30s late) or is timing binary right now, on-time vs late?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> <a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> good adjacent question. right now its in between, not binary but not fully variable either. you can set the delay amount so its not just on-time vs late, you can make it 3s or 30s, but its a single fixed delay applied across the run, not per-event jitter where some land at 3s and others at 30s in the same run.<\/p>\n<p>real variable latency, a distribution with tails where some events are way slower than others, isnt there yet. and thats exactly the thing that produces the ordering races and timeout-window bugs, so its tied to @<a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> point too. worth having, on the list.<\/p>\n<p>short version, today its configurable but uniform delay, per-event variance is the next step…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the dedup\/idempotency scenarios are the ones I’d actually use. when two CI runs hit the same sandboxed Stripe API concurrently, is state isolated per run, or can one job’s retry storm bleed into another’s results?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> good question, and its the right one for CI. isolation is per sandbox, each one has its own state, its own event log, and its own active scenario. so if each run spins up its own sandbox (one call) theyre fully isolated, one jobs retry storm cant bleed into anothers results at all.<\/p>\n<p>honest caveat, a sandbox is a stateful environment, so if two runs deliberately point at the same sandbox id they share state, thats by design not a bug. the pattern for concurrent CI is one sandbox per job, then you get clean isolation even under a retry storm.<\/p>\n<p>short version, own sandbox per run = isolated, shared sandbox = they see each other.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Raj shipping duplicate\/redelivery with the same event id is the one that matters most imo – idempotency bugs are the ones that actually cost people money in prod, way more than a webhook just being late. nice that you got that out fast. curious if dropped events also simulate a partial timeout (connection dies mid-response) vs a clean non-delivery, since those two failure modes get handled very differently in most retry logic<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> yeah agreed, the duplicate-same-event-id one is the money bug. late is annoying, double-charge or double-grant is the one that actually hurts.<\/p>\n<p>on your question… right now dropped is a clean non-delivery, the event just doesn’t land. the nastier case you’re describing, connection dies mid-response so the receiver maybe processed it but the sender never got the ack, is not its own scenario yet. the redelivery run covers the downstream outcome of it (you retried and now theres two), but the actual ambiguous-ack failure mode as a first-class thing is not in there. and you are right, retry logic handles those two completely differently, so its worth having as its own knob. putting it on the list.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the failure library that compounds per-API is the actual moat. every eng team burning 3 hours debugging a stripe webhook idempotency issue is unwittingly training knowledge fetchsandbox already has cached.<\/p>\n<\/p>\n<p>real q on the cross-project learning piece raj mentioned: when a team learns something the hard way, is there a review step before it enters the shared library, or does it auto-propagate? asking because the “stripe fixed this in v5 but old integrations still trip” class of knowledge needs some staleness handling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> yeah, both of those are the right places to poke.<\/p>\n<p>on review vs auto: it’s gated, not automatic. a pattern doesn’t enter the shared library just because someone hit it once. it only lands after it’s reproduced, a buggy handler and a fixed one have to actually diverge in a sandbox run. so the flow is incident \u2192 candidate \u2192 proof gate \u2192 library. the proof gate is what’s shipped today. the part that’s early is auto-ingestion, pulling a team’s live incident into that pipeline without manual curation. that’s still more hands-on than i’d like.<\/p>\n<p>on staleness: that’s the sharpest version of the question and you’re right, it’s exactly what breaks a naive shared library. patterns carry applicability conditions, which auth model, which config, which version, so “fixed in v5” is meant to scope the pattern to <v5 rather than warning everyone forever. version-range partitioning is shallow right now. that’s the next thing the shared library design has to get right, and “old integrations still tripping on stale patterns” is precisely why.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XNWIVRMOSBCZRL\" class=\"app-title\">Second Brain for AI v2<\/a><\/p>\n<div class=\"one-liner\">AI memory that connects the dots across every tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">328<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Second Brain for AI v2 \u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u7684\u8de8AI\u5de5\u5177\u7edf\u4e00\u8bb0\u5fc6\u5c42\uff0c\u901a\u8fc7\u81ea\u52a8\u6784\u5efa\u77e5\u8bc6\u56fe\u8c31\uff0c\u89e3\u51b3\u7528\u6237\u5728\u4e0d\u540cAI\u5de5\u5177\uff08\u5982Claude\u3001ChatGPT\u3001Cursor\uff09\u95f4\u4e0a\u4e0b\u6587\u5272\u88c2\u3001\u51b3\u7b56\u51b2\u7a81\u53ca\u4fe1\u606f\u8fc7\u65f6\u7684\u95ee\u9898\uff0c\u5b9e\u73b0\u53ef\u4fe1\u7684\u6301\u4e45\u5316\u8bb0\u5fc6\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80b9ef36-65cd-4904-818e-fece324205c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c64754e-33da-4569-a468-ca2fd5d0a58b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a124851b-eece-4558-9212-15f2729bbdbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfdffe4f-378a-4b05-acd5-78c6030ecc63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/be0180da-372a-4894-a95e-9c2084e9d883.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94e2a447-55b6-47b0-b245-963f1a06a533.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ed7850dd-1fe3-4e37-8fd9-6ffa2a271017.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/78b25bfe-8de5-4426-b505-8d3ab68c80a5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=SvRnzErR2cA\"><source src=\"https:\/\/www.youtube.com\/watch?v=SvRnzErR2cA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">AI\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u8de8\u5de5\u5177\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">Cloudflare<\/span><br \/>\n <span class=\"tag\">\u77db\u76fe\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c\u89c4\u8303\/\u8349\u7a3f\u201d\u77db\u76fe\u89e3\u51b3\u673a\u5236\u548c\u72b6\u6001\u7ba1\u7406\uff0c\u4f46\u666e\u904d\u62c5\u5fe7\uff1a\u81ea\u52a8\u94fe\u63a5\u7684\u51c6\u786e\u6027\u3001\u65e0\u58f0\u8fc7\u65f6\u4fe1\u606f\u7684\u5904\u7406\u3001\u5168\u5c40\u8bb0\u5fc6\u6c60\u5bfc\u81f4\u4e0a\u4e0b\u6587\u6c61\u67d3\u3001\u4ee5\u53ca\u53ec\u56de\u65f6\u7f3a\u4e4f\u6765\u6e90\u53ef\u8ffd\u6eaf\u6027\u3002\u5efa\u8bae\u589e\u52a0\u6309\u9879\u76ee\u5206\u533a\u548c\u201c\u9a8c\u8bc1\u540e\u4fe1\u4efb\u201d\u7684\u5e74\u9f84\u6233\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Second Brain v2 \u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI\u5de5\u5177\u94fe\u4e2d\u4e00\u4e2a\u88ab\u666e\u904d\u5ffd\u89c6\u4f46\u53c8\u6781\u5176\u75db\u82e6\u7684\u77ed\u677f\u2014\u2014\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7684\u201c\u810f\u7f13\u5b58\u201d\u95ee\u9898\u3002\u7edd\u5927\u591a\u6570\u8bb0\u5fc6\u65b9\u6848\u5929\u771f\u5730\u5047\u8bbe\u4fe1\u606f\u5355\u8c03\u9012\u589e\uff0c\u800cv2\u901a\u8fc7\u5f15\u5165\u201c\u89c4\u8303\/\u8349\u6848\/\u5f03\u7528\u201d\u4e09\u7ea7\u72b6\u6001\u548c\u5199\u5165\u65f6\u77db\u76fe\u68c0\u6d4b\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u4e3aAI\u534f\u4f5c\u5efa\u7acb\u4e00\u5957\u57fa\u7840\u7684\u6570\u636e\u4e00\u81f4\u6027\u534f\u8bae\u3002\u8fd9\u624d\u662f\u5b83\u771f\u6b63\u7684\u4ef7\u503c\u5185\u6838\uff0c\u800c\u975e\u7b80\u5355\u7684\u8bb0\u5fc6\u5b58\u50a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u5176\u4e00\uff0c\u81ea\u52a8\u77e5\u8bc6\u56fe\u8c31\u94fe\u63a5\uff08multi-hop recall\uff09\u5728\u5de5\u7a0b\u4e0a\u662f\u4e00\u4e2a\u201c\u7f6e\u4fe1\u5ea6\u9677\u9631\u201d\u2014\u2014\u5c0f\u4f17\u9886\u57df\u6216\u975e\u7ed3\u6784\u5316\u4fe1\u606f\u4e2d\uff0c\u9519\u8bef\u94fe\u63a5\u5e26\u6765\u7684\u8bef\u5bfc\u6027\u98ce\u9669\u53ef\u80fd\u8fdc\u8d85\u7eaf\u8bed\u4e49\u641c\u7d22\u7684\u201c\u627e\u4e0d\u5230\u201d\u3002\u76ee\u524d\u4ec5\u9760\u201c\u4e00\u952e\u89e3\u94fe\u201d\u548c\u201c\u5f31\u94fe\u63a5\u81ea\u52a8\u4fee\u526a\u201d\u6765\u515c\u5e95\uff0c\u5bf9\u4e8e\u751f\u4ea7\u7ea7\u53ef\u9760\u6027\u800c\u8a00\u4ecd\u663e\u7c97\u7cd9\u3002\u5176\u4e8c\uff0c\u4ea7\u54c1\u5bf9\u201c\u65e0\u58f0\u8fc7\u65f6\u201d\u4fe1\u606f\u7684\u5904\u7406\u5b58\u5728\u7ed3\u6784\u6027\u76f2\u533a\u3002\u7528\u6237\u201ckyo_shino\u201d\u63d0\u51fa\u7684\u95ee\u9898\u4e00\u9488\u89c1\u8840\uff1a\u5f53\u4e8b\u5b9e\u56e0\u4ee3\u7801\u53d8\u66f4\u7b49\u5916\u90e8\u56e0\u7d20\u81ea\u7136\u5931\u6548\uff0c\u5374\u65e0\u4efb\u4f55\u51b2\u7a81\u5199\u5165\u65f6\uff0c\u7cfb\u7edf\u6beb\u65e0\u611f\u77e5\u3002\u4ec5\u4ec5\u4f20\u9012\u65f6\u95f4\u6233\u662f\u5de5\u7a0b\u4e0a\u7684\u56de\u907f\uff0c\u800c\u975e\u89e3\u6cd5\u3002\u771f\u6b63\u7684\u4ea7\u54c1\u62a4\u57ce\u6cb3\u5e94\u5728\u4e8e\u5982\u4f55\u8ba9\u6a21\u578b\u5177\u5907\u201c\u4e3b\u52a8\u8d28\u7591\u201d\u7684\u80fd\u529b\uff0c\u4f8b\u5982\u7ed3\u5408\u64cd\u4f5c\u73af\u5883\u65e5\u5fd7\u6216\u4ee3\u7801\u4ed3\u5e93\u72b6\u6001\u8fdb\u884c\u534a\u81ea\u52a8\u5931\u6548\u6807\u8bb0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5168\u5c40\u8bb0\u5fc6\u6c60\u7684\u8bbe\u8ba1\u5728\u9ad8\u9891\u591a\u5de5\u5177\u534f\u4f5c\u4e2d\u4f1a\u5feb\u901f\u5f15\u53d1\u201c\u4fe1\u606f\u4e32\u6270\u201d\u3002\u867d\u7136\u6807\u6ce8\u548c\u672a\u6765\u7684\u5206\u533a\u529f\u80fd\u662f\u5e94\u5bf9\u65b9\u6848\uff0c\u4f46\u8fd9\u4e00\u8bbe\u8ba1\u51b3\u7b56\u672c\u8d28\u4e0a\u5c06\u8def\u7531\u590d\u6742\u5ea6\u7529\u7ed9\u4e86\u7528\u6237\uff0c\u6709\u6096\u4e8e\u4ea7\u54c1\u201c\u81ea\u52a8\u8fde\u63a5\u201d\u7684\u627f\u8bfa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cSecond Brain v2\u662fAI\u5de5\u5177\u8bb0\u5fc6\u751f\u6001\u4e2d\u6781\u5177\u524d\u77bb\u6027\u7684\u63a2\u7d22\uff0c\u5c24\u5176\u5bf9\u4e8e\u91cd\u89c6\u6570\u636e\u4e3b\u6743\u548c\u51b3\u7b56\u53ef\u8ffd\u6eaf\u6027\u7684\u4e13\u4e1a\u7528\u6237\uff08\u5982\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u5c0f\u56e2\u961f\uff09\u3002\u4f46\u82e5\u60f3\u6210\u4e3a\u901a\u7528\u57fa\u7840\u8bbe\u65bd\uff0c\u5b83\u9700\u8981\u5728\u201c\u94fe\u63a5\u7684\u51c6\u786e\u6027\u201d\u548c\u201c\u8fc7\u65f6\u4fe1\u606f\u7684\u4e3b\u52a8\u611f\u77e5\u201d\u8fd9\u4e24\u4e2a\u5de5\u7a0b\u5316\u96be\u9898\u4e0a\u7ed9\u51fa\u66f4\u786c\u6838\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u800c\u975e\u505c\u7559\u5728UI\u548c\u6d41\u7a0b\u8bbe\u8ba1\u7684\u4f18\u96c5\u4e0a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Second Brain for AI v2<\/span>\n <\/div>\n<div class=\"comment-content\">Second Brain remembers your projects, people, decisions, and preferences across Claude, ChatGPT, Cursor, Codex, and any MCP client. V2 automatically links related memories, follows those connections during recall, and distinguishes settled decisions from drafts and stale context. Open source and self-hosted in your Cloudflare account.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt,<\/p>\n<p>Three weeks ago, I launched Second Brain for AI here. It finished #3 Product of the Day, but the most valuable part of the launch was not the ranking. It was the comments.<\/p>\n<p>You told me that newer information is not always more correct.<\/p>\n<p>You asked what happens when Claude and Cursor save conflicting versions of the same project decision.<\/p>\n<p>You described the need to compress long conversations without losing their through-line.<\/p>\n<p>You pushed me to make self-hosted deployment easier to understand.<\/p>\n<p>Those comments became the roadmap.<\/p>\n<p>The first version gave Claude, ChatGPT, Cursor, and other MCP clients one persistent memory layer. You could store context once, retrieve it by meaning, and keep the data inside your own Cloudflare account.<\/p>\n<p>Today I am launching v2.<\/p>\n<p>Second Brain now builds a self-organizing knowledge graph from your memories:<\/p>\n<p>– related memories link automatically as they are saved<br \/>\n– multi-hop recall follows those links beyond the closest semantic match<br \/>\n– an interactive graph shows how projects, people, decisions, preferences, and ideas connect<br \/>\n– canonical, draft, and deprecated states separate settled knowledge from exploration and stale context<br \/>\n– episodic and semantic classification distinguishes events from durable knowledge<br \/>\n– hybrid retrieval combines semantic and keyword recall<br \/>\n– contradiction-aware ranking prevents recency from automatically becoming truth<br \/>\n– semantic compression preserves the important through-line as context grows<\/p>\n<p>The core promise has not changed.<\/p>\n<p>Second Brain is still one open-source memory layer for every AI tool you use, deployed into your own Cloudflare account and designed to run on the free tier at personal scale.<\/p>\n<p>V1 made memory persistent.<\/p>\n<p>V2 makes it connected and more trustworthy.<\/p>\n<p>I would especially value feedback on three things:<\/p>\n<p>1. Are the automatically created relationships accurate enough to trust?<br \/>\n2. Does multi-hop recall surface useful context that ordinary semantic search misses?<br \/>\n3. Does the graph help you understand your memory, or is it only visually interesting?<\/p>\n<p>Thank you to everyone who commented, tested the product, opened an issue, followed the first launch, or shared Second Brain with others.<\/p>\n<p>You helped shape this release.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahilpirani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahilpirani<\/a> Hi Rahil, the hard part with cross-tool memory has always been trust, not recall. When it answers, I want to know which source it pulled from so I can sanity-check before acting on it. Do you surface provenance per answer, or is it more black-box synthesis? In my experience that one distinction decides whether a team actually adopts it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahilpirani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahilpirani<\/a> It’s really nice to see how much the product has changed based on user feedback. Memory is only useful if the system can tell the difference between updated information and conflicting information. How do you know when an old memory is outdated ?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Confirm-step is the right default – I’d rather resolve a conflict than have recency silently win. The one-global-pool part is what I’d pressure-test: if tagging only filters recall, does a draft-vs-canonical conflict from a throwaway experiment still surface while I’m working in an unrelated project, or does tagging also scope where contradictions get raised? Per-project partitioning landing would basically remove that worry.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a strong direction. The interesting part isn\u2019t just \u201cmemory,\u201d it\u2019s whether the system can tell what is still true vs what was only temporary context.<\/p>\n<p>I like the idea of separating settled decisions from drafts and stale context. That feels essential if AI memory is going to be useful across tools instead of slowly becoming a pile of old assumptions.<\/p>\n<p>Curious how you handle corrections when the memory graph connects something wrong.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vahid_davoudi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vahid_davoudi<\/a> Corrections work on two layers. When the graph forms a bad link, you can remove it directly from the Related list (one tap in the web UI) or via the unlink MCP tool. Weak links also get pruned automatically as evidence thins. For the truth vs temporary context question, canonical entries mark what’s settled and are protected from silent overwrites. Drafts hold contested context until confirmed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “newer information is not always more correct” insight is the entire challenge of persistent AI memory in one sentence. most memory systems assume monotonic updates and break the first time claude and cursor disagree.<\/p>\n<\/p>\n<p>real q: when claude asserts one project decision and cursor asserts a different one hours later, does second brain surface both with source + timestamp, or resolve automatically? asking because the resolution logic IS the product \u2014 everything else is storage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> Both surface, but not equally. Canonical memories are protected, so the contradictory Cursor write comes in as a draft for review rather than a silent overwrite. You confirm it supersedes the original or deprecate it. Deprecated memories drop from recall but stay in the audit trail. No tool wins by being last.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">@rahilpirani congratulations. Do you figure that the customer for the second brain is the user or their agents or external people?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> The user. Agents are the interface, writing and recalling on your behalf. External sharing is out of v2 scope.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the semantic search actually decide what to pull in when context is ambiguous, and does it ever surface stale info that you’ve already updated somewhere else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zcankekozpdmd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zcankekozpdmd<\/a> Hybrid retrieval (semantic + keyword) handles ambiguity, with graph links as a tiebreaker when signals are close. Stale entries are filtered at the recall layer: deprecated and superseded memories never reach the AI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Persistent memory makes agents much more useful, but also raises interesting reliability challenges. How do you validate that outdated or incorrect memories don\u2019t keep influencing future responses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> Three mechanisms handle this: contradictory writes become drafts for review rather than silently overwriting settled context, canonical memories require explicit confirmation before they’re superseded, and deprecated entries drop from recall but stay in the audit trail. Recency alone doesn’t win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>does it provide any kind of api for that storage ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kartikmalik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kartikmalik<\/a> Yes, two interfaces: MCP tools (remember, recall, search) for AI clients like Claude and Cursor, and a REST API for direct programmatic access. Both are documented in the GitHub repo README.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that solves the most frustrating part of using AI. Plugged it into Claude and Cursor and the recall by meaning actually works, way better than digging through old chats. Love that it’s self-hosted too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@phardinghy4670\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phardinghy4670<\/a> The recall-by-meaning piece was the hardest to get right. Glad it’s landing as actually useful rather than just technically interesting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@phardinghy4670 I love this SB a lot ! \u2728<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “connects dots across tools” framing resonates \u2014 I’ve been working on cross-session memory for fictional characters and hit the same wall: memory needs to know what contradicts what, not just accumulate. Does Second Brain handle conflict detection when the same topic appears differently across tools, or is resolution left to the user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avantigrowthlab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avantigrowthlab<\/a> Detection is automatic at write time. When Cursor writes something that conflicts with a canonical from Claude, both surface immediately as a draft-vs-canonical pair with source and timestamp attached. You see the tension the moment it’s written. Resolution is yours to call – the system surfaces it, you settle it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Your contradiction handling all keys off a competing signal \u2014 a second write disagrees, so it comes in as a draft. The case that bites me running a hand-curated file memory for my own agent has no such signal: a memory that was true when I wrote it, now false because the code moved underneath it, and nothing ever contradicted it. No competing write to open a draft, no reason to deprecate \u2014 it stays canonical and reads as trustworthy.<\/p>\n<\/p>\n<p>You told Gal wrong-from-the-start is hard because there’s no recency signal. This is its sibling: right when written, wrong now, still no signal.<\/p>\n<\/p>\n<p>My only patch: stop treating recall as ground truth. Every entry reaches the model stamped with its age and a “verify before trusting” note, so even settled memory lands as a point-in-time claim.<\/p>\n<\/p>\n<p>So does v2 pass age through to the model at recall, or does “canonical” itself read to the model as “trust this”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kyo_shino\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kyo_shino<\/a> Age passes through. Every recalled memory surfaces with its write timestamp and current status. Canonical means a human confirmed it, not that the model should treat it as current truth.<\/p>\n<\/p>\n<p>The silent staleness case you’re naming is real and not solved in v2. Your patch of stamping every recall with age and treating it as a point-in-time claim is the right direction. Worth building as a first-class feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a solo dev I burn the first ten minutes of every Claude and Cursor session re-explaining decisions I already made, so a self-hosted memory layer is something I’d actually run. The canonical-vs-draft split, so a newer write doesn’t silently overwrite a settled decision, is the sharp part here \u2014 treating recency as truth is exactly how these memory piles rot. Running it on my own Cloudflare free tier basically seals it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lennoxbeflying\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lennoxbeflying<\/a> Ten minutes per session adds up fast across tools. Running on your own Cloudflare free tier at personal scale without hitting limits was a design requirement, not a lucky side effect – glad that part lands.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>self-hosted and MIT licensed is the right call for something that’s basically your whole context history – I’d never trust a memory layer like this if I couldn’t see exactly where the data lives. the “canonical vs draft” distinction for handling contradictions is smart, most memory tools just let the newest write win and call it a feature<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Building it on your own Cloudflare account was the only architecture where trusting the memory layer isn’t a leap of faith. The canonical vs draft decision follows the same logic – if you own the data, you should also own every decision about what overwrites what.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cross-tool memory is the piece I keep wanting and keep not trusting, mostly because I can never see what it decided to remember. Does Second Brain let me look at and edit the actual memory it’s built, or is it a black box I have to take on faith? The moment one of these quietly remembers something wrong I lose the whole thread, so the inspect-and-correct part matters more to me than the recall.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chielephant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chielephant<\/a> Not a black box. The web UI shows every memory: which tool wrote it, when, and its current status (canonical, draft, or deprecated). You can edit, unlink, or deprecate entries directly. Visibility came before recall in the design, for exactly the reason you named.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Self-hosting the memory layer in my own Cloudflare account is what makes me willing to put real project context in it \u2014 the data staying mine is the whole ballgame. The V2 “distinguishes settled decisions from drafts and stale context” line is the part I’d stress-test: when Claude and Cursor write conflicting versions of the same decision, does it auto-pick the newer one, or is there a confirm step so I decide what’s canonical? And is recall scoped per-project, or does every connected MCP client pull from one global pool?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> Confirm step, not auto-pick. Contradictory writes from any client surface immediately as a draft-vs-canonical pair and you decide which stands. On scope: one global pool per user across all MCP clients. Tagging lets you filter recall by context today; per-project partitioning is on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting idea. How do this scale efficiently? Is there an indexing or meta layer so as I have more info to save? What about “split personalities?” There’s work info, personal info, hobby info, etc that tend to be fairly siloed. Does it figure out my silos over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@markherschberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@markherschberg<\/a> Vectorize keeps recall latency flat as memory grows. On silos: v2 doesn’t auto-partition yet. You can tag memories by context, but the graph links across domains when memories are semantically close. Automatic partitioning is on the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting take on memory. The part I keep running into with long lived AI memory is not storage, it’s that old memories go stale and quietly become wrong later. Curious how v2 handles that, do memories decay over time or get re checked against newer context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> v2 doesn’t auto-decay, but every write checks against existing canonical memories. Contradictory new context surfaces immediately as a draft-vs-canonical pair, so stale info gets flagged the moment something newer conflicts with it. The trickier case is memories that were wrong from the start and never contradicted – that’s a real gap we’re thinking about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the deprecation\/audit-trail design is solid for handling info that goes stale over time. different case though: what if a memory was just wrong from the start (bad transcription, hallucinated detail from the source tool) and by the time you catch it, three other memories have already linked off it as if it were true? does correcting the root node also flag or re-check what was built on top of it, or is that on the user to notice and untangle manually?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Correcting the root doesn’t cascade. The graph shows you what linked off it, so the dependency chain is visible rather than hidden, but walking those downstream nodes is on you. The wrong-from-the-start case is harder than stale-over-time because there’s no recency signal to catch it early – that’s a real gap we’re thinking about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I run most of my business ops through AI agents day to day, and the “newer isn’t always more correct” framing matches exactly what I see \u2014 tools overwrite settled decisions with whatever happened last. Curious: when memories are written autonomously by agents rather than by me in a chat, does the canonical\/draft distinction still hold up, or does it assume a human is doing the confirming?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@podcast_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@podcast_ai<\/a> The distinction holds regardless of who writes. Agent writes that conflict with existing canonical memories surface immediately as a draft-vs-canonical pair at write time. Settling a draft to canonical is a human action. Agents write freely but can’t settle context unilaterally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the settled-vs-draft distinction is the part I’d want to poke at – is that inferred from how often a decision gets re-referenced across sessions, or does the user have to explicitly mark something as settled?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> User confirms it. Contradictions surface both writes as canonical vs draft, and you decide which stands. Re-reference frequency is a signal we track, but it doesn’t automatically settle anything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the review’s “what needs improvement” flags the Vectorize\/Worker CPU ceiling under concurrent multi-hop recall – have you actually hit that limit at real personal-scale usage, or is it still theoretical?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Theoretical at personal scale. The bottleneck has been hop latency, not CPU. The ceiling becomes real when you layer concurrent multi-hop over conflict reconciliation at multi-tenant scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The linked-memory approach is compelling, but I think the harder problem isn’t remembering more\u2014it’s remembering the right things.<\/p>\n<p>How does v2 decide that a decision is “settled” versus something that should remain tentative? It seems like getting that boundary right could matter more than the size of the memory graph, especially when AI starts reusing old context automatically.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> v2 doesn’t decide on its own. Contradictory writes become drafts for your review, not silent overwrites. You confirm what’s settled. The boundary stays with you; the system just makes the tension visible.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a memory layer that actually feels useful across different tools. Set it up with my Claude and Cursor workflows and the semantic recall saved me from re-explaining a project setup I had already detailed the day before.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@birgl1646637\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@birgl1646637<\/a> The re-explaining tax is the whole reason this exists. Glad the cross-tool recall is cutting it already.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What is the diff with a simple obsidian vault?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> Obsidian is notes you write for yourself. This is memory AI tools write automatically across Claude, ChatGPT, and Cursor, recalled by meaning rather than keyword search.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I often work across multiple agents, but messages and memory are not shared between them, which means I need to frequently copy context back and forth. The appearance of Second Brain is truly a lifesaver!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice upgrade for the second shot bro. How does it resolve the conflict? Does it deterministic? What happen if (Could I) revert to history question because of decision changes or bad responses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s a clean model \u2014 surfacing draft-vs-canonical at write time with source + timestamp is the right primitive. The case I keep hitting in my own domain (character memory for fiction) is a third one: not a hard conflict, but soft drift. “She’s cautious” \u2192 “she took a risk once” \u2192 “she’s a risk-taker.” No single write trips a conflict detector, yet the canonical quietly erodes. Have you thought about drift as a separate problem from hard conflict, or is that out of scope for the tool-sync case?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s a clean model \u2014 surfacing draft-vs-canonical at write time with source + timestamp is exactly the right primitive. The hard part I keep hitting in my own domain (character memory for fiction) is the *third* case: not a clean conflict, but a soft drift where the new statement doesn’t contradict the canonical, it just slowly erodes it. “She’s cautious” \u2192 “she took a risk once” \u2192 “she’s a risk-taker.” No single write trips the detector, but the canonical is gone. Curious whether you’ve thought about drift vs. hard conflict as separate problems, or if that’s out of scope for the tool-sync use case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this open sourced?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a problem I hit constantly as a solo maker. I’m building a small Mac app + re-explaining architecture decisions, naming conventions, and “why we did it this way” every time a session resets gets old fast.<\/p>\n<p>The canonical vs. draft distinction is the part that stands out to me. Most memory tools I’ve tried just let the newest note win, which is actually worse than no memory when two sessions disagree. Curious how it behaves for a single-developer, multi-tool setup like mine specifically; is there any overhead to set up for someone who isn’t running a team, or is the self-hosted Cloudflare piece basically “connect once and forget about it”?<\/p>\n<p>One thing I noticed: there’s no simple hosted webpage to just sign up and go \u2014 it looks like setup is done directly through git\/deploying to your own Cloudflare account. Was that a deliberate choice to keep it self-hosted and avoid managing user data yourselves, or is a simpler no-code setup on the roadmap for people who aren’t comfortable with git?<\/p>\n<p>Also: does it pick up context automatically as I work, or do I need to explicitly tell it “remember this” for a decision to stick?<\/p>\n<p>Nice to see self-hosted taken seriously here rather than another tool that wants my data in someone else’s cloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4KP2FG4VHXW4AO\" class=\"app-title\">ServiceBeard<\/a><\/p>\n<div class=\"one-liner\">Sync your mailbox with your issue tracker<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">145<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ServiceBeard \u5c06\u5ba2\u670d\u90ae\u7bb1\u4e0eGitHub\u3001GitLab\u6216Linear\u7b49\u5f00\u53d1\u8005\u5e38\u7528\u7684\u95ee\u9898\u8ffd\u8e2a\u5668\u76f4\u63a5\u540c\u6b65\uff0c\u628a\u90ae\u7bb1\u53d8\u6210\u4e00\u4e2a\u5de5\u5355\u770b\u677f\uff0c\u8ba9\u56e2\u961f\u65e0\u9700\u8d2d\u4e70\u6602\u8d35\u7684\u5750\u5e2d\u5236\u5ba2\u670d\u8f6f\u4ef6\u5373\u53ef\u8fd0\u4f5c\u670d\u52a1\u53f0\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc5398e2-a115-4d06-9943-a235cf47d4d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19bc7cd5-4c95-4925-8f7c-416af46ed03b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0493382a-73f7-4bd2-80a1-0d031dda049e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ea6fd10-ee81-4db3-a726-0ce71d19de69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u5ba2\u670d\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5de5\u5355\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u90ae\u7bb1\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">Issue Tracker\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">IMAP<\/span><br \/>\n <span class=\"tag\">\u670d\u52a1\u53f0<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Linear<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u89e3\u51b3\u201c\u5171\u4eab\u90ae\u7bb1\u6df7\u4e71\u201d\u548c\u201c\u5750\u5e2d\u8d39\u7528\u9ad8\u201d\u7684\u75db\u70b9\uff0c\u4f46\u5bf9\u53cc\u5411\u540c\u6b65\u7684\u53ef\u9760\u6027\u6709\u6df1\u5ea6\u7591\u95ee\uff1a\u6280\u672f\u8bc4\u8bba\u5982\u4f55\u89e6\u53d1\u5ba2\u6237\u90ae\u4ef6\uff1f\u5173\u95ed\u540e\u7684\u90ae\u4ef6\u56de\u590d\u80fd\u5426\u81ea\u52a8\u91cd\u5f00\u5de5\u5355\uff1fCC\u591a\u4eba\u7684\u90ae\u4ef6\u5982\u4f55\u5207\u5206\uff1f\u7ebf\u7a0b\u5339\u914d\u903b\u8f91\u80fd\u5426\u5904\u7406\u590d\u6742\u573a\u666f\uff1f\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u652f\u6301\u914d\u7f6e\uff0c\u5e76\u627f\u8ba4\u9700\u52a0\u5f3a\u81ea\u52a8\u5316\u6d4b\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ServiceBeard\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u4ecb\u4e8e\u201c\u7b80\u964b\u7684\u5f69\u8272\u6807\u7b7e\u7ba1\u7406\u5171\u4eab\u90ae\u7bb1\u201d\u4e0e\u201c\u6602\u8d35\u81c3\u80bf\u7684Zendesk\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u771f\u7a7a\u5730\u5e26\u2014\u2014\u537310-50\u4eba\u5de6\u53f3\u7684\u5f00\u53d1\u578b\u56e2\u961f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u90ae\u7bb1\u8f6c\u5de5\u5355\u201d\uff08\u8fd9\u662f\u65e2\u6709\u529f\u80fd\uff09\uff0c\u800c\u5728\u4e8e\u201c\u96f6\u5207\u6362\u6210\u672c\u5730\u590d\u7528\u73b0\u6709\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\uff08GitHub Actions\u3001GitLab CI\uff09\u4e0e\u5f00\u53d1\u5de5\u4f5c\u6d41\u201d\u3002\u8fd9\u7b49\u4e8e\u628a\u5ba2\u670d\u7cfb\u7edf\u964d\u7ef4\u6210\u5f00\u53d1\u8005\u7cfb\u7edf\u7684\u4e00\u4e2a\u201c\u90ae\u4ef6\u9a71\u52a8\u578b\u63d2\u4ef6\u201d\uff0c\u4ece\u6839\u672c\u4e0a\u6d88\u89e3\u4e86\u201c\u53bb\u53e6\u4e00\u4e2a\u5de5\u5177\u91cc\u770b\u5ba2\u670d\u53cd\u9988\u201d\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u4e4b\u75db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5e76\u975e\u529f\u80fd\u6709\u65e0\uff0c\u800c\u662f\u8fb9\u754c\u60c5\u51b5\u7684\u9c81\u68d2\u6027\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u53cd\u590d\u63d0\u53ca\u7684\u201cCC\u3001\u8de8\u5730\u5740\u56de\u590d\u3001\u8fde\u73af\u56de\u590d\u3001\u5173\u5361\u540e\u7684\u56de\u590d\u201d\u624d\u662f\u4e00\u4e2a\u670d\u52a1\u53f0\u5de5\u5177\u7684\u751f\u6b7b\u7ebf\u2014\u2014\u8fd9\u4e9b\u7ec6\u8282\u51b3\u5b9a\u4e86\u4e00\u4e2a\u7cfb\u7edf\u662f\u63d0\u5347\u6548\u7387\u8fd8\u662f\u5236\u9020\u65b0\u6df7\u4e71\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u8fd9\u4e9b\u573a\u666f\u7684\u81ea\u52a8\u5316\u6d4b\u8bd5\u8fd8\u4e0d\u591f\uff0c\u8fd9\u5176\u5b9e\u6697\u793a\u4e86\u8be5\u9879\u76ee\u5f53\u524d\u5904\u4e8e\u201c\u53ef\u5de5\u4f5c\u7684MVP\u201d\u9636\u6bb5\uff0c\u800c\u975e\u6210\u719f\u4ea7\u54c1\u3002\u5bf9\u81ea\u6258\u7ba1\u4e14\u5f00\u6e90\u7684\u9879\u76ee\u6765\u8bf4\uff0c\u8fd9\u6070\u597d\u662f\u4f18\u52bf\uff1a\u4f60\u53ef\u4ee5\u5728\u6d4b\u8bd5\u4e2d\u82b1\u65f6\u95f4\u5b8c\u5584\uff0c\u800c\u4e0d\u5fc5\u50cfSaaS\u4ea7\u54c1\u90a3\u6837\u6025\u4e8e\u4e0a\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u4e0d\u8d70Webhook\u800c\u575a\u6301\u7528IMAP\/SMTP\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u786e\u5b9e\u89c4\u907f\u4e86\u7b2c\u4e09\u65b9\u5e73\u53f0\u7684API\u9650\u5236\u548c\u8ba4\u8bc1\u6210\u672c\uff0c\u4f7f\u90e8\u7f72\u6781\u5ea6\u7b80\u5355\uff08\u4efb\u4f55\u90ae\u4ef6\u670d\u52a1\u5668\u5373\u670d\u52a1\uff09\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u540c\u6b65\u662f\u8f6e\u8be2\u800c\u975e\u4e8b\u4ef6\u9a71\u52a8\uff0c\u5728\u9ad8\u9891\u6216\u957f\u90ae\u4ef6\u7ebf\u7a0b\u7684\u573a\u666f\u4e0b\uff0c\u5ef6\u8fdf\u3001\u91cd\u590d\u3001\u4e71\u5e8f\u7684\u98ce\u9669\u4f1a\u660e\u663e\u653e\u5927\u3002\u5f00\u53d1\u8005\u9700\u8981\u5728\u201c\u7b80\u5355\u6613\u90e8\u7f72\u201d\u4e0e\u201c\u5b9e\u65f6\u53ef\u9760\u201d\u4e4b\u95f4\u505a\u51fa\u660e\u786e\u53d6\u820d\uff0c\u5e76\u4e14\u5bf9\u7528\u6237\u900f\u660e\u5730\u8bf4\u660e\u5f53\u524d\u5904\u4e8e\u54ea\u4e00\u7aef\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cServiceBeard\u7684\u5f00\u6e90\u3001\u81ea\u6258\u7ba1\u3001\u65e0\u529f\u80fd\u9650\u5236\u5b9a\u4f4d\uff0c\u7cbe\u51c6\u72d9\u51fb\u4e86\u90a3\u4e9b\u4e0d\u60f3\u4e3a\u201c\u6bcf\u4eba\u6bcf\u6708\u51e0\u5341\u7f8e\u5143\u201d\u4e70\u5355\u3001\u53c8\u6709\u81ea\u90e8\u7f72\u80fd\u529b\u7684\u6280\u672f\u56e2\u961f\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u8981\u53d6\u4ee3Zendesk\u7684\u91ce\u5fc3\u4e4b\u4f5c\uff0c\u800c\u662f\u5207\u5165\u4e00\u4e2a\u7cbe\u51c6\u3001\u8f7b\u91cf\u7684Use Case\uff0c\u505a\u5230\u4e86\u201c\u5728\u73b0\u6709\u5de5\u5177\u4e0a\u89e3\u51b3\u4e00\u4e2a\u5177\u4f53\u75db\u70b9\u201d\u2014\u2014\u8fd9\u6070\u6070\u662fProduct Hunt\u4e0a\u6700\u5bb9\u6613\u6210\u529f\u7684\u4ea7\u54c1\u5f62\u6001\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ServiceBeard<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your customer-facing mailbox into an issue board. ServiceBeard syncs your emails directly to your issue tracker, letting you run a full service desk from your existing workspace. You can leverage the automation pipelines you\u2019ve already set up without investing in expensive, per-seat helpdesk software. It’s open-source, connects via standard IMAP\/SMTP, and currently supports GitHub, GitLab, and Linear.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi Product Hunt,<\/p>\n<\/p>\n<p>I’m Joram, the solo developer who built ServiceBeard.<\/p>\n<\/p>\n<p>My team was managing a shared mailbox by using coloured labels and read\/unread statuses just to track who had replied to an email. Not ideal. Of course, this problem has been solved by proprietary service desk tools, but those often come with steep pricing models and heavy onboarding. That’s why I built ServiceBeard.<\/p>\n<\/p>\n<p>It caters to teams who either can’t or don’t want to invest in yet another tool, or who prefer not to run commercial, proprietary software. It’s fully functional with no limits or feature caps in the self-hosted version, and there is a managed cloud version that anyone can try for free.<\/p>\n<\/p>\n<p>I’m looking for honest, early feedback: is this something you’d use? What could be improved, and what features should be added? I’d love to hear your thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hongaar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hongaar<\/a> Hi Joram, the mailbox-to-tracker gap is where half my support context goes to die. When a customer replies “actually it’s still broken” four emails deep, does that thread onto the existing issue or spawn a new one? Curious how you decide what counts as a duplicate versus a genuinely new report, because that call is usually where these tools live or die.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/products\/servicebeard\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"servicebeard\" target=\"_blank\" rel=\"noopener\">@ServiceBeard<\/a> The shared mailbox struggle is incredibly real, and building a bridge straight into developer tools like Linear and GitLab completely cuts out the context-switching friction.<\/p>\n<p>What stands out here is the ability to inherit existing automation pipelines. When a ticket is updated inside the issue tracker, does the two-way sync support mapping custom workflow statuses (like “In QA” or “Scheduled for Deploy”) back to automated customer email notifications, or does it strictly trigger updates on the initial creation and the final closing of the issue?<\/p>\n<p>Love the zero-bloat approach to service desk operations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varunvivek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varunvivek<\/a> Label or status changes do not trigger updates back to the customer currently, only public comments do. I know other products support this, but I didn’t want to make it too ‘chatty’. Is this a feature you’d like to see in a product like ServiceBeard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally a helpdesk tool that doesn’t force per-seat pricing. Hooked it up to my Linear board over IMAP and had tickets flowing in within minutes, no need to migrate my whole team’s setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the threading answers cover inbound well. what about the reverse direction – if a dev replies to the issue inside GitHub\/GitLab\/Linear instead of going back to the mailbox, does that comment actually go out as a real email to the customer maintaining the thread, or does it just sit in the tracker until someone manually copies it back into an email? that gap is usually where teams quietly go back to just replying from the inbox directly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> comments on the issue tracker are sent back to the customer through email (delivery through your own SMTP server), unless marked as internal. Thanks for checking out ServiceBeard!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>solo dev building a self-hosted option instead of the usual SaaS-only route is the right call for this. what happens when a customer replies weeks after the linked issue got closed – does it reopen the old issue or spawn an orphaned one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> both are supported – this is configurable per Project Rule (so e.g. bug reports can have different behaviour than feature suggestions). Great question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>@Joram good to hear it’s on the roadmap. if it helps at all, the case I’d prioritize testing first is a thread where a customer replies twice in a row before anyone on your team answers – that’s the one that tends to break naive read\/unread and two-way sync logic the hardest, way more than plain out-of-order delivery.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle email threads where multiple customers are CC’d, do those get split out into separate tickets automatically or linked together somehow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tunahan7j2k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tunahan7j2k<\/a> Interesting edge case. ServiceBeard will create a single conversation and a single issue from this incoming email, it doesn’t use CC’d addresses to create additional tickets or links at the moment. How would you expect or want this to work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The framing of “we were managing a shared mailbox with colored labels” is a more honest starting point than most tools admit to haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that doesn’t force me to drag my team onto yet another per-seat subscription. Synced our shared inbox to Linear in a few minutes, and the IMAP setup was straightforward enough that I didn’t need to bother our admin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>syncing mailbox to issue tracker isn’t new (Zendesk, Front, even Gmail+Zapier have done this for years), so the pitch really comes down to how clean the two-way sync stays once a thread gets messy – CC’d people, forwarded emails, someone replying from a different address. that’s usually where these integrations start creating duplicate or orphaned tickets<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Tested some of these scenario’s, but not in an as structured way as I’d like. I’m going to to put more (automated) testing towards this. Thanks for raising this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “we manage a shared mailbox with color labels because zendesk feels overkill” problem is exactly where 90% of small teams live and none of the enterprise tools acknowledge exists.<\/p>\n<\/p>\n<p>real q: does the mailbox-to-issue mapping keep both threaded? asking because most sync tools drop the email thread after the first ticket creation and then agents context-switch between two tabs to reconstruct the conversation history.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenameisarian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenameisarian<\/a> ServiceBeard will try its best to keep conversations threaded in both mailbox and issue tracker, and I’m using layered strategies to detect the conversation a message should be part of: by In-Reply-To, then References, then subject+sender. Great question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Getting stuff out of the inbox and into where work actually gets tracked is a problem I feel weekly. When ServiceBeard syncs a mailbox to the issue tracker, how does it decide what’s a real issue versus a one-off reply or a thank-you, and can I keep a two-way link so a comment on the issue lands back in the email thread? The round-trip is the part that makes or breaks these<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running a service desk out of Linear instead of paying per-seat for a helpdesk is exactly the tradeoff a small community\/support team wants, especially self-hosted over IMAP. The loop I’d need to close before adopting: is the sync bidirectional \u2014 if I reply on the Linear issue, does that go back out to the customer over SMTP as an email, or is it inbound-only and I’m still answering from the mailbox? One-way would mean context lives in two places again, which is the exact problem I’d be adopting this to kill.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice angle on using existing IMAP\/SMTP plus the automation teams already have in GitHub, GitLab, or Linear instead of adding another per-seat support layer. One workflow question I would look for quickly as a user: how do you handle email threading and duplicate issue prevention when one conversation turns into multiple tickets or several teammates reply from the same mailbox?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Plugged it into a test repo and watched a support email land as a Linear issue without me touching anything, that part just works. The IMAP setup was surprisingly painless too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5X3LKMBX3B3LYB\" class=\"app-title\">Offer Max<\/a><\/p>\n<div class=\"one-liner\">Every job application is a click, not an evening <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">30<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Offer Max\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u6c42\u804c\u52a9\u624bChrome\u6269\u5c55\uff0c\u901a\u8fc7\u4e00\u952e\u6293\u53d6\u804c\u4f4d\u63cf\u8ff0\u3001\u667a\u80fd\u5339\u914d\u5ea6\u8bc4\u5206\u3001\u5b9a\u5236\u7b80\u5386\u4e0e\u6c42\u804c\u4fe1\u3001\u81ea\u52a8\u586b\u5199\u7533\u8bf7\u8868\u5355\u53ca\u9884\u6d4b\u9762\u8bd5\u9898\uff0c\u89e3\u51b3\u6c42\u804c\u8005\u6d77\u6295\u6548\u7387\u4f4e\u3001\u6587\u4e66\u91cd\u590d\u4fee\u6539\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcae0e14-3cbc-4ee6-8668-09eaf1dc8031.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ac997d2-0d00-48db-8a92-8a18baad1ac1.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bb45a7d-10e4-4302-bcaa-e29856e35a74.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18e4cf69-a796-4074-9aa8-74536c043137.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c492bcc3-e5e4-4750-8bb4-ac88d188d096.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc9ba15f-c19d-49ac-a783-411bb0912966.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/67c46324-00b1-406e-a54f-a00f2357f44e.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a10aa41-c099-4e0d-9f2a-2d73fc2a65d0.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/34c644b6-4fe6-47c1-a8f5-d5610fd5d974.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=tjlqxZFiHC0\"><source src=\"https:\/\/www.youtube.com\/watch?v=tjlqxZFiHC0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6c42\u804c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u804c\u4f4d\u5339\u914d\u5ea6\u8bc4\u5206<\/span><br \/>\n <span class=\"tag\">\u6c42\u804c\u4fe1\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u586b\u8868<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u51c6\u5907<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u641c\u7d22<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u5728\u4e13\u4e1a\u9886\u57df\uff08\u5982\u5de5\u7a0b\u3001\u5b66\u672f\uff09\u5904\u7406\u672f\u8bed\u7684\u51c6\u786e\u6027\uff0c\u4ee5\u53ca\u5bf9\u6a21\u7cca\u804c\u4f4d\u63cf\u8ff0\u7684\u5e94\u5bf9\u3002\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03AI\u4e0d\u865a\u6784\u5185\u5bb9\uff0c\u57fa\u4e8e\u7528\u6237\u4e2a\u4eba\u8d44\u6599\u6539\u5199\uff1b\u5bf9\u4e8e\u9690\u85cf\u7684\u804c\u4f4d\u63cf\u8ff0\uff0c\u652f\u6301\u624b\u52a8\u7c98\u8d34\u3002\u7528\u6237\u4e5f\u62c5\u5fe7\u7b80\u5386\u5b9a\u5236\u5bfc\u81f4\u5343\u7bc7\u4e00\u5f8b\u6216\u88abATS\u6807\u8bb0\uff0c\u521b\u59cb\u4eba\u89e3\u91ca\u5173\u952e\u8bcd\u6eaf\u6e90\u4e0e\u91cf\u5316\u9650\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Offer Max\u5207\u5165\u4e86\u4e00\u4e2a\u6548\u7387\u5de5\u5177\u7684\u62e5\u6324\u8d5b\u9053\uff0c\u4f46\u5176\u5dee\u5f02\u5316\u5728\u4e8e\u201c\u51b3\u7b56\u524d\u7f6e\u201d\u800c\u975e\u5355\u7eaf\u7684\u201c\u624b\u901f\u63d0\u5347\u201d\u3002\u5c06\u5339\u914d\u5ea6\u8bc4\u5206\u7f6e\u4e8e\u6295\u9012\u524d\uff0c\u8bd5\u56fe\u5728\u7528\u6237\u6295\u5165\u65f6\u95f4\u524d\u8fc7\u6ee4\u4f4e\u8d28\u673a\u4f1a\uff0c\u8fd9\u4e00\u903b\u8f91\u6bd4\u4f20\u7edf\u7b80\u5386\u751f\u6210\u5668\u66f4\u8d34\u8fd1\u6c42\u804c\u8005\u7684\u5b9e\u9645\u5fc3\u667a\u6a21\u578b\u2014\u2014\u7528\u6237\u6050\u60e7\u7684\u4e0d\u4ec5\u662f\u586b\u8868\uff0c\u66f4\u662f\u201c\u65e0\u6548\u7533\u8bf7\u201d\u5e26\u6765\u7684\u65f6\u95f4\u6c89\u6ca1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u6e90\u4e8e\u5176\u201cProfile as Source of Truth\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\u3002\u62d2\u7eddAI\u634f\u9020\u7ecf\u5386\uff0c\u8981\u6c42\u6240\u6709\u8f93\u51fa\u5fc5\u987b\u56de\u6eaf\u7528\u6237\u539f\u59cb\u7b80\u5386\uff0c\u8fd9\u65e2\u89c4\u907f\u4e86\u6cd5\u5f8b\u4e0e\u9053\u5fb7\u98ce\u9669\uff08\u9632\u7b80\u5386\u9020\u5047\uff09\uff0c\u53c8\u5728\u6280\u672f\u4e0a\u901a\u8fc7\u201c\u6620\u5c04\u65e7\u9605\u5386\u81f3\u65b0JD\u201d\u800c\u975e\u201c\u4ece\u96f6\u5408\u6210\u201d\u6765\u514b\u5236\u5e7b\u89c9\u3002\u4e0e\u5e02\u9762\u4e0a\u8f93\u51fa\u540c\u8d28\u5316\u4e25\u91cd\u7684\u667a\u80fd\u5199\u624b\u76f8\u6bd4\uff0c\u8fd9\u7b97\u52a1\u5b9e\u7684\u89e3\u6cd5\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u4ea7\u54c1\u5929\u82b1\u677f\u7531\u7528\u6237\u8f93\u5165\u8d28\u91cf\u51b3\u5b9a\u2014\u2014Profile\u6784\u5efa\u5165\u53e3\u7684\u5f15\u5bfc\u673a\u5236\u5c06\u6210\u4e3a\u51b3\u5b9a\u7528\u6237\u4f53\u9a8c\u4f18\u52a3\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u9690\u60a3\u4e0d\u5bb9\u5ffd\u89c6\uff1aCEO\u660e\u786e\u58f0\u79f0\u4f9d\u8d56Claude\u800c\u975e\u66f4\u4fbf\u5b9c\u7684GPT\uff0c\u4f46\u5f53\u524d\u5c55\u793a\u7684\u56de\u590d\u8bed\u6c14\u5b58\u5728\u660e\u663e\u7684\u201cAI\u5473\u201d\uff0c\u7528\u6237\u6613\u751f\u7591\u8651\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u5728\u201c\u4e13\u4e1a\u9886\u57df\u672f\u8bed\u4fdd\u771f\u5ea6\u201d\u4e0e\u201c\u8fb9\u7f18\u5e94\u7528\u573a\u666f\uff08\u5982\u6613\u6377\u5173\u8054\u3001\u6a21\u7ccaJD\uff09\u201d\u4e0a\u7ed9\u51fa\u7684\u4eba\u5de5\u515c\u5e95\u65b9\u6848\uff08\u5efa\u8bae\u624b\u52a8\u5fae\u8c03\u3001\u5f52\u56e0\u4f4e\u5206\uff09\uff0c\u672c\u8d28\u5c06\u90e8\u5206\u9002\u914d\u8d23\u4efb\u8f6c\u5ac1\u7ed9\u7528\u6237\uff0c\u964d\u4f4e\u75db\u70b9\u89e3\u51b3\u7684\u5f7b\u5e95\u6027\u3002\u6574\u4f53\u800c\u8a00\uff0cOffer Max\u662f\u6761\u7406\u6e05\u6670\u7684AI\u6c42\u804c\u5668\uff0c\u4f46\u8ddd\u79bb\u89e3\u51b3\u201c\u6c42\u804c\u5730\u72f1\u201d\u4e2d\u6700\u540e10%\u7684\u51b3\u7b56\u60f0\u6027\u4e0e\u7b80\u5386\u4e2a\u6027\u5316\uff0c\u5b83\u8fd8\u9700\u8bc1\u660e\u5176AI\u4e0d\u662f\u806a\u660e\u7684\u6a21\u677f\u5320\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Offer Max<\/span>\n <\/div>\n<div class=\"comment-content\">Finding a job is already a full-time job. Offer Max makes it a lot less painful. The Chrome extension captures any Job Description in one click. AI tells you how good your fit is before you commit to applying, rewrites your r\u00e9sum\u00e9 in the recruiter’s language, drafts the cover letter, autofills the tedious application forms, and preps you with the interview questions this team is likely to ask. Build your master profile once. Show up more prepared than everyone else.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the r\u00e9sum\u00e9 rewrite actually handle specialized fields like engineering or academic roles where the jargon matters a lot, and does it need ATS-friendly templates or can you upload your own format?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eymen4ufh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eymen4ufh<\/a> <\/p>\n<p>Great questions \u2014 two-part answer.<\/p>\n<p><strong>On jargon in specialized fields<\/strong>: The AI doesn’t invent terminology \u2014 your profile is the source of truth. If you’re a compiler engineer, phrases like “LLVM IR” or “loop unrolling” only appear in the tailored resume if you put them in your profile. When targeting a specific JD, the model anchors on the JD’s exact wording and selects \/ rephrases from your existing bullets to bridge the two \u2014 it doesn’t hallucinate a whole new domain. For academic roles specifically, we treat Publications, Patents, Awards, and Test Scores as first-class profile sections, so citations, PI names, conference venues, etc. get preserved exactly as you enter them.<\/p>\n<p>Two honest caveats worth mentioning: (1) for very niche fields (specific semiconductor process nodes, regulated medical-device terminology, etc.) we recommend a bullet-by-bullet review before submitting \u2014 the AI is a strong reorganizer, not a domain expert. (2) Spending 2-3 minutes tweaking one bullet manually the first time usually pays off \u2014 the model picks up on your tone for future generations.<\/p>\n<p><strong>On templates<\/strong>: Four built-in templates (Modern, Classic, Minimal, Creative) \u2014 all deliberately ATS-parseable: single column, standard section headings, no tables \/ images \/ text-boxes. The PDF export is vector (not rasterized), so ATS text extraction is clean.<\/p>\n<p>You can’t upload your own template today \u2014 that’s on the roadmap. What you <em>can<\/em> do: after generation you get the full editable markdown source \u2014 tweak it in the in-app editor, or copy it out into Overleaf \/ Word \/ any format your target company expects. A few users generate with us, then paste the content into a Word template their recruiter shared with them. It’s a fine bridge until custom templates ship.<\/p>\n<p>Happy to answer follow-ups!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does it handle situations where the job description is vague or buried behind an apply button, like LinkedIn Easy Apply?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ceylan1dzf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ceylan1dzf<\/a> <\/p>\n<p>Two different problems packed into one question, both worth answering honestly.<\/p>\n<p><strong>Easy Apply specifically<\/strong>: The JD is actually visible on the LinkedIn job page itself \u2014 the “Easy Apply” button just triggers the form, it doesn’t hide the description. Our Chrome extension scrapes whatever’s currently rendered in the DOM. One gotcha: LinkedIn often collapses long JDs with a “See more” link \u2014 if the user hasn’t expanded that, we only get the truncated version. So the practical advice is <em>click “See more” first, then hit Import<\/em>. We’re looking at auto-expanding it in the next extension update.<\/p>\n<p><strong>Genuinely hidden JDs<\/strong> (some ATS redirects, some career pages that gate the description behind login) are the harder case. There’s no scraping around content that isn’t in the DOM. For those, the fallback is: paste the JD text directly into Offer Max’s \/generate page \u2014 same output, just skips the auto-scrape step.<\/p>\n<p><strong>Vague \/ thin JDs<\/strong> (the “seeking a passionate individual to drive impact” variety, all vibes no specifics): the tool doesn’t invent detail that isn’t there. What it does instead:<\/p>\n<ul>\n<li>\n<p>The score-match becomes low-confidence \u2014 we surface fewer keyword-match chips, which is itself a signal: “this JD doesn’t tell us much.”<\/p>\n<\/li>\n<li>\n<p>The tailored resume falls back to profile-driven writing \u2014 pulling from what you did, in your voice, without over-fitting to weak JD signal.<\/p>\n<\/li>\n<li>\n<p>We have a separate “Research Job” feature that pulls in company \/ role context to backfill some of what a vague JD leaves out.<\/p>\n<\/li>\n<\/ul>\n<p>Honest limitation: with a truly generic JD, tailoring degrades to “polished but generic” \u2014 which is still better than the base resume, but not as sharp as when the JD is specific. In that scenario I’d tell users to spend 30 seconds writing 3-4 bullet points about what they <em>think<\/em> the role probably wants (e.g. based on the company or team page) and paste that into the JD field. The AI turns manual signal into tailored output remarkably well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m the founder of Offer Max. This is what I wish I’d had when I was applying to jobs.<\/p>\n<p>Six months ago I was staring at a Google Doc titled Resume_v37_FINAL_ACTUALLY_FINAL and asking myself why I was rewriting the same bullets for the tenth time that week. The AI tools I tried either made up experience I didn’t have, or spat out generic filler that helped no one. So I built the thing I actually wanted.<\/p>\n<p>What Offer Max does:<\/p>\n<p>Build your master profile once \u2014 upload your LinkedIn URL or past PDF r\u00e9sum\u00e9s, and AI parses everything into a unified profile that powers every feature below<br \/>\nScore your fit 0-100 against any JD on LinkedIn, Indeed, jobright, Handshake, and 20+ other boards \u2014 before you commit 20 minutes to applying<br \/>\nAI rewrites your r\u00e9sum\u00e9 bullets in the JD’s own vocabulary \u2014 never invents anything; every claim traces back to your master profile<br \/>\nDrafts a matching cover letter in the same 30 seconds<br \/>\nAutofills the boring EEO + contact fields on application forms<br \/>\nGenerates the exact interview questions this team is likely to ask, with sample answers grounded in your real experience<\/p>\n<p>Free to try: 10 credits per feature, no card. <\/p>\n<p>I built this solo while job-hunting myself, so if something breaks, I’m the actual human who ships the fix. <a href=\"mailto:help@offermax.me\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">help@offermax.me<\/a> lands in my inbox.<\/p>\n<p>Would love your feedback on:<\/p>\n<p>Does the fit score match your gut when you read a JD?<br \/>\nAny job board you use that we don’t support yet?<br \/>\nWhat’s the single thing you hate most about applying to jobs? (Might be the next feature.)<br \/>\nThanks for taking a look \u2014 upvotes are gold, sharp critiques are gold. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I hate rewriting the same information for every single application, rewriting the same resume again and again for different jobs is tiring. How do you prevent that your resume rewrites from sounding similar to everyone else ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@reda_roqai_chaoui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@reda_roqai_chaoui<\/a> Totally hear you on the “same info 50 times” pain \u2014 that’s literally the reason the profile-based approach exists. You fill your profile once, we handle the rewrite per JD, and that alone kills most of the fatigue.<\/p>\n<p>On the “everyone sounds the same” concern \u2014 the trick is we don’t rewrite from a generic template. We rewrite from <em>your<\/em> actual bullets. If your profile says “Rebuilt Stripe’s dispute-handling pipeline to hit 99.97% uptime during a 3\u00d7 traffic spike”, that specific wording, that specific number, that specific <em>voice<\/em> is what gets tailored. Two candidates targeting the same JD would still produce very different resumes because their profile inputs differ \u2014 the AI is selecting and reshaping, not writing from scratch. Generic-AI-voice only shows up when the profile itself is generic (which is a separate problem no tool can fix for you).<\/p>\n<p>Two things help further: the AI is deliberately not templated \u2014 no “led X by doing Y resulting in Z%” scaffolding \u2014 and we picked Claude Sonnet 4.6 as the writer specifically because it has the best sense of tone across current mid-tier models. GPT-4o-mini would produce noticeably more formulaic output; it’s cheaper but the difference in feel is real. Also, if you tweak one bullet manually the first time, the model tends to pick up on your voice for the rest \u2014 worth spending 2-3 minutes on your first generation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the autofill piece is the part I’d want to understand before trusting it with a real job hunt – a lot of the big boards (workday, greenhouse, some linkedin flows) actively try to detect and block automated form-filling, sometimes flagging the application itself. does offer max ever run into that, or is autofill scoped conservatively enough (just EEO\/contact fields like you said) that it stays under whatever bot-detection these platforms run?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Fair concern. Based on our research and conversations with people familiar with recruiting platforms, anti-automation systems generally seem to focus on high-volume, unattended application behavior rather than a user saving time on a few repetitive fields. They’re not built to catch individual job-seekers using a browser tool to shave 30 seconds off tedious EEO forms. That’s why something like Simplify has been around for years, has hundreds of thousands of users, and hasn’t been blanket-banned by any major ATS \u2014 it’s within the norm of “power user tooling”, not adversarial behavior.<\/p>\n<p>And honestly, Offer Max does even less than Simplify (we are still catching). Simplify actually tries to fill the whole application \u2014 cover letters, custom essay questions, everything. We deliberately don’t. Ours is scoped to EEO\/demographic and boilerplate contact stuff \u2014 the fields that are literally the same across every application you’ll ever submit. From an ATS perspective there’s just nothing to fingerprint: a radio button click is a radio button click, whether you tap it or the extension does.<\/p>\n<p>So both technically (native events, user’s own session, no bulk pattern) and philosophically (individual friction removal, not application farming), we sit comfortably on the safe side of what these detection systems are actually watching for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the resume-rewriting-per-JD part is the piece I’d worry about most – a lot of ATS systems and recruiters now specifically look for phrasing that’s too perfectly matched to the job description, it reads as templated. curious how you’re tuning that so it doesn’t just produce keyword-stuffed resumes that get flagged instead of helping<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> This is a topic I\u2019ve spent a lot of time thinking about over the past couple of months \u2014 probably more than is healthy for dinner-table conversation.<\/p>\n<p>The main thing we do: <strong>the AI is never allowed to invent keywords.<\/strong> Everything in the tailored resume has to trace back to something in your actual profile. So if the JD wants “distributed systems” and you wrote “microservices at Stripe” \u2014 we bridge those two phrasings. If you never touched distributed systems, “distributed systems” doesn’t magically appear. That’s the failure mode you’re describing, and it’s the exact thing I’ve been trained (by dinner-table lectures) to prevent.<\/p>\n<p>Add to that: hard word cap per bullet, quantification pressure, and the match-score panel exposes which JD requirements <em>didn’t<\/em> match instead of trying to fake them. If the JD wants a PhD and you don’t have one, we say “PhD requirement \u2014 not met” instead of writing “PhD-level research experience” \ud83d\ude43<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that you’re optimizing for the decision of “should I even apply?” instead of only making applications faster.<\/p>\n<p>One thing I’m curious about: how do you prevent the match score from becoming overconfident? Great candidates often look like weak matches on paper because their experience doesn’t fit the keywords, but that’s exactly where the best opportunities can be.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> You’re pointing at the hardest case for any keyword-based scoring \u2014 lateral pivots and career jumpers who look weak on paper but crush the interview. Nobody’s fully solved this, us included.<\/p>\n<p>A few things we lean on. First, matching is phrase-level, not literal \u2014 “microservices at Stripe” registers against a JD asking for “distributed systems” even when the words don’t overlap. On top of that, when the model supports thinking mode (Google, Anthropic), we let it reason beyond keyword hits before it commits to a number. And finally the output isn’t just the score \u2014 there’s a “strategy” section next to it that surfaces transferable strengths the number alone can’t capture.<\/p>\n<p>But honestly the score is meant as <em>signal<\/em>, not verdict \u2014 we don’t gate applications on it. A 40\/100 with strategy notes saying “your payments experience translates directly to this fintech role, lead with the $4B\/month figure” is often way more actionable than a 90\/100 for a role you’re overqualified for. Great candidates just have to trust the strategy more than the number.<\/p>\n<p>Thanks for the \ud83d\ude80 \u2014 this is exactly the question I wish more people asked about scoring systems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6BMNKXYCELGGF5\" class=\"app-title\">CONTRABAND VR Cinema<\/a><\/p>\n<div class=\"one-liner\">A theatrical experience with friends, from home.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">27<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u6234\u4e0aMeta Quest\u5934\u663e\uff0c\u4e0e\u771f\u5b9e\u89c2\u4f17\u5728\u865a\u62df\u5f71\u9662\u4e2d\u540c\u6b65\u89c2\u770b\u7535\u5f71\uff0c\u4e14\u65e0\u4eba\u80fd\u6682\u505c\u6216\u5feb\u8fdb\uff0c\u91cd\u5851\u201c\u5171\u540c\u7ecf\u5386\u201d\u7684\u4eea\u5f0f\u611f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08273ae8-6bb0-44af-94ec-f8dcd615465a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4c5440a-03f7-4c3a-a8f2-b45465a47f97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42d6ff05-c24d-489d-a912-ae1d90af7d54.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6eb2336-c40f-4c0f-8efc-56eb9570b252.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7338b356-a94d-4088-99bd-fe67ba1d4bae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Virtual Reality<\/span><br \/>\n <span class=\"tag\">Movies<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">VR\u5f71\u9662<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u89c2\u5f71<\/span><br \/>\n <span class=\"tag\">\u5143\u5b87\u5b99<\/span><br \/>\n <span class=\"tag\">Meta Quest<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u7535\u5f71\u53d1\u884c<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u653e\u6620<\/span><br \/>\n <span class=\"tag\">\u7ebf\u4e0a\u6d3b\u52a8<\/span><br \/>\n <span class=\"tag\">\u5171\u4eab\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u7535\u5f71<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u7968\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u7981\u6b62\u6682\u505c\u201d\u8bbe\u8ba1\u5bf9\u4eea\u5f0f\u611f\u7684\u5173\u952e\u4f5c\u7528\uff0c\u5e76\u5173\u6ce8\u793e\u4ea4\u53cd\u9988\uff08\u7b11\u58f0\u662f\u5426\u4f20\u9012\uff09\u3002\u5efa\u8bbe\u6027\u5efa\u8bae\u5305\u62ec\uff1a\u5f00\u653e\u79c1\u5bc6\u5305\u573a\u529f\u80fd\uff08\u9009\u5b9a\u573a\u6b21\u4e0e\u53cb\u4eba\u9501\u5b9a\u623f\u95f4\uff09\uff0c\u4ee5\u53ca\u601d\u8003\u5982\u4f55\u4e3a\u72ec\u7acb\u7535\u5f71\u5438\u5f15\u89c2\u4f17\uff0c\u9632\u6b62\u653e\u6620\u65f6\u5ea7\u65e0\u865a\u5e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CONTRABAND VR Cinema \u5728\u201cVR\u89c2\u5f71\u201d\u62e5\u6324\u7684\u8d5b\u9053\u4e2d\uff0c\u627e\u5230\u4e86\u4e00\u4e2a\u6781\u5177\u5dee\u5f02\u5316\u7684\u5207\u5165\u70b9\uff1a\u4e0d\u5356\u793e\u4ea4\u73a9\u6cd5\uff0c\u5356\u201c\u60e9\u7f5a\u6027\u540c\u6b65\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u50cf\u7d20\u7ea7\u522b\u7684\u753b\u8d28\u63d0\u5347\uff0c\u800c\u662f\u901a\u8fc7\u5f3a\u5236\u89c4\u5219\u2014\u2014\u65e0\u4eba\u53ef\u6682\u505c\u3001\u65e0\u4eba\u53ef\u8df3\u8fc7\u2014\u2014\u91cd\u5efa\u4e86\u4e00\u79cd\u88ab\u6d41\u5a92\u4f53\u5f7b\u5e95\u6467\u6bc1\u7684\u201c\u65e0\u6cd5\u4f5c\u5f0a\u7684\u5171\u65f6\u6027\u201d\u3002\u8fd9\u6070\u597d\u6233\u4e2d\u4e86\u88abNetflix\u201c\u5f02\u6b65\u89c2\u770b\u201d\u4e0e\u201c\u534f\u5546\u9065\u63a7\u5668\u201d\u6298\u78e8\u7684\u5f53\u4ee3\u89c2\u4f17\u7684\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9879\u76ee\u7684\u771f\u6b63\u91ce\u5fc3\u6216\u8bb8\u5728\u201c\u521b\u4f5c\u8005\u4fa7\u201d\u3002\u5b83\u7784\u51c6\u4e86\u4f20\u7edf\u5f71\u9662\u548c\u6d41\u5a92\u4f53\u90fd\u4e0d\u613f\u63a5\u7eb3\u7684\u72ec\u7acb\u4e0eAI\u7535\u5f71\uff0c\u5e76\u63d0\u4f9b\u4e86\u4e00\u79cd\u76f4\u63a5\u53d8\u73b0\u7684\u7968\u52a1\u6e20\u9053\u3002\u8fd9\u6bd4\u201c\u865a\u62df\u5927\u5c4f\u201d\u66f4\u5177\u98a0\u8986\u6027\uff0c\u4e5f\u66f4\u5177\u98ce\u9669\u3002\u76ee\u524d\u6536\u5230\u7684\u53cd\u9988\u4e5f\u66b4\u9732\u4e86\u6f5c\u5728\u77ed\u677f\uff1a\u5982\u4f55\u89e3\u51b3\u201c\u51b7\u542f\u52a8\u201d\u2014\u2014\u5373\u5f53\u4e00\u90e8\u5c0f\u4f17\u5f71\u7247\u53ea\u6709\u6781\u5c11\u6570\u4eba\u8d2d\u7968\u65f6\uff0c\u90a3\u79cd\u201c\u504c\u5927\u865a\u62df\u5f71\u9662\u4ec5\u6709\u4e09\u4eba\u201d\u7684\u6c1b\u56f4\u53cd\u800c\u4f1a\u653e\u5927\u5b64\u72ec\u611f\u3002\u6b64\u5916\uff0c\u5b83\u5f3a\u5236\u7528\u6237\u7ed1\u5b9aMeta Quest\u8fd9\u6761\u786c\u4ef6\u201c\u9501\u94fe\u201d\uff0c\u5927\u5927\u9650\u5236\u4e86\u53d7\u4f17\u5e02\u573a\u3002\u867d\u7136\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u201c\u624b\u673a\u7aef\u4f1a\u7834\u574f\u4f53\u9a8c\u201d\uff0c\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u79cd\u6280\u672f\u81ea\u55e8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u5177\u5907\u7206\u6b3e\u6f5c\u8d28\u7684\u865a\u62df\u5f71\u9662\uff0c\u8981\u4e48\u505a\u5230\u8bbe\u5907\u5e73\u53f0\u901a\u7528\uff0c\u8981\u4e48\u5728\u5185\u5bb9\u6392\u7247\u4e0a\u5f15\u5165\u201c\u7968\u623f\u9884\u8d2d+\u52a8\u6001\u573a\u6b21\u5408\u5e76\u201d\u7684\u7b97\u6cd5\uff0c\u786e\u4fdd\u6bcf\u6b21\u653e\u6620\u62e5\u6709\u6700\u4f4e\u89c2\u4f17\u91cf\uff0c\u5426\u5219\u201c\u865a\u62df\u6bd4\u73b0\u5b9e\u66f4\u7a7a\u8361\u201d\u7684\u8bbd\u523a\u573a\u9762\uff0c\u5f88\u5feb\u5c31\u4f1a\u529d\u9000\u6240\u6709\u597d\u5947\u7684\u7528\u6237\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">CONTRABAND VR Cinema<\/span>\n <\/div>\n<div class=\"comment-content\">Put on your Quest headset and step into a real cinema with a real audience, watching the same film at the same moment together. Nobody pauses and nobody skips ahead. When the credits roll, you vote on what screens next. This is what going to the movies used to feel like. This is Virtual Cinema.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I built CONTRABAND because I enjoy watching movies, and lately have been enjoying some of the old movies on my VR headset. And it is amazing how close the experience is, to going to a real theatre.<\/p>\n<\/p>\n<p>CONTRABAND is a scheduled, ticketed VR cinema running inside a Meta Quest headset. You walk into a lobby, find your seat, and watch a film with a real audience at a set time. Nobody pauses. Nobody skips ahead. When the film ends, you vote on what screens next.<\/p>\n<\/p>\n<p>Two problems we are trying to solve:<\/p>\n<\/p>\n<p>For audiences – streaming gave us convenience and took away the ritual. The shared moment of watching something together, in the dark, at the same time, is what made cinema special. CONTRABAND brings that back, and makes it possible with people who are not even in the same city as you.<\/p>\n<\/p>\n<p>For filmmakers – independent and AI-made films have no real distribution home. Distributors won’t touch them, theatres won’t book them, and YouTube pays $30 for a thousand views. CONTRABAND gives them a scheduled screening, a real audience, and direct ticket revenue via Stripe.<\/p>\n<\/p>\n<p>We just launched. The Quest app is live and our first public screenings are coming up.<\/p>\n<\/p>\n<p>Would love your feedback, your votes, and your honest questions. Happy to answer everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can relate to missing the feeling of actually going to the cinema. How do you keep the social experience feeling natural inside VR?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the filmmaker distribution angle is actually the more interesting problem to me than the audience experience, since the audience side has been solved-ish by watch parties before, just badly. for an indie or AI-made film getting a slot, what determines the audience size at a screening – is it just whoever happens to buy a ticket for that timeslot, or is there some discovery\/marketing layer helping a first-time filmmaker actually fill the room instead of screening to three people?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“nobody pauses and nobody skips ahead” is such a small detail but it’s actually the whole point – most watch-party apps let everyone pause whenever which kills the shared-event feeling entirely. the vote-on-what-screens-next bit after credits is a nice touch too, feels like an actual midnight-movie crowd instead of a Zoom call with a movie playing. does the audience reaction (laughing, talking) carry over between people or is it just the movie audio?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> the audience reaction carries over – and you can choose to mute in two levels. You can mute everyone, or mute everyone who isnt your friend \/ companion – so you can decide if you want to watch the movie with everyone (i love watching horror movies or comedies this way), but if you want it to be with friends and just hear them, you can mute everyone else. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The shared screening idea is genuinely cool, love that voting mechanic. One thing that would make it feel even more like a real cinema is letting a small group of friends lock a private room so you can pick a film ahead of time and watch together, while the open rooms keep the public schedule. Would help on nights when nothing in the vote matches what your crew wants to see.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@berkehallokdww\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@berkehallokdww<\/a> So while you are watching – you don’t see faces or avatars. You only see glows of other people in the room – the empty theatre environments always made it a bit depressing for me. And you have two ambient audio modes – listen to everyone, or listen to only friends. So if you click on listen to friends only mode, you wont hear any of the others, so its almost like being in a private room with friends – or even on a date.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vijayanands\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vijayanands\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vijayanands<\/a> This is very cool, futuristic like a black mirror eposide coming alive. Love the ticket pricing as well. Very budget friendly. <br \/>Limiting it to premium headsets, limits the TAM. Any plans on running it on Mobile devices and let it play via affordable headets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopesh_donde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopesh_donde<\/a> The display does set the experience though. Even on a 2, the display is okay. What sort of headset do you have?<\/p>\n<p>Mobile devices would take away the whole theaterical experience thing right? If you have a Quest 2 or Quest 3 device, you can check it out and play some of the trailers to see what it feels like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RKHI7GMLIPSM4M\" class=\"app-title\">Flowing<\/a><\/p>\n<div class=\"one-liner\"> Ground your academic writing in your own papers.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">25<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flowing \u662f\u4e00\u6b3e\u684c\u9762\u5199\u4f5c\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u52a8\u68c0\u7d22\u7528\u6237PDF\u6587\u732e\u5e93\u4e2d\u7684\u76f8\u5173\u6bb5\u843d\uff0c\u5e2e\u52a9\u7814\u7a76\u8005\u5728\u5b66\u672f\u5199\u4f5c\u4e2d\u968f\u65f6\u951a\u5b9a\u81ea\u5df1\u7684\u8bba\u6587\u8bc1\u636e\uff0c\u65e0\u9700\u79bb\u5f00\u7f16\u8f91\u5668\u7ffb\u627e\u6587\u732e\uff0c\u4ece\u800c\u89e3\u51b3\u201c\u8bb0\u5f97\u770b\u8fc7\u8bc1\u636e\u4f46\u627e\u4e0d\u5230\u539f\u6587\u201d\u7684\u75db\u70b9\uff0c\u5e76\u57fa\u4e8e\u4e2a\u4eba\u6587\u732e\u63d0\u4f9b\u66f4\u7cbe\u51c6\u7684\u7eed\u5199\u548c\u6da6\u8272\u5efa\u8bae\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a899a88-3781-45cc-ae2d-0d81dd7c5290.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d8988fbd-273c-4484-91f5-a60139b12bf9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4ea5633-484d-4056-a421-96a9834a333b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce87ca85-188f-40af-a3b1-091eeef87033.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac1e80a8-6f3e-4d20-878f-f584764cc1fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f4c13c81-7582-4be7-b50d-320f20b50318.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/xqdJ0eVCKJs?si=ulAEmgELIrw_GuTv\"><source src=\"https:\/\/youtu.be\/xqdJ0eVCKJs?si=ulAEmgELIrw_GuTv\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b66\u672f\u5199\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u951a\u5b9a<\/span><br \/>\n <span class=\"tag\">PDF\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5199\u4f5c\u6d41\u7a0b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u751f\u4ea7\u529b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5927PDF\u5e93\u652f\u6301\uff08\u5df2\u786e\u8ba45K+\u53ef\u7528\uff09\u3001\u534f\u4f5c\u529f\u80fd\u7f3a\u5931\u3001\u5bf9\u8bef\u5f15\u4e0eAI\u75d5\u8ff9\u7684\u62c5\u5fe7\u3002\u5efa\u8bae\u5305\u62ec\uff1a\u81ea\u52a8\u6807\u6ce8\u4e0e\u89c2\u70b9\u51b2\u7a81\u7684\u8bc1\u636e\u3001\u8ddf\u8e2aAI\u751f\u6210\u5185\u5bb9\u6e90\u5934\u4ee5\u7b26\u5408\u5b66\u672f\u8bda\u4fe1\u8981\u6c42\u3002\u5f00\u53d1\u8005\u5df2\u56de\u5e94\u5c06\u63a2\u7d22\u51b2\u7a81\u68c0\u6d4b\u529f\u80fd\uff0c\u6682\u65e0\u5b9e\u65f6\u534f\u4f5c\u4e0e\u6ce8\u91ca\u8bc6\u522b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Flowing \u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u9891\u7e41\u88ab\u5ffd\u7565\u7684\u75db\u70b9\u2014\u2014\u5b66\u672f\u5199\u4f5c\u4e2d\u7684\u201c\u8bc1\u636e\u65ad\u88c2\u201d\u3002\u7814\u7a76\u8005\u5e76\u975e\u7f3a\u4e4f\u4fe1\u606f\uff0c\u800c\u662f\u5728\u4ece\u9605\u8bfb\u5230\u5199\u4f5c\u7684\u8f6c\u6362\u4e2d\uff0c\u4fe1\u606f\u88ab\u6495\u88c2\u6210\u201c\u6a21\u7cca\u8bb0\u5fc6\u201d\u548c\u201c\u6df7\u4e71\u7684PDF\u6587\u4ef6\u5939\u201d\u3002Flowing \u901a\u8fc7\u5c06\u672c\u5730PDF\u5e93\u5d4c\u5165\u5199\u4f5c\u754c\u9762\uff0c\u7528\u5173\u952e\u8bcd\u89e6\u53d1\u751f\u6210\u5f0f\u68c0\u7d22\uff0c\u89e3\u51b3\u4e86\u201c\u6211\u77e5\u9053\u6211\u770b\u8fc7\uff0c\u4f46\u6211\u627e\u4e0d\u5230\u201d\u7684\u6548\u7387\u9ed1\u6d1e\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u6bd4\u901a\u7528AI\u52a9\u624b\u66f4\u806a\u660e\uff0c\u56e0\u4e3a\u5b83\u56de\u907f\u4e86\u201c\u5e7b\u89c9\u201d\u548c\u201c\u5f15\u7528\u4e0d\u5b9e\u201d\u8fd9\u4e24\u4e2aAI\u5b66\u672f\u5199\u4f5c\u7684\u6700\u5927\u96f7\u533a\uff1a\u5efa\u8bae\u76f4\u63a5\u6765\u81ea\u7528\u6237\u81ea\u5df1\u7684\u6587\u732e\uff0c\u800c\u4e0d\u662f\u51ed\u7a7a\u751f\u6210\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u6311\u6218\u5e76\u975e\u6280\u672f\u5b9e\u73b0\uff0c\u800c\u662f\u5b66\u672f\u4fe1\u4efb\u95ee\u9898\u3002\u8bc4\u8bba\u533a\u5bf9\u201c\u8bef\u5f15\u201d\u548c\u201cAI\u75d5\u8ff9\u8ffd\u8e2a\u201d\u7684\u62c5\u5fe7\u975e\u5e38\u5c16\u9510\u2014\u2014\u5373\u4fbf\u5efa\u8bae\u6765\u81ea\u6587\u732e\uff0c\u5982\u679c\u7cfb\u7edf\u65e0\u6cd5\u7cbe\u786e\u6807\u8bc6\u6bcf\u4e00\u6bb5\u8f93\u51fa\u7684\u6765\u6e90\uff08\u7b2c\u51e0\u9875\u7b2c\u51e0\u6bb5\uff09\uff0c\u6216\u8005\u65e0\u6cd5\u544a\u77e5\u7528\u6237AI\u4e3b\u52a8\u5220\u6539\u4e86\u591a\u5c11\u539f\u6587\uff0c\u90a3\u4e48\u8fd9\u4e2a\u5de5\u5177\u5728\u771f\u5b9e\u5ba1\u7a3f\u548c\u5b66\u672f\u4f26\u7406\u5ba1\u67e5\u4e2d\u4ecd\u53ef\u80fd\u88ab\u8d28\u7591\u3002Flowing \u76ee\u524d\u5bf9 Zotero \u7b49\u5f15\u7528\u7ba1\u7406\u7684\u96c6\u6210\u8584\u5f31\uff0c\u4e5f\u66b4\u9732\u4e86\u5176\u5b9a\u4f4d\u7f3a\u9677\uff1a\u5b83\u4e0d\u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u5b66\u672f\u5199\u4f5c\u65b9\u6848\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u4ece\u6df7\u4e71PDF\u4e2d\u68c0\u7d22\u6bb5\u843d\u201d\u7684\u4e2d\u95f4\u5c42\u3002\u82e5\u60f3\u771f\u6b63\u6210\u4e3a\u5b66\u672f\u5199\u4f5c\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4e0d\u4ec5\u8981\u505a\u5f97\u66f4\u51c6\uff0c\u8fd8\u8981\u5728\u900f\u660e\u6027\u548c\u8ffd\u6eaf\u6027\u4e0a\u6bd4\u540c\u884c\u66f4\u6fc0\u8fdb\u3002\u76ee\u524d\u4ea7\u54c1\u5904\u4e8e\u65e9\u671f\uff0c\u65b9\u5411\u5bf9\uff0c\u4f46\u8981\u8d70\u901a\u4ece\u201c\u68c0\u7d22\u5de5\u5177\u201d\u5230\u201c\u53ef\u4fe1\u5199\u4f5c\u4f34\u4fa3\u201d\u7684\u5347\u7ea7\u8def\uff0c\u8fd8\u5f97\u9760\u66f4\u591a\u5bf9\u5b66\u672f\u5de5\u4f5c\u6d41\u6df1\u6c34\u533a\u7684\u7406\u89e3\u548c\u786c\u6838\u6253\u78e8\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Flowing<\/span>\n <\/div>\n<div class=\"comment-content\">Flowing is a desktop writing tool that keeps your research library in the writing loop. As you write, it highlights key terms, recalls relevant passages from your PDFs, and lets you ask, polish, and continue writing with suggestions grounded in your own papers, helping deliver better accuracy and alignment than generic AI assistants like ChatGPT. Research writing isn’t just about generating fluent text. It’s about staying faithful to your evidence. That’s exactly what Flowing is designed for.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Jim, an independent developer, and I’m really excited to finally share Flowing with you.<\/p>\n<\/p>\n<p>Over the years, I’ve noticed a few recurring pain points in <strong>research writing<\/strong>.<\/p>\n<\/p>\n<p>You know you’ve seen the evidence before.<\/p>\n<p>You might even remember the paper\u2014but not where the relevant paragraph, figure, or experiment is.<\/p>\n<p>So you leave your editor, open PDFs, search again, and<strong> break your writing flow<\/strong>\u2014sometimes only to realize you still <strong>can’t find<\/strong> the exact passage you needed.<\/p>\n<\/p>\n<p>So I started building Flowing around one simple idea:<\/p>\n<p><strong>Keep your research library inside the writing process.<\/strong><\/p>\n<\/p>\n<p>Instead of leaving your editor to search through dozens of PDFs, Flowing automatically detects<strong> high-quality keywords<\/strong> you’re writing about and surfaces the most relevant snippet <strong>from your own paper library<\/strong>. You can preview the snippet thumbnail or return to the original source with one click.<\/p>\n<\/p>\n<p>Moreover, thanks to those retrieved snippets and your manuscript as context, Flowing’s <strong>continuation<\/strong> and <strong>polishing suggestions <\/strong>stay much closer to your intended narrative than what you’d typically get from general-purpose AI assistants like ChatGPT. We even benchmarked this on a real chemistry PhD manuscript, where the difference became surprisingly clear. (Here is the detail if you are interested in: \ud83d\udcdd<a href=\"https:\/\/flowing.works\/en\/blog\/ai-paper-continuation-comparison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/flowing.works\/en\/blog\/ai-paper-continuation-comparison<\/a>)<\/p>\n<\/p>\n<p>Flowing is now publicly available. \ud83c\udf89<\/p>\n<\/p>\n<p>To celebrate the launch, we’re offering an Early Bird program. Join our Discord (<a href=\"https:\/\/discord.gg\/Vqh7sKeJn4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/Vqh7sKeJn4<\/a>) to receive an invite code,<strong> and you’ll get 2 years free, plus 50% off for life<\/strong> after that<strong>.<\/strong><\/p>\n<\/p>\n<p>If you’re already using ChatGPT, Claude, or Gemini for research writing, I’d genuinely love to hear how you currently keep your reference library in the loop\u2014or whether that’s still a pain point for you.<\/p>\n<\/p>\n<p>Thanks so much for checking out Flowing! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work well with really large libraries, like several thousand PDFs? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethanyoungl8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethanyoungl8<\/a> Yes! We’ve tested Flowing with libraries of <strong>5,000+ PDFs (in the chemistry field)<\/strong>, and that’s actually quite close to the scale we designed it for.<\/p>\n<p>Both automatic keyword detection\u2014which surfaces relevant snippets as you write\u2014and manual keyword search continue to work well even with libraries of that size.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udcda I’ve known Jim for quite a while\u2014we actually built Paperly, a research reading tool, together a few years ago.<\/p>\n<\/p>\n<p>One thing I’ve always admired is that he’s stayed focused on research productivity. It’s a space that genuinely benefits from continuous exploration, and Flowing feels like a natural continuation of that journey.<\/p>\n<\/p>\n<p>Rather than simply adding AI to writing, it tackles something every researcher has experienced: remembering where you’ve seen the evidence you need. Helping researchers write with the knowledge they’ve already collected is a really thoughtful direction, and I’m excited to see where Flowing goes.<\/p>\n<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@callmericky\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@callmericky<\/a> Thank you so much\u2014it really means a lot coming from someone who built Paperly with me.<\/p>\n<\/p>\n<p>Looking back, I think Flowing actually grew out of the same question we were asking back then: how can researchers spend less time searching for information and more time thinking and writing?<\/p>\n<\/p>\n<p>This time the focus shifted from reading to writing, but the goal is still the same\u2014helping researchers make better use of the knowledge they’ve already collected.<\/p>\n<\/p>\n<p>Thanks again for all the support over the years! \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see a way to flag passages I’m not sure I agree with so the tool warns me when I lean on them, since right now it surfaces sources without telling me whether my own framing matches the cited claim. That kind of tension check would make it way more useful during drafting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luzunefe16087\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luzunefe16087<\/a> Thanks! I really like this idea.<\/p>\n<\/p>\n<p>Our current goal is to make it much easier to find the right evidence while you’re writing. But as you pointed out, <strong>retrieving a relevant paper is only part of the problem<\/strong>\u2014it’s equally important to know whether the evidence actually supports the point you’re making.<\/p>\n<\/p>\n<p>A workflow that helps researchers spot mismatches between their draft and the cited evidence would be incredibly valuable. We’ll definitely keep exploring ideas along these lines. <\/p>\n<\/p>\n<p>Thanks for the thoughtful feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it recognize handwritten notes or annotations inside PDFs too? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lee_jay1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lee_jay1<\/a> Good question. Actually not yet. At the moment, Flowing focuses on the text content of your PDFs rather than handwritten notes or annotations. It’s definitely an interesting direction, though, especially for researchers who annotate papers extensively. Thanks for the suggestion!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@goodbetterbest\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"goodbetterbest\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@goodbetterbest<\/a> Congrats on the Lanuch. I wish I had something like flowing during my Management days. This is really need in academics here working with word and docs is just time consuming. Can we collaborate with peers? does it support multiple projects at a time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roopesh_donde\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopesh_donde<\/a> I’m really glad it resonates with your experience. \ud83d\ude0a<\/p>\n<p>At the moment, Flowing is primarily designed for individual researchers, so <strong>real-time collaboration isn’t supported yet.<\/strong> It’s definitely something we’ve heard interest in, though.<\/p>\n<\/p>\n<p><strong>Yes, you can absolutely work on multiple projects.<\/strong> You can create separate documents and switch between different paper libraries depending on what you’re writing.<\/p>\n<p>Right now, our main focus is helping researchers stay grounded in their own literature while writing. Once that workflow is solid, we’ll continue exploring features that make research collaboration easier as well.<\/p>\n<\/p>\n<p>Thanks again for the thoughtful questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the part I’d worry about is subtle misattribution – if it’s pulling a passage from your own PDFs to support a claim, does it ever surface a source that’s tangentially related but not actually saying what the draft implies it says? that’s the kind of error that’s easy to miss during a deadline crunch and expensive to catch after submission<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the tension-check idea in the comments below is the right instinct, and I’d push it one step further: once a suggestion gets accepted and lightly edited into the manuscript, is there any record that this sentence originated from an AI continuation grounded in source X, versus purely the researcher’s own synthesis? asking because academic integrity policies are increasingly asking authors to disclose AI-assisted passages, and “draft -> check evidence -> light edit -> keep” as you described it is exactly the kind of workflow that gets fuzzy to reconstruct after the fact if someone asks “which parts did the AI actually write.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support citation managers like Zotero or Mendeley out of the box? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hambali_salisu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hambali_salisu<\/a> Not a direct Zotero\/Mendeley plugin today \u2014 Flowing is built for the writing loop, not bibliography management.<\/p>\n<p>Most people use both: Zotero\/Mendeley for citations, Flowing for drafting with PDF snippets you can verify.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How often do people actually accept Flowing’s suggestions compared to starting from scratch? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablo_ani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablo_ani<\/a> We\u2019re tracking this now (accept \/ edit-then-keep \/ dismiss vs typing on your own), but it\u2019s still too early for a reliable %.<\/p>\n<p>In practice it\u2019s rarely all-or-nothing: most useful cases look like draft \u2192 check evidence \u2192 light edit \u2192 keep. \u201cStart from scratch\u201d usually means the suggestion didn\u2019t fit that spot in the manuscript, not that people avoid AI entirely.<\/p>\n<p>Happy to share more once the data is actually meaningful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZCD2XSUUKVUIYN\" class=\"app-title\">Mochi Analytics<\/a><\/p>\n<div class=\"one-liner\">Analytics you would actually want to look at<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">23<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mochi Analytics \u662f\u4e00\u6b3e\u5c06 Stripe \u6536\u5165\u4e0e\u6d41\u91cf\u6e20\u9053\u76f4\u63a5\u5173\u8054\u7684\u8f7b\u91cf\u7ea7\u5206\u6790\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u521b\u4e1a\u8005\u201c\u77e5\u9053\u8c01\u6765\u8fc7\uff0c\u4f46\u4e0d\u77e5\u9053\u8c01\u4ed8\u4e86\u94b1\u201d\u7684\u75db\u70b9\uff0c\u8ba9\u4f60\u57285\u5206\u949f\u5185\u544a\u522bGA4\u7684\u6df7\u4e71\u548c\u591a\u4e2a\u4eea\u8868\u76d8\u7684\u5272\u88c2\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/215760a0-8fc5-4dd8-bc69-417c5f8ff10f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3732832c-6c42-424a-94ad-3c788d15f824.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b281205-fdeb-46d1-8b4e-7160a0e00fe1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f63ee932-4464-4c81-b8ea-4cab73e89939.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47266309-ddef-4e22-88e6-88642ecdb207.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d16abd8c-be56-4759-a498-4cf87908e791.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/828c3621-49b0-4fa7-be09-dc4e2e44524f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47e57b78-e0e6-459d-bb05-ac1b7453bc5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u5f52\u56e0<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u6e20\u9053\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u70ed\u529b\u56fe<\/span><br \/>\n <span class=\"tag\">\u6f0f\u6597\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">AI\u722c\u866b\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u5c06\u6536\u5165\u4e0e\u6e20\u9053\u76f4\u63a5\u6302\u94a9\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u63d0\u51fa\u5173\u952e\u95ee\u9898\uff1a\u5982\u4f55\u5904\u7406\u9000\u6b3e\/\u8ba2\u9605\u6d41\u5931\u7684\u5f52\u56e0\uff1f\u662f\u9996\u6b21\u70b9\u51fb\u8fd8\u662f\u672b\u6b21\u70b9\u51fb\u6a21\u578b\uff1f\u5982\u4f55\u533a\u5206AI\u52a9\u624b\u3001\u6697\u793e\u4ea4\u7b49\u590d\u6742\u5f52\u56e0\uff1f\u4ea7\u54c1\u9762\u4e34\u201c\u65e5\u5e38\u4e60\u60ef\u6027\u6253\u5f00\u201d\u7684\u6311\u6218\uff0c\u800c\u975e\u7d27\u6025\u67e5\u95ee\u9898\u624d\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mochi Analytics \u7cbe\u51c6\u5207\u4e2d\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5c0f\u578b\u521b\u4e1a\u56e2\u961f\u7684\u201c\u6536\u5165\u76f2\u533a\u201d\u2014\u2014\u82b1\u4e86\u94b1\u505a\u8425\u9500\uff0c\u5374\u4e0d\u77e5\u9053\u54ea\u4e00\u7b14\u94b1\u771f\u6b63\u4ece\u7528\u6237\u53e3\u888b\u91cc\u638f\u56de\u4e86\u94b1\u3002\u5b83\u7528\u201c\u4e00\u884c\u4ee3\u7801\u30015\u5206\u949f\u201d\u7684\u6781\u7b80\u96c6\u6210\uff0c\u628aGA4\u7684\u590d\u6742\u6027\u548c\u591a\u4eea\u8868\u76d8\u7684\u5929\u82b1\u677f\u77ac\u95f4\u51fb\u7a7f\uff0c\u8fd9\u662f\u5b83\u6700\u5927\u7684\u5356\u70b9\uff0c\u4e5f\u662f\u5b83\u6700\u950b\u5229\u7684\u5200\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u628a\u5200\u780d\u4e0b\u53bb\u53ef\u80fd\u7559\u4e0b\u4e00\u4e2a\u5de8\u5927\u7684\u540e\u9057\u75c7\uff1a**\u5f52\u56e0\u7684\u50b2\u6162**\u3002\u8bc4\u8bba\u533a\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u201c\u9996\u6b21\u70b9\u51fb\u201d\u4e0e\u201c\u672b\u6b21\u70b9\u51fb\u201d\u7684\u8fc7\u65f6\u8bb8\u613f\uff0c\u4ee5\u53ca\u9000\u6b3e\u3001\u8ba2\u9605\u6d41\u5931\u5bf9\u201c\u6536\u5165\u201d\u6307\u6807\u7684\u6c61\u67d3\u3002Mochi\u76ee\u524d\u63cf\u8ff0\u7684\u201c\u6bcf\u4e2a\u7f8e\u5143\u6620\u5c04\u56de\u6765\u6e90\u901a\u9053\u201d\u542c\u8d77\u6765\u66f4\u50cf\u662f\u672b\u6b21\u70b9\u51fb\u5f52\u56e0\uff0c\u8fd9\u5728\u590d\u6742\u7684B2B\u3001\u957f\u8f6c\u5316\u5468\u671f\u6216\u91cd\u5b9a\u5411\u5e7f\u544a\u573a\u666f\u4e0b\uff0c\u51e0\u4e4e\u7b49\u540c\u4e8e\u201c\u81ea\u6211\u5b89\u6170\u201d\u3002\u628a\u7ed3\u679c\u753b\u5f97\u592a\u6f02\u4eae\uff0c\u53cd\u800c\u53ef\u80fd\u8ba9\u7528\u6237\u505a\u51fa\u9519\u8bef\u7684\u8425\u9500\u9884\u7b97\u51b3\u7b56\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u7cbe\u51c6\u5f52\u56e0\u201d\uff0c\u800c\u5728\u4e8e**\u63d0\u4f9b\u4e00\u4e2a\u53ef\u89e6\u6478\u7684\u201c\u5355\u9760\u8bbf\u5ba2\u6570\u4e0e\u6536\u5165\u5173\u8054\u201d\u7684\u5feb\u901f\u53cd\u9988\u94fe\u8def**\u3002\u5bf9\u4e8e\u8fd8\u5728\u65e9\u671f\u9a8c\u8bc1\u5e02\u573a\u3001\u6d41\u91cf\u6765\u6e90\u6e05\u6670\u3001\u8f6c\u5316\u8def\u5f84\u77ed\u7684\u4ea7\u54c1\uff08\u5982\u5927\u591a\u6570SaaS\u3001\u5c0f\u7535\u5546\uff09\uff0c\u8fd9\u8db3\u4ee5\u66ff\u4ee390%\u7684GA4\u4f7f\u7528\u573a\u666f\u3002\u4f46Mochi\u82e5\u60f3\u4ece\u201c\u6709\u8da3\u7684\u5c0f\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5fc5\u5907\u7684\u5206\u6790\u5e73\u53f0\u201d\uff0c\u5fc5\u987b\u76f4\u9762\u591a\u89e6\u70b9\u5f52\u56e0\u7684\u590d\u6742\u6027\uff0c\u5e76\u8bda\u5b9e\u627f\u8ba4\u81ea\u5df1\u7684\u5f52\u56e0\u6a21\u578b\u8fb9\u754c\uff0c\u800c\u4e0d\u662f\u7528\u4e00\u53e5\u201cwho visited became money\u201d\u6765\u7b80\u5316\u8fd9\u4e2a\u8ba9\u6240\u6709\u5206\u6790\u5de5\u5177\u5934\u75bc\u7684\u884c\u4e1a\u96be\u9898\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53c8\u4e00\u4e2a\u597d\u770b\u7684\u201c\u865a\u8363\u4eea\u8868\u76d8\u201d\u800c\u5df2\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mochi Analytics<\/span>\n <\/div>\n<div class=\"comment-content\">Most analytics tell you who visited. Mochi tells you which visits became money. Connect Stripe and every dollar maps back to the channel that earned it – Organic, Social, Product Hunt, that one Reddit thread on one page, not 10+ dashboards. One line of script, live in 5 minutes. Plus heatmaps, funnels, custom events, Search Console keywords and a separate AI-crawler chart. Free for 14 days, from $6.99\/mo, every feature on every plan.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>A demo is worth a thousand words, so here is a live interactive example: <a href=\"https:\/\/www.mochianalytics.com\/sample-acme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.mochianalytics.com\/s…<\/a><\/p>\n<p>I built Mochi because I was tired of not being able to fully understand GA4 and similar analytics platforms. I have GA4 open, Stripe in another tab and GA could tell me 12,000 people visited from “google \/ organic.” Stripe could tell me I made $240 that month. Neither could tell me that the $240 came from Google or Product Hunt, or that one Reddit thread. The two numbers never touched.<\/p>\n<p>So Mochi ties them together. Connect Stripe and it maps every dollar back to the channel that earned it – google.com made you $149, Product Hunt $180 – on one page. No 10+ dashboards you’ll never open, no query builder to learn. One line of script, about five minutes to set up.<\/p>\n<p>The scope crept the way these things do, heatmaps for when your audience shows up, funnels for where they drop off, Search Console keywords, custom events, even a separate chart for AI crawlers (GPTBot\/ClaudeBot are hammering everyone’s site now). But the north star never moved: open it, and in three seconds know whether your marketing is working.<\/p>\n<p>It’s free for 14 days, no card. Plans start at $6.99\/mo for 10K events and every feature is included on every plan \u2014 you only pay for event volume.<\/p>\n<p>Would genuinely love your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dev_tanna\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dev_tanna<\/a> Congrats on the launch \u2014 tying Stripe revenue back to the channel that actually earned it is the analytics everyone should’ve built; “which channel actually pays” beats another vanity-traffic dashboard. You shipped without a demo, so I made you one: a looping GIF of Mochi actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it and<strong> drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot of the product in use, next to static images, makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/strong><\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/7f346213cebb47e7b9de\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/7f346213cebb47e7b9de<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>different question from the attribution model debate above – what happens when a Stripe charge gets refunded or charged back after Mochi has already credited it to a channel? does the dashboard retroactively pull that revenue back out, or does the channel just keep the credit for money that didn’t actually stick? for subscription products especially, day-1 revenue and month-3 churned revenue can tell very different stories about which channel is actually worth the spend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I live in PostHog for my own product and honestly most dashboards go unopened until something feels wrong. What makes Mochi get opened on a normal day when nothing is on fire? That habit gap always felt like the real competitor, more than other analytics tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “which visit became money” pitch sounds great until you hit the reality that most B2B and even a lot of DTC purchases aren’t single-touch – someone finds you on reddit, forgets, comes back via google two weeks later, then buys after an email. mapping the dollar to “the channel that earned it” as one line kind of implies last-touch or first-touch under the hood, which is the same oversimplification every attribution tool eventually gets called out for. is this last-touch, or actually multi-touch weighted?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the shift from “who visited” to “what actually made money.” That’s a much more useful question for founders.<\/p>\n<p>One thing I’m curious about: attribution is getting noisier every year with AI assistants, dark social, and cross-device journeys. How does Mochi decide when a revenue source is genuinely responsible versus just being the last visible touchpoint? That distinction seems like where the real value is.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an analytics tool that connects revenue to the actual source, not just sessions. The Stripe integration mapped everything back in minutes, way easier than juggling GA4 and spreadsheets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally an analytics tool that connects Stripe directly to traffic sources without making me bounce between five different tabs. Setup took literally five minutes and the dollar-to-channel view is genuinely the first one I’ve seen that feels accurate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally something that connects actual Stripe revenue back to the traffic source instead of just showing pageviews. Wired it up in under five minutes and seeing which Reddit post actually converted was genuinely useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally connected Stripe and instantly saw which Reddit thread actually drove sales instead of just traffic. Heatmaps in the same view is a really nice touch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally an analytics tool that ties revenue back to the actual channel, the stripe integration alone makes it worth trying. pricing is genuinely fair for what you get.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Mochi handle attribution when a customer signs up via organic search but only converts after clicking a retargeting ad weeks later?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XC3H7AA32XKWQS\" class=\"app-title\">AI Visibility<\/a><\/p>\n<div class=\"one-liner\">Check how ChatGPT, Gemini and Claude talk about your brand<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">22<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AI Visibility\u8ba9\u54c1\u724c\u65b9\u4e00\u6b21\u6027\u68c0\u6d4bChatGPT\u3001Gemini\u3001Claude\u7b49\u4e3b\u6d41AI\u52a9\u624b\u5982\u4f55\u63d0\u53ca\u3001\u8bc4\u4ef7\u6216\u5ffd\u7565\u5176\u54c1\u724c\uff0c\u5e76\u63d0\u4f9b\u53ef\u6267\u884c\u7684\u4f18\u5316\u6e05\u5355\uff0c\u89e3\u51b3\u201cAI\u65f6\u4ee3\u54c1\u724c\u5728\u95ee\u7b54\u4e2d\u5931\u8bed\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cf0d432-e43c-4d4f-a579-8de100ecdd2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea6c4906-e630-4bd4-90a5-1afe9d9204d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98e1ebd2-9d68-49bd-b4c9-c30bb567a6bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09673f7a-ef97-4c42-8ac5-555fe398e7f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a61b7ca-aeb1-4911-952a-59cb922a9379.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74e8254c-0ca4-41d3-a3f8-e390a71d5bcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u53ef\u89c1\u6027<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u76d1\u6d4b<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u5bf9\u624b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u53e3\u7891\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AEO\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7b56\u7565<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u641c\u7d22<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u7ade\u4e89\u5bf9\u624b\u6392\u884c\u699c\u548c\u5f15\u7528\u6765\u6e90\u5206\u6790\u7684\u5b9e\u9645\u4ef7\u503c\uff0c\u8ba4\u4e3a\u6bd4\u5355\u4e00\u5206\u6570\u66f4\u6709\u610f\u4e49\u3002\u6838\u5fc3\u9700\u6c42\u662f\uff1a\u8d8b\u52bf\u8ffd\u8e2a\u800c\u975e\u5355\u6b21\u5feb\u7167\uff1b\u533a\u5206\u6a21\u578b\u8f93\u51fa\u6ce2\u52a8\u4e0e\u771f\u5b9e\u6392\u540d\u53d8\u5316\uff1b\u8bc6\u522b\u5bf9\u624b\u4e3a\u4f55\u88ab\u63d0\u53ca\u7684\u6839\u56e0\u3002\u540c\u65f6\u5efa\u8bae\u589e\u52a0\u90ae\u4ef6\u63d0\u9192\u3001\u5dee\u5f02\u5185\u5bb9\u673a\u4f1a\u5efa\u8bae\u548c\u5ba2\u5ea7\u535a\u5ba2\u63a8\u8350\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n AI Visibility\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u6025\u5267\u81a8\u80c0\u7684\u75db\u70b9\u2014\u2014\u5f53\u6d88\u8d39\u8005\u4e60\u60ef\u6027\u5411AI\u76d2\u5b50\u201c\u95ee\u7b54\u6848\u201d\u65f6\uff0c\u54c1\u724c\u5728\u641c\u7d22\u5f15\u64ce\u4e0a\u7684\u6295\u5165\u53ef\u80fd\u4f1a\u5728AI\u56de\u7b54\u91cc\u77ac\u95f4\u5f52\u96f6\u3002\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u4e2a\u597d\u770b\u7684\u53ef\u89c6\u5316\u5206\u6570\uff0c\u800c\u5728\u4e8e\u201c\u8c01\u66ff\u4ee3\u4e86\u6211\uff0c\u4ee5\u53ca\u4e3a\u4ec0\u4e48\u201d\uff0c\u8fd9\u6070\u597d\u662f\u4f20\u7edfSEO\u5de5\u5177\u5b8c\u5168\u5931\u6548\u7684\u76f2\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8be5\u4ea7\u54c1\u76ee\u524d\u4ecd\u505c\u7559\u5728\u201c\u5355\u70b9\u4fa6\u67e5\u201d\u9636\u6bb5\u3002\u521b\u59cb\u4eba\u8bda\u5b9e\u627f\u8ba4\u4e86\u6a21\u578b\u8f93\u51fa\u7684\u968f\u673a\u6027\u4e0e\u5730\u57df\u5dee\u5f02\uff0c\u4f46\u4e00\u4e2a\u9760\u624b\u52a8\u6708\u68c0\u624d\u80fd\u770b\u51fa\u7684\u8d8b\u52bf\uff0c\u5bf9\u4e8e\u9700\u8981\u9ad8\u9891\u8fed\u4ee3\u7684\u521d\u521b\u56e2\u961f\u800c\u8a00\uff0c\u53cd\u5e94\u901f\u5ea6\u8fdc\u8fdc\u4e0d\u591f\u3002\u66f4\u81f4\u547d\u7684\u77ed\u677f\u662f\uff1a\u5b83\u53ea\u80fd\u544a\u8bc9\u4f60\u201c\u4f60\u5728\u54ea\u91cc\u8f93\u4e86\u201d\uff0c\u5374\u4e0d\u80fd\u6301\u7eed\u544a\u8bc9\u4f60\u201c\u4f60\u4eca\u5929\u7684\u4fee\u6b63\u662f\u5426\u626d\u8f6c\u4e86\u660e\u5929\u7684\u5c40\u9762\u201d\u2014\u2014\u800c\u540e\u8005\u624d\u662f\u54c1\u724c\u6218\u7565\u51b3\u7b56\u7684\u771f\u6b63\u951a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u629b\u5f00\u8fd9\u4e9b\u65e9\u671f\u9636\u6bb5\u7684\u6280\u672f\u9650\u5236\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u5200\u950b\u5728\u4e8e\u201c\u5f15\u7528\u6765\u6e90\u7684\u53ef\u89c6\u5316\u201d\u3002\u5b83\u6070\u597d\u51fb\u4e2d\u4e86AI\u751f\u6210\u5f0f\u641c\u7d22\u7684\u5e95\u5c42\u6e38\u620f\u89c4\u5219\uff1a\u8c01\u7684\u7ed3\u6784\u5316\u6570\u636e\u66f4\u5bb9\u6613\u88ab\u6a21\u578b\u6293\u53d6\u3001\u8c01\u66f4\u65e9\u5730\u5360\u9886\u4e86Reddit\u548c\u8bc4\u6d4b\u699c\u5355\uff0c\u8c01\u5c31\u6709\u66f4\u5927\u7684\u6982\u7387\u88ab\u6a21\u578b\u201c\u7ffb\u724c\u5b50\u201d\u3002\u5bf9\u4e8e\u5df2\u7ecf\u5728\u5185\u5bb9\u4e0a\u6295\u5165\u7684\u771f\u91d1\u767d\u94f6\u7684\u56e2\u961f\uff0c\u8fd9\u4efd\u5217\u8868\u5c31\u662f\u6700\u76f4\u63a5\u7684\u4f5c\u6218\u5730\u56fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff0c\u8fd9\u662f\u4e00\u628a\u6709\u7528\u7684\u63a2\u7167\u706f\uff0c\u4f46\u8fd8\u4e0d\u662f\u4e00\u4e2a\u80fd\u8ba9\u54c1\u724c\u5b89\u7761\u7684\u5bfc\u822a\u7cfb\u7edf\u3002\u76ee\u524d\u66f4\u9002\u5408\u62ff\u6765\u505a\u7ade\u54c1\u4fa6\u6d4b\u548c\u5185\u5bb9\u7f3a\u53e3\u8bca\u65ad\uff0c\u8fdc\u672a\u8fbe\u5230\u503c\u5f97\u4e3a\u6b64\u8c03\u6574\u6574\u4e2a\u8425\u9500\u9884\u7b97\u7684\u5730\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AI Visibility<\/span>\n <\/div>\n<div class=\"comment-content\">Your customers ask ChatGPT, Gemini, Perplexity and Claude before they ever reach Google. AI Visibility checks how those assistants talk about your brand: whether they name you, who they name instead, and which sources they trust. You get a visibility score, a competitor leaderboard, an AEO audit of your site, and a fix list you can act on the same day. Free to run on any brand and website.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Andrew, maker of AI Visibility.<\/p>\n<p>I come from SEO. Last year I watched a familiar pattern break: clients kept their rankings, but the buyers stopped arriving from rankings alone. People were asking ChatGPT which tool to pick, and the answer either named my clients or quietly handed the deal to someone else. Nobody could tell me which one was happening.<\/p>\n<p>The tools I tried either charged for a dashboard before showing anything useful, or returned a single score with no way to act on it.<\/p>\n<p>So I built the check I wanted to run myself. Enter a brand and a website, and AI Visibility shows you how ChatGPT, Gemini, Perplexity and Claude talk about it. You get:<\/p>\n<p>\ud83d\udd0d A visibility score built from live answers, not estimates<br \/>\n\ud83c\udfc6 A leaderboard showing who the assistants name instead of you<br \/>\n\ud83d\udcce The sources they cite, including the ones where you are missing<br \/>\n\ud83d\udee0 An AEO audit of your site with a fix list, ordered by impact<\/p>\n<p>The whole check is free. Run it on your brand, or on a competitor.<\/p>\n<p>Being honest about the edges: assistants change their answers between runs, so the score is built to absorb that rather than promise exactness, and the fix list is a starting plan, not a done-for-you service.<\/p>\n<p>I would love to know: when you check your own brand, what did the assistants get wrong about you? I’ll be here all day.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@baliy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@baliy<\/a> Hi there, we started checking this by hand a few months back and what surprised me was how differently each model described us, and how fast it drifted after one blog post got indexed. Do you track the delta over time so you can tie a shift in what the models say back to something specific you published? The one-off snapshot is interesting, but the trend is what would actually change how we write.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I run several models side by side in my own product and they disagree with each other far more than people expect, so I can believe brand answers vary a lot between ChatGPT, Gemini and Claude. How often do the three actually contradict each other about the same company? And is the check point in time, or do you track how the answers drift week to week?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> Thanks. And yeah, you already know the punchline then, they disagree way more than people expect.<\/p>\n<\/p>\n<p>On how often: for the plain “does it mention us” they’re fairly consistent, but the moment you look at who gets named alongside you, the three often return pretty different sets. For big established brands they mostly line up; for smaller or newer ones the overlap can be surprisingly small, sometimes only one name in common across all three. That’s exactly why I show them per-assistant instead of blending into one number, an average would hide that you might be strong on Gemini and invisible on ChatGPT.<\/p>\n<\/p>\n<p>On timing: each check is point-in-time, a snapshot. Your checks are saved though, so you re-scan (monthly works well) and watch the answers drift. It’s a manual re-scan today, not automatic weekly tracking, that’s the direction, but I didn’t want to fake continuous monitoring before it’s solid.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “who they name instead” part of this is what actually matters to me, way more than just “does it mention us.” I’ve checked ChatGPT manually for my own stuff before and the bigger surprise was seeing which competitor kept getting recommended over me and having zero idea why. does the audit try to explain why a competitor wins a mention, or just flag that they do?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Yeah, that “who wins instead, and why” gap is the whole reason I built past just a yes\/no mention.<\/p>\n<\/p>\n<p>It does more than flag them. For each answer you see the sources the model leaned on, so when a competitor keeps getting named you can usually see why: they’re sitting on the pages the model trusts, a Reddit thread, a listicle, a review roundup, or a page structured cleanly enough for the model to quote. Nine times out of ten “why do they keep winning” comes down to being present on those trusted sources and being easy to parse, and the citations make that visible.<\/p>\n<\/p>\n<p>What it won’t do is read the model’s mind and hand you one definitive reason, no tool honestly can. But seeing who’s cited instead of you, on which prompts, from which domains, gets you most of the way to “right, that’s the thread I’m not in, the roundup I’m missing from”, which is usually the real lever.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like that you’re measuring AI visibility as a competitive landscape instead of just another SEO score.<\/p>\n<p>One thing I’m curious about: as LLMs update constantly, how do you distinguish between a temporary ranking fluctuation and a genuine shift in a brand’s AI visibility? That seems like the difference between founders reacting to noise versus making better strategic decisions.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> Thanks, that competitive-landscape angle is exactly the framing I care about, glad it lands.<\/p>\n<\/p>\n<p>On noise vs a real shift: honestly you can’t tell from one check. A single run wobbles within a band, so if something moves on one prompt one time, I treat it as noise. What I trust is a move that shows up across the whole cluster of prompts, holds on the next scan, and ideally shows on more than one assistant at once. That pattern is usually real, and it almost always has a cause you can point to, a page that got indexed, a competitor’s push, or a model update.<\/p>\n<\/p>\n<p>So the rule I’d give a founder is simple: don’t react to any single number, react to a direction that repeats. That’s the whole reason the tool leans on monthly re-scans and trends instead of one snapshot, and it’s the part I most want to sharpen, only surfacing moves big and sustained enough to actually mean something, not every fluctuation. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The competitor leaderboard idea is genuinely useful, most AEO tools stop at your own score and leave you guessing who is actually winning those prompts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@seherkrmacmvsb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seherkrmacmvsb<\/a> Thanks, that’s exactly the gap that always bugged me. Your own score in a vacuum doesn’t really tell you anything, “am I winning or losing” only means something against who’s actually showing up for those prompts. Glad the leaderboard framing clicks for you too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ran it on a couple of small brands I work with and was surprised how differently ChatGPT and Claude described the same product. The competitor leaderboard is genuinely useful, not just a vanity score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arin1841226\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arin1841226<\/a> Thanks, really glad it landed that way. The “not a vanity score” bit is exactly what I was going for, a number on its own is useless, the leaderboard is where the actual “so what do I do about it” lives. And yeah, small brands are where the models diverge most, there’s less out there for them to agree on, so each one fills the gaps its own way. Appreciate you running it on real brands.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “assistants change their answers between runs” honesty is the right instinct, but it raises the obvious question: how many samples per assistant go into one score? a single ChatGPT call is basically one noisy draw, and if the tool only fires once per assistant per check, two people running it an hour apart on the same brand could get meaningfully different scores and think something changed when it’s just sampling variance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Exactly, one call tells you nothing, so we don’t score off a single request. We run prompts in clusters and show the average per topic cluster, which smooths out most of the single-draw randomness.<\/p>\n<\/p>\n<p>Even then the data still moves around, so where we can we also run from geolocations close to the project’s main target audience, since answers shift by region too.<\/p>\n<\/p>\n<p>It’s still not perfectly precise, especially for newer brands where there isn’t much out there for the models to go on. But it gives you a usable ballpark, and re-scanning once a month is where the real signal is, you watch the trend instead of chasing one number.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting direction. Have you noticed cases where an AI model confidently gives outdated or incorrect brand information, and if so, how do you distinguish hallucinations from missing public data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> Yeah, all the time. Models will state old pricing, an old tagline, even the wrong founder, with full confidence.<\/p>\n<\/p>\n<p>Rough way I split it: if a model names you but cites no real source, that’s usually its memory talking, and where hallucinations creep in. If it cites a page but the page is stale, that’s outdated public data. And if it never mentions you at all, that’s just a gap, not a wrong answer.<\/p>\n<\/p>\n<p>So the tool shows what each model says next to the sources it leans on, and you judge from there. It won’t certify what’s true, but seeing the claim beside its source usually makes it clear which of the three you’ve got. Honestly the “confidently wrong” case is the scariest, since publishing more doesn’t fix it, you have to go correct the sources it trusts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how it surfaces which sources the assistants actually trust rather than just giving a vague score, that level of detail makes the fix list feel actionable instead of generic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@atlkulac3065\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@atlkulac3065<\/a> Thanks, that’s really the whole bet. A score tells you you’re losing but not what to touch; the sources are the part you can actually act on, get into that roundup, fix that page, earn that mention. Means a lot that it reads as actionable and not just another dashboard. Appreciate you taking the time to dig in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019ve been using AI Visibility for our SaaS, and it\u2019s one of the few GEO\/AI visibility tools that provides insights we can actually act on. We especially like seeing which prompts we\u2019re already visible for, where competitors are ahead, and how our visibility changes over time. The reports have already inspired new content ideas, including comparison pages, integration guides, and content focused on real customer questions.<\/p>\n<p>A couple of features we\u2019d love to see: email notifications when a scheduled report is ready or when visibility changes significantly, plus a \u201ccontent opportunities\u201d section suggesting blog topics based on prompts where competitors are cited but we aren\u2019t. A directory of potential guest post partners or industry blogs would also be a great addition.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@spiri7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spiri7<\/a> Thanks, this really means a lot. Glad it’s already sparking content ideas.<\/p>\n<p>On the features:<\/p>\n<ul>\n<li>\n<p>Email alerts when a report’s ready or your visibility moves a lot – yeah, I want that too.<\/p>\n<\/li>\n<li>\n<p>“Content opportunities” from prompts where competitors show up and you don’t – the gap view kind of does this already, and turning it into actual topic suggestions is an easy next step.<\/p>\n<\/li>\n<li>\n<p>A list of guest-post blogs – bit further out, but I like the idea. Which ones matter in your space?<\/p>\n<\/li>\n<\/ul>\n<p>Really helpful, thanks for taking the time to write all this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LKQ4P2SQ6PLVZS\" class=\"app-title\">LockIn for Chrome<\/a><\/p>\n<div class=\"one-liner\">Increase productivity with AI distraction blocking<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">19<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LockIn for Chrome \u8ba9\u7528\u6237\u901a\u8fc7AI\u4ee3\u7406\u8bbe\u5b9a\u6bcf\u65e5\u4efb\u52a1\uff0c\u81ea\u52a8\u5c4f\u853d\u65e0\u5173\u7f51\u7ad9\uff0c\u89e3\u51b3\u5206\u5fc3\u62d6\u5ef6\u95ee\u9898\uff0c\u5b9e\u73b0\u65e0\u6469\u64e6\u7684\u4e13\u6ce8\u5de5\u4f5c\u6a21\u5f0f\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/65b18ac3-2948-427d-b306-7559e260e092.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WeFQKSgYDAc\"><source src=\"https:\/\/youtu.be\/WeFQKSgYDAc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/007b651b-5179-4988-b9f8-b0f6decb3e3c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e7e9734b-4e38-4017-962e-d355a890b322.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f682de9-89cc-4a9e-b53e-0c4717910db9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da262309-47c4-4cb1-859f-67d4abfac9b8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9f60b57-6aea-43cf-bb60-458be8dbfb4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u4e13\u6ce8\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5c4f\u853d<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u53cd\u62d6\u5ef6<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u62c5\u5fc3\u7ed5\u8fc7\u5c4f\u853d\u7684\u201c\u4eba\u6027\u5f31\u70b9\u201d\u4f9d\u7136\u5b58\u5728\uff08\u5982\u624b\u52a8\u89e3\u9501\uff09\uff0c\u5efa\u8bae\u52a0\u5165\u627f\u8bfa\u673a\u5236\u6216\u51b7\u5374\u671f\uff1b\u90e8\u5206\u7528\u6237\u80af\u5b9a\u5176\u201c\u8ba9AI\u4ee3\u7406\u51b3\u5b9a\u5c01\u9501\u201d\u7684\u65b0\u9896\u903b\u8f91\u51cf\u5c11\u4e86\u64cd\u4f5c\u8d1f\u62c5\uff0c\u671f\u5f85\u793e\u533a\u6301\u7eed\u4f18\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LockIn for Chrome \u7684\u521b\u610f\u5e76\u4e0d\u5728\u4e8e\u201c\u518d\u505a\u4e00\u4e2a\u5c4f\u853d\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u51b3\u7b56\u6743\u4ea4\u7ed9AI\u4ee3\u7406\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u201c\u4efb\u52a1\u8bbe\u5b9a\u201d\u8fd9\u4e00\u524d\u7f6e\u884c\u4e3a\u95f4\u63a5\u5b9e\u73b0\u9632\u5206\u5fc3\u3002\u8fd9\u6bd4\u4f20\u7edf\u624b\u52a8\u9ed1\u540d\u5355\/\u767d\u540d\u5355\u6a21\u5f0f\u806a\u660e\u5f97\u591a\u2014\u2014\u5b83\u780d\u6389\u4e86\u7528\u6237\u548c\u5c4f\u853d\u89c4\u5219\u4e4b\u95f4\u7684\u201c\u8c08\u5224\u73af\u8282\u201d\uff0c\u4ece\u6839\u672c\u4e0a\u964d\u4f4e\u4e86\u81ea\u6211\u6b3a\u9a97\u7684\u53ef\u80fd\u6027\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u63d0\u51fa\u7684\u201c\u7ed5\u8fc7\u95ee\u9898\u201d\u662f\u771f\u5b9e\u4e14\u81f4\u547d\u7684\uff1a\u5f53\u7528\u6237\u80fd\u4ece\u4ee3\u7406\u90a3\u91cc\u201c\u7533\u8bf7\u201d\u89e3\u9501\u65f6\uff0c\u8fd9\u5b9e\u9645\u4e0a\u53ea\u662f\u7ed9\u62d6\u5ef6\u589e\u52a0\u4e86\u4e00\u5c42\u201c\u6309\u4e2a\u6309\u94ae\u201d\u7684\u6469\u64e6\uff0c\u800c\u4e0d\u662f\u6d88\u9664\u62d6\u5ef6\u7684\u6839\u6e90\u3002\u9664\u975e\u5f15\u5165\u771f\u6b63\u7684\u627f\u8bfa\u88c5\u7f6e\uff08\u5982\u56fa\u5b9a\u51b7\u5374\u671f\u3001\u7b2c\u4e09\u65b9\u89c1\u8bc1\u9501\u3001\u751a\u81f3\u7ecf\u6d4e\u60e9\u7f5a\uff09\uff0c\u5426\u5219\u8fd9\u4e2a\u8bbe\u8ba1\u5728\u957f\u671f\u5bf9\u6297\u4eba\u6027\u65f6\u5927\u6982\u7387\u4f1a\u5931\u6548\u3002\u6b64\u5916\uff0c\u76ee\u524dMCP\u534f\u8bae\u9650\u5236\u4e86\u5176\u8de8\u5e73\u53f0\u80fd\u529b\uff08\u65e0\u6cd5\u5c01\u9501\u624b\u673a\u6216\u684c\u9762\u539f\u751f\u5e94\u7528\uff09\uff0c\u5b9e\u9645\u4f7f\u7528\u573a\u666f\u4ecd\u5c40\u9650\u4e8eChrome\u6d4f\u89c8\u73af\u5883\u3002\u603b\u4f53\u800c\u8a00\uff0cLockIn\u7684\u7406\u5ff5\u6bd4\u5e02\u9762\u4e0a\u591a\u6570\u201c\u756a\u8304\u949f+\u767d\u540d\u5355\u201d\u4ea7\u54c1\u66f4\u63a5\u8fd1\u672a\u6765\u7684\u5de5\u4f5c\u6d41\u5f62\u6001\uff0c\u4f46\u773c\u4e0b\u66f4\u50cf\u4e00\u4e2a\u5de7\u5999\u7684\u539f\u578b\uff0c\u8fd8\u7f3a\u4e00\u628a\u771f\u6b63\u628a\u81ea\u5df1\u201c\u710a\u6b7b\u201d\u7684\u9501\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LockIn for Chrome<\/span>\n <\/div>\n<div class=\"comment-content\">The brand new LockIn chrome extension makes your agent even better at blocking distractions for you. Give it your to-do’s for tomorrow, it adds them to your dashboard as tasks. Then open your laptop and start a task, every site that is not relevant to the task gets blocked, the ones you need stay available.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>isn’t the bypass problem still there though? if I can tell my agent “block distracting sites,” I can just as easily tell it “unblock reddit for 10 minutes” the moment I actually want to procrastinate. feels like the friction comes from a human deciding to type that command, not from whether it’s an extension or an MCP server. curious if there’s any commitment device built in, like a cooldown before the agent will honor an unblock request<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> I agree, friction has been found to wear off after awhile and people will bypass anyways. However, I think that a large portion of people do just need a little bit of nudge to stay locked in, so hopefully this keeps developing with a community behind it to really make it impactful! The flow of how it works is pretty creative and removes a lot of the mental workload off of the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool proactive angle, smart way to get the minimal set of tasks to achieve for your day. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@said_aitmbarek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@said_aitmbarek<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Telling your agent to lock you out instead of relying on a Chrome extension is genuinely clever. Feels like the first blocker that respects how people actually work now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cerenekeryxdpj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cerenekeryxdpj<\/a> it is!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using v1 for a while and loved it. This feels like a massive step forward, can\u2019t wait to try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kiog_aser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kiog_aser<\/a> Thank you SO MUCH for the support! Always happy to hear what users are thinking \ud83e\udd70 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I’m excited to announce the brand new chrome extension for LockIn MCP! Just a few weeks ago we launched our first version of LockIn MCP which let your favourite agents block distractions for you.<\/p>\n<p>Now they can also create task lists for you and have much more flexible distraction blocking in our chrome extension. I personally use it like this:<\/p>\n<p>-> I list out my tasks for tomorrow at night<br \/>\n-> Agent creates a task list<br \/>\n-> I open my laptop and see my tasks, activate one<br \/>\n-> All sites that are not relevant to my current task get blocked<\/p>\n<p>Excited to see you guys try out the new extension! Oh and to get it in more people’s hands this time around, there’s a free trial now!<\/p>\n<p>Let me know your thoughts!<\/p>\n<p>Mil<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Telling my agent to lock me out of distracting sites actually worked way better than I expected, no extension to uninstall when I cave. Surprised how strict it stays too, no obvious bypass.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@smail1452579\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smail1452579<\/a> have you tried it? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/44ZPMEURYRWYGI\" class=\"app-title\">Alson Shop<\/a><\/p>\n<div class=\"one-liner\">The AI-native bookstore for our storybooks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Alson Shop \u662f\u4e00\u4e2aAI\u539f\u751f\u7684\u63d2\u753b\u6545\u4e8b\u4e66\u5e02\u573a\uff0c\u7528\u6237\u901a\u8fc7\u804a\u5929\u5bf9\u8bdd\u53d1\u73b0\u6216\u7531AI\u5373\u65f6\u751f\u6210\u4e13\u5c5e\u7ed8\u672c\uff0c\u89e3\u51b3\u9009\u4e66\u6548\u7387\u4f4e\u548c\u4e2a\u6027\u5316\u521b\u4f5c\u95e8\u69db\u9ad8\u7684\u95ee\u9898\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40f72990-1049-424a-98af-993d8437b5b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/307dc1f6-3b48-4afa-9f77-6b074d528038.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0d798688-47ca-463d-a5e8-0459dfc66697.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WXCUiKjCoLQ\"><source src=\"https:\/\/youtu.be\/WXCUiKjCoLQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Books<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6545\u4e8b\u4e66<\/span><br \/>\n <span class=\"tag\">AI\u7ed8\u672c\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u5f0f\u8d2d\u7269<\/span><br \/>\n <span class=\"tag\">\u513f\u7ae5\u56fe\u4e66\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">AI\u7535\u5546<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u6309\u9700\u51fa\u7248<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u751f\u6210\u901f\u5ea6\u5feb\u3001\u753b\u98ce\u591a\u6837\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a1\uff09\u5e02\u573a\u5982\u4f55\u907f\u514d\u4f4e\u8d28\u91cf\u4f5c\u54c1\u6cdb\u6ee5\uff1b2\uff09\u63d2\u56fe\u7f16\u8f91\u63a7\uff08\u80fd\u5426\u5c40\u90e8\u4fee\u6539\uff09\uff1b3\uff09\u591a\u9875\u89d2\u8272\u4e00\u81f4\u6027\u6613\u51fa\u95ee\u9898\u3002\u5f00\u53d1\u8005\u56de\u5e94\u53ef\u91cd\u7ed810\u6b21\uff0c\u58f0\u79f0\u5df2\u89e3\u51b3\u4e00\u81f4\u6027\u95ee\u9898\uff0c\u4f46\u7528\u6237\u5b9e\u9645\u4f53\u9a8c\u4ecd\u6709\u98d8\u5ffd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Alson Shop\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u9700\u6c42\u63a5\u751f\u5668\u201d\u800c\u975e\u201c\u4e66\u57ce\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b2c\u4e8c\u4e2a\u4e9a\u9a6c\u900a\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u6a21\u7cca\u7684\u9605\u8bfb\u9700\u6c42\u201d\u76f4\u63a5\u8f6c\u5316\u4e3a\u201c\u53ef\u4ea4\u4ed8\u7684\u4e2a\u6027\u5316\u6210\u54c1\u201d\u3002\u8df3\u8fc7\u5e93\u5b58\u4e0e\u641c\u7d22\uff0c\u7528\u751f\u6210\u6ee1\u8db3\u957f\u5c3e\uff0c\u8fd9\u4e00\u903b\u8f91\u6e05\u6670\u4e14\u9ad8\u660e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u5361\u5728\u4e24\u4e2a\u66a7\u6627\u5730\u5e26\u3002**\u5176\u4e00\uff0c\u7f16\u8f91\u6df1\u5ea6\u4e0d\u8db3\u3002** \u8bc4\u8bba\u4e2d\u7528\u6237\u53cd\u590d\u63d0\u53ca\u201c\u89d2\u8272\u4e00\u81f4\u6027\u201d\u4e0e\u201c\u5c40\u90e8\u4fee\u6539\u201d\u95ee\u9898\uff0c\u5f00\u53d1\u8005\u4ec5\u4ee5\u201c\u53ef\u91cd\u7ed810\u6b21\u201d\u201cAI\u4f1a\u5e7b\u89c9\u201d\u56de\u5e94\uff0c\u66b4\u9732\u4e86\u5f53\u524d\u6280\u672f\u5bf9\u7cbe\u7ec6\u5316\u63a7\u5236\u7684\u59a5\u534f\u3002\u5982\u679c\u751f\u6210\u540e\u7684\u7f16\u8f91\u80fd\u529b\u4ec5\u505c\u7559\u5728\u201c\u62bd\u5361\u5f0f\u91cd\u7ed8\u201d\uff0c\u90a3\u5b83\u66f4\u63a5\u8fd1\u73a9\u5177\u800c\u975e\u5de5\u5177\uff0c\u65e0\u6cd5\u6ee1\u8db3\u5bb6\u957f\u4e3a\u5b69\u5b50\u5b9a\u5236\u201c\u65e0\u7a7f\u5e2e\u201d\u6545\u4e8b\u7684\u521a\u9700\u3002**\u5176\u4e8c\uff0c\u5e02\u573a\u6cbb\u7406\u903b\u8f91\u7f3a\u5931\u3002** \u7528\u6237\u5bf9\u201c\u4f4e\u8d28\u91cf\u5185\u5bb9\u6cdb\u6ee5\u201d\u7684\u62c5\u5fe7\u76f4\u6307\u547d\u95e8\u3002\u5f53\u4efb\u4f55\u4eba\u7686\u53ef\u751f\u6210\u957f\u7bc7\u5e76\u4e0a\u67b6\uff0c\u7f3a\u5c11\u8bc4\u5206\u3001\u5b8c\u8bfb\u7387\u6216\u4eba\u5de5\u5ba1\u6838\uff0c\u804a\u5929\u5339\u914d\u5c06\u5f88\u5feb\u88abSEO\u5f0f\u5173\u952e\u8bcd\u704c\u6c34\u6df9\u6ca1\uff0c\u6700\u7ec8\u52a3\u5e01\u9a71\u9010\u826f\u5e01\uff0c\u4fe1\u4efb\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u95ee\u9898\u5728\u4e8e\uff1aAlson Shop\u60f3\u540c\u65f6\u626e\u6f14\u201c\u521b\u4f5c\u5de5\u5177\u201d\u548c\u201c\u4ea4\u6613\u5e73\u53f0\u201d\u3002\u4f46\u5e73\u53f0\u7684\u7e41\u8363\u4f9d\u8d56\u9ad8\u8d28\u91cf\u4f9b\u7ed9\uff0c\u800c\u521b\u4f5c\u5de5\u5177\u7684\u6613\u7528\u6027\u53c8\u5fc5\u7136\u5bfc\u81f4\u4f9b\u7ed9\u8d28\u91cf\u53c2\u5dee\u3002\u8fd9\u662fAI\u539f\u751f\u5e02\u573a\u7684\u7ecf\u5178\u6096\u8bba\u2014\u2014\u5982\u679c\u7528\u6237\u901a\u8fc7\u804a\u5929\u627e\u5230\u7684\u201c\u5b8c\u7f8e\u201d\u6545\u4e8b\u5176\u5b9e\u662f\u7531\u53e6\u4e00\u4e2a\u521a\u5165\u95e8\u7684\u5b69\u5b50\u4e94\u5206\u949f\u751f\u6210\u7684\uff0c\u8fd9\u4e2a\u95ed\u73af\u8fd8\u80fd\u6210\u7acb\u5417\uff1f\u51fa\u8def\u6216\u8bb8\u5728\u4e8e\uff1a\u8981\u4e48\u5f15\u5165\u66f4\u5f3a\u7684\u521b\u4f5c\u8005\u6fc0\u52b1\u4e0e\u5ba1\u6838\u673a\u5236\uff08\u8d70\u5411\u201c\u7cbe\u9009\u201d\uff09\uff0c\u8981\u4e48\u5f7b\u5e95\u653e\u5f03\u5e02\u573a\uff0c\u628a\u91cd\u5fc3\u653e\u5728\u201c\u5355\u6b21\u751f\u6210\u8ba2\u9605\u201d\u4e0a\uff08\u8d70\u5411\u201c\u5de5\u5177\u201d\uff09\u3002\u76ee\u524d\u4e24\u5934\u90fd\u60f3\u6293\uff0c\u4f46\u4e24\u5934\u90fd\u9700\u8981\u66f4\u6df1\u7684\u6280\u672f\u548c\u8fd0\u8425\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Alson Shop<\/span>\n <\/div>\n<div class=\"comment-content\">Alson Shop is a GenAI-powered marketplace for illustrated storybooks. Instead of browsing endless categories, customers chat with Alson shop to find the right book for them.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We\u2019re launching Alson Shop, a GenAI-powered marketplace for illustrated storybooks.<\/p>\n<p>The idea is that shopping for books should feel more conversational. Instead of scrolling through endless categories, customers can simply chat with Alson Shop and ask for the kind of book they want .<\/p>\n<p>If the right book already exists, we help them find it. If it does not, they can create their own with AlsonAI, exactly to their imagination.<\/p>\n<p>We see this as an AI-native bookstore: part discovery engine and part marketplace\u2014all stemming from AlsonAI as a creation tool.<\/p>\n<p>Would love feedback on whether the conversational flow feels clear, what you liked, and what you would like to see different if anything!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>curious about the discovery side more than the generation side – once anyone can spin up a book with AlsonAI and list it, what keeps the marketplace from filling up with low-effort books that just happen to match a lot of chat keywords? does the chat ranking weight anything like completion rate or reviews, or is it mostly semantic match on the description right now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How much control do you actually have over the illustrations after generation, like can I edit specific parts of an image or just regenerate the whole thing if a detail is off?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sleymantalnkyt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sleymantalnkyt<\/a> once a book is generated, we allow for 10 image re-generations which can cover broad changes or minute details to really make the story yours!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sleymantalnkyt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sleymantalnkyt<\/a> you can regenerate the entire image or have a character change expression etc. our customers love the ability to edit and get it just right! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Generated a short storybook for my niece in about ten minutes and the art styles actually look distinct from each other, not just slight filter tweaks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcahit321044\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcahit321044<\/a> can you share the title? I don\u2019t see in the backend something matching your description so want to double check. Thanks <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>would love a “character consistency” option so the same character looks the same across every page, right now mine keeps shifting outfits and faces between illustrations and it breaks the flow of the story<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yldz1742642\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yldz1742642<\/a> we have character consistency and outfit changes happen mostly if the story requires. I looked through the backend and don\u2019t see a story where each image is different outfit but feel free to share specifics that I can look into! Thanks <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see character consistency across pages, like being able to lock in a character’s look once and have it stay consistent through every illustration. Right now generating a full book sounds magical but if the protagonist changes outfits or faces between pages it would break the story.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethem_topr36430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethem_topr36430<\/a> that\u2019s exactly what we have solved for! Our characters are consistent along with scene and style. Sometimes AI does hallucinate , but you can regenerate the image and it fixes the issue. Give it a try! Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethem_topr36430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethem_topr36430<\/a> our stories should definitely have character and image consistency. Please feel free to upload an image and I can help you with anything you might be seeing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethem_topr36430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethem_topr36430<\/a> our stories should definitely have character and image consistency. Please feel free to upload an image and I can help you with anything you might be seeing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3X2FQELAW4TGW2\" class=\"app-title\">OGCanvas<\/a><\/p>\n<div class=\"one-liner\">A visual editor for dynamic Open Graph images<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OGCanvas\u662f\u4e00\u4e2a\u53ef\u89c6\u5316\u7f16\u8f91\u5668\uff0c\u8ba9\u7528\u6237\u8bbe\u8ba1\u4e00\u6b21\u52a8\u6001\u6a21\u677f\uff0c\u901a\u8fc7\u6258\u7ba1\u6e32\u67d3URL\u4e3a\u7f51\u7ad9\u7684\u6bcf\u4e2a\u9875\u9762\u81ea\u52a8\u751f\u6210\u72ec\u7279\u7684Open Graph\u793e\u4ea4\u9884\u89c8\u56fe\uff0c\u89e3\u51b3\u624b\u52a8\u4e3a\u6bcf\u9875\u5236\u4f5c\u5206\u4eab\u56fe\u6216\u4f7f\u7528\u9759\u6001\u56fe\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f389906b-8f62-4024-88f1-6320013e8e0e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dc87e78-7d9d-46a2-989d-58815007c08f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a60ae94-2ab0-41af-8f68-018dc11ab998.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c70678e8-bc51-46ce-8f38-0deb78e0799a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16ae21b6-e8b9-486d-ad9b-6f4225ab64c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92b25d3c-d19c-44cf-a851-b3f49ae0f923.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Design templates<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5206\u4eab\u56fe<\/span><br \/>\n <span class=\"tag\">OG\u56fe\u50cf\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">URL\u53c2\u6570<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u52a8\u6001\u6587\u672c\u5b57\u6bb5\u548cURL\u53c2\u6570\u6548\u679c\uff0c\u514d\u8d39\u65e0\u6c34\u5370\u5bfc\u51fa\u53d7\u597d\u8bc4\u3002\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u793e\u4ea4\u5e73\u53f0\u722c\u866b\u7f13\u5b58\u95ee\u9898\u4e0a\uff0c\u8be2\u95ee\u5f53\u6570\u636e\uff08\u4ef7\u683c\u3001\u6807\u9898\uff09\u66f4\u65b0\u65f6\uff0c\u6258\u7ba1\u6e32\u67d3URL\u5982\u4f55\u4e3b\u52a8\u5904\u7406\u7f13\u5b58\u5931\u6548\uff0c\u800c\u975e\u4f9d\u8d56\u7528\u6237\u624b\u52a8\u5f3a\u5236\u5237\u65b0\u3002\u90e8\u5206\u7528\u6237\u5173\u5fc3\u7f13\u5b58\u89e3\u51b3\u662f\u5426\u5185\u7f6e\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OGCanvas\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u7a0d\u663e\u72ed\u7a84\u7684\u75db\u70b9\uff1a\u4e3a\u6bcf\u4e2a\u9875\u9762\u624b\u5de5\u5236\u4f5cOG\u56fe\u50cf\u7684\u4f4e\u6548\u3002\u5176\u201c\u4e00\u6b21\u8bbe\u8ba1\uff0c\u52a8\u6001\u751f\u6210\u201d\u7684\u89c6\u89c9\u7f16\u8f91\u601d\u8def\uff0c\u964d\u4f4e\u4e86\u975e\u5f00\u53d1\u8005\u7684\u8bbe\u8ba1\u95e8\u69db\uff0c\u514d\u8d39\u65e0\u6c34\u5370\u7684\u7b56\u7565\u4e5f\u5c55\u73b0\u4e86\u62c9\u65b0\u8bda\u610f\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u6311\u6218\uff0c\u5e76\u4e0d\u5728\u7f16\u8f91\u5668\u672c\u8eab\uff0c\u800c\u5728\u90a3\u5f20\u201c\u6258\u7ba1\u6e32\u67d3URL\u201d\u80cc\u540e\u7684\u6280\u672f\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u533a\u7684\u8d28\u7591\u975e\u5e38\u5230\u4f4d\uff1a\u793e\u4ea4\u722c\u866b\uff08Twitter\u3001LinkedIn\u3001Facebook\uff09\u7684\u5f3a\u7f13\u5b58\u673a\u5236\uff0c\u662f\u52a8\u6001OG\u56fe\u65b9\u6848\u7684\u5929\u654c\u3002\u5373\u4f7fOGCanvas\u80fd\u5728\u8bf7\u6c42\u65f6\u6e32\u67d3\u6700\u65b0\u6570\u636e\uff0c\u4f46\u5e73\u53f0\u7d22\u5f15\u7684\u65e7\u56fe\u53ef\u80fd\u6570\u5929\u4e0d\u53d8\u3002\u5982\u679c\u4ea7\u54c1\u4ec5\u63d0\u4f9bURL\u751f\u6210\uff0c\u800c\u5c06\u7f13\u5b58\u5237\u65b0\uff08\u5982\u6dfb\u52a0\u7248\u672c\u53c2\u6570\u3001\u4e3b\u52a8\u901a\u77e5\u5e73\u53f0\u91cd\u65b0\u6293\u53d6\u3001\u6216\u63d0\u4f9b\u5b9a\u5236\u5316\u7f13\u5b58\u5934\u63a7\u5236\uff09\u5b8c\u5168\u7529\u7ed9\u7528\u6237\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u4ecd\u53ea\u662f\u4e00\u4e2a\u201c\u8f7b\u91cf\u7ea7Screenshot-as-a-Service\u201d\uff0c\u4e0e\u7528\u6237\u81ea\u5df1\u7528Puppeteer\u642d\u4e00\u5957\u6e32\u67d3\u670d\u52a1\u5e76\u65e0\u672c\u8d28\u4ef7\u503c\u5dee\u5f02\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u7684\u6838\u5fc3\u62a4\u57ce\u6cb3\uff0c\u5fc5\u987b\u4ece\u201c\u8bbe\u8ba1\u5de5\u5177\u201d\u5ef6\u4f38\u81f3\u201c\u5206\u53d1\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u5f53\u524dPremium\u7248\u6bcf\u67085\u7f8e\u5143\u7684\u6a21\u5f0f\uff0c\u82e5\u4ec5\u89e3\u9501\u6a21\u677f\u548c\u54c1\u724c\u5957\u4ef6\uff0c\u65e0\u6cd5\u89e3\u51b3\u7f13\u5b58\u75db\u70b9\uff0c\u5219\u4f1a\u5bfc\u81f4\u7528\u6237\u2014\u2014\u5c24\u5176\u662f\u6d41\u91cf\u4e3b\u2014\u2014\u5728\u8bd5\u7528\u540e\u8fc5\u901f\u6d41\u5931\u3002\u771f\u6b63\u503c\u5f97\u4ed8\u8d39\u7684\u662f\uff1a\u786e\u4fdd\u6bcf\u6b21\u53d8\u66f4\u540e\uff0c\u793e\u4ea4\u5e73\u53f0\u80fd\u4f4e\u5ef6\u8fdf\u5730\u5c55\u793a\u65b0\u56fe\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u89e3\u51b3\u4e86\u201c\u751f\u6210\u201d\u95ee\u9898\uff0c\u800c\u6ca1\u6709\u89e3\u51b3\u201c\u6709\u6548\u5c55\u793a\u201d\u7684\u6839\u672c\u95ee\u9898\u3002\u5bf9\u4e8e\u91cd\u5ea6\u4f9d\u8d56\u793e\u4ea4\u5206\u4eab\u7684\u5185\u5bb9\u7ad9\u70b9\uff0c\u8fd9\u4e2a\u89e3\u51b3\u65b9\u6848\u53ef\u80fd\u8fd8\u9700\u8981\u4e00\u4e2a\u201c\u7f13\u5b58\u6e05\u7406\u5668\u201d\u7684\u6df1\u5ea6\u96c6\u6210\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OGCanvas<\/span>\n <\/div>\n<div class=\"comment-content\">OGCanvas turns one design into every Open Graph image your site needs. Create a polished 1200\u00d7630 template in a visual editor, make text, images, and colors dynamic, then use one hosted render URL to generate a unique preview for each page. Start with 30 templates, preview links across social platforms, and export PNG, JPEG, or WebP. Free to design and download – no watermark or credit card required.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI\u2019m Nitesh, the maker of OGCanvas.<br \/>\nI built OGCanvas because Open Graph images are usually treated as a last-minute task. Developers either use the same static image everywhere, build and maintain their own rendering system, or manually create a new image for every page.<br \/>\nI wanted a simpler workflow: design a template visually, make parts of it dynamic, and use one hosted URL to generate a unique social preview for every blog post, product page, launch, or changelog entry.<br \/>\nWith OGCanvas, you can:<br \/>\n\u2022 Design polished 1200\u00d7630 images in a visual editor<br \/>\n\u2022 Start from 30 ready-to-use templates<br \/>\n\u2022 Add dynamic text, images, colors, and themes<br \/>\n\u2022 Preview how your link looks across social platforms<br \/>\n\u2022 Export PNG, JPEG, or WebP without a watermark<br \/>\n\u2022 Generate per-page images from a hosted render URL <\/p>\n<p>OGCanvas is free for designing and downloading. Premium is $5\/month for unlimited designs, every template, a brand kit, and the hosted render URL.<br \/>\nI\u2019d really appreciate your feedback- especially on the editor, templates, and dynamic URL workflow. What would make OGCanvas more useful for your website?<br \/>\nThanks for checking it out! \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@niteshseram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@niteshseram<\/a> Congrats on the launch \u2014 dynamic, per-page Open Graph images is something every product needs and almost nobody does well; “design it once, every page gets a share image that converts” nails it. You shipped without a demo, so I made you one: a looping GIF of OGCanvas actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it and <strong>drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot next to static images makes the page land harder and holds attention longer.<\/strong> Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/c679a3ea59154f0a95c5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/c679a3ea59154f0a95c5<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it with a simple blog template and the dynamic text fields actually worked as advertised when I swapped the URL params. The export options being free without a watermark is a nice touch, didn’t expect that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rza1192250\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rza1192250<\/a> Thanks for checking out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the one-hosted-render-url part is what caught my eye, since it means the image is generated at request time rather than baked at build time. curious how you handle crawler caching though – twitter\/linkedin\/facebook all cache the og image aggressively once they’ve scraped a url, sometimes for days. if the underlying data behind a render changes (price update, headline edit, whatever), does the old cached preview just stay stale on those platforms until someone forces a re-scrape, or is there a way around that built in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I built an OG image pipeline for my own site so I appreciate what you’re doing here. The thing that surprised me most wasn’t rendering, it was caching. Social crawlers hold onto old images long after you regenerate them. Does OGCanvas handle cache busting on the hosted render URL, or is that left to the user?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4AFUMTXN5VV2F5\" class=\"app-title\">Long-term Software Governance<\/a><\/p>\n<div class=\"one-liner\">Keep commercial software reliable for the long run.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">16<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u9762\u5411\u4f01\u4e1a\u63d0\u4f9b\u957f\u671f\u8f6f\u4ef6\u6cbb\u7406\u670d\u52a1\uff0c\u5728AI\u52a0\u901f\u5f00\u53d1\u3001\u56e2\u961f\u53d8\u52a8\u9891\u7e41\u7684\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u5546\u4e1a\u8f6f\u4ef6\u4e0a\u7ebf\u540e\u53ef\u9760\u6027\u4e0b\u964d\u3001\u7ef4\u62a4\u5931\u63a7\u3001\u6280\u672f\u503a\u7d2f\u79ef\u4e0e\u8d23\u4efb\u5f52\u5c5e\u6a21\u7cca\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfb16802-2ded-45c4-8a2f-2cde2ffdb7b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb1431f4-52d0-4c83-9135-79cea63c66e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26e3d823-3d4e-4c80-ab5b-ee326a4f102c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8f6f\u4ef6\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u8f6f\u4ef6\u53ef\u9760\u6027<\/span><br \/>\n <span class=\"tag\">\u957f\u671f\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u503a\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7801\u98ce\u9669<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u8fde\u7eed\u6027<\/span><br \/>\n <span class=\"tag\">\u67b6\u6784\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e09\u65b9\u5ba1\u67e5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u4ee3\u7801\u5f15\u5165\u7684\u98ce\u9669\u5982\u4f55\u8bc6\u522b\uff1b\u5efa\u8bae\u63d0\u4f9b\u516c\u5f00\u53d8\u66f4\u65e5\u5fd7\u548c\u8def\u7ebf\u56fe\u4ee5\u589e\u5f3a\u900f\u660e\u5ea6\uff1b\u8d28\u7591\u6cbb\u7406\u670d\u52a1\u96be\u4ee5\u91cf\u5316\u201c\u672a\u53d1\u751f\u7684\u6545\u969c\u201d\u7684\u4ef7\u503c\uff1b\u8be2\u95ee\u539f\u5f00\u53d1\u56e2\u961f\u79bb\u573a\u540e\u7684\u5b9e\u9645\u64cd\u4f5c\u6a21\u5f0f\u662f\u4ee3\u7ba1\u4ee3\u7801\u8fd8\u662f\u987e\u95ee\u6307\u5bfc\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u201c\u957f\u671f\u8f6f\u4ef6\u6cbb\u7406\u201d\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u884c\u4e1a\u957f\u671f\u5ffd\u89c6\u7684\u786c\u6838\u75db\u70b9\u2014\u2014\u8f6f\u4ef6\u4ef7\u503c\u7684\u5b9e\u73b0\u4e0d\u5728\u4e0a\u7ebf\u90a3\u5929\uff0c\u800c\u5728\u4e4b\u540e\u51e0\u5e74\u91cc\u80fd\u5426\u6301\u7eed\u625b\u4f4f\u4e1a\u52a1\u538b\u69a8\u3002\u5f53AI\u8ba9\u201c\u5199\u51fa\u7b2c\u4e00\u7248\u201d\u53d8\u5f97\u5ec9\u4ef7\uff0c\u771f\u6b63\u7684\u7a00\u7f3a\u80fd\u529b\u53d8\u6210\u201c\u8ba9\u8f6f\u4ef6\u6d3b\u8fc7\u4e09\u5e74\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u6ca1\u6709\u8d70\u81ea\u52a8\u5316\u5de5\u5177\u7684\u8001\u8def\uff0c\u800c\u662f\u9009\u62e9\u4ee5\u201c\u4eba+\u6d41\u7a0b\u201d\u63d0\u4f9b\u6cbb\u7406\u670d\u52a1\uff0c\u8fd9\u65e2\u662f\u4eae\u70b9\u4e5f\u662f\u8f6f\u808b\u3002\u4eae\u70b9\u5728\u4e8e\uff0cAI\u751f\u6210\u4ee3\u7801\u7684\u6df1\u5c42\u95ee\u9898\uff08\u903b\u8f91\u6f0f\u6d1e\u3001\u67b6\u6784\u9519\u914d\u3001\u9690\u542b\u7684\u4f9d\u8d56\u94fe\uff09\u6070\u597d\u662f\u9759\u6001\u626b\u63cf\u5de5\u5177\u7684\u6b7b\u89d2\uff0c\u4eba\u7c7b\u4e13\u5bb6\u5ba1\u67e5\u4ecd\u6709\u4e0d\u53ef\u66ff\u4ee3\u6027\uff1b\u8f6f\u808b\u5728\u4e8e\uff0c\u8bc4\u8bba\u4e2d\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u6838\u5fc3\u56f0\u5883\u2014\u2014\u201c\u672a\u53d1\u751f\u7684\u6545\u969c\u201d\u65e0\u6cd5\u91cf\u5316\uff0c\u6cbb\u7406\u6548\u679c\u66f4\u50cf\u4e00\u79cd\u4fe1\u4efb\u627f\u8bfa\u800c\u975e\u53ef\u5ea6\u91cf\u4ea7\u51fa\u3002\u5ba2\u6237\u7eed\u8d39\u65f6\uff0c\u9762\u5bf9\u7684\u662f\u201c\u4eca\u5e74\u6ca1\u51fa\u5927\u4e8b\u201d\u8fd9\u79cd\u6a21\u7cca\u53d9\u4e8b\uff0c\u5bb9\u6613\u88ab\u780d\u9884\u7b97\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u670d\u52a1\u5bf9\u201c\u539f\u56e2\u961f\u79bb\u573a\u201d\u540e\u7684\u4ecb\u5165\u6a21\u5f0f\u542b\u7cca\u5176\u8f9e\u2014\u2014\u662f\u63a5\u7ba1\u4ee3\u7801\u5e93\u627f\u62c5\u5168\u90e8\u8d23\u4efb\uff0c\u8fd8\u662f\u4ec5\u505a\u987e\u95ee\u6307\u5bfc\u7531\u5ba2\u6237\u81ea\u62c5\u6267\u884c\u98ce\u9669\uff1f\u524d\u8005\u5bf9\u670d\u52a1\u65b9\u7684\u4eba\u529b\u6210\u672c\u548c\u8d23\u4efb\u8fb9\u754c\u8981\u6c42\u6781\u9ad8\uff0c\u540e\u8005\u5219\u53ef\u80fd\u6ca6\u4e3a\u201c\u5efa\u8bae\u5199\u4e86\u4f46\u6ca1\u4eba\u6539\u201d\u3002\u82e5\u4e0d\u80fd\u5728\u8fd9\u70b9\u4e0a\u5efa\u7acb\u6e05\u6670\u7684\u8fd0\u884c\u673a\u5236\u548c\u95ee\u8d23\u6846\u67b6\uff0c\u6cbb\u7406\u5f88\u5bb9\u6613\u53d8\u6210\u6602\u8d35\u7684\u201c\u5fc3\u7406\u5b89\u6170\u5242\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u671f\u6cbb\u7406\u7684\u672c\u8d28\u662f\u5e2e\u4f01\u4e1a\u5bf9\u6297\u71b5\u589e\u3002\u4f46\u771f\u6b63\u6709\u4ef7\u503c\u7684\u6536\u8d39\u6a21\u5f0f\uff0c\u4e0d\u662f\u5356\u201c\u5b89\u5168\u611f\u201d\uff0c\u800c\u662f\u4e0e\u5ba2\u6237\u7b7e\u201cSLA\u7ea7\u522b\u7684\u53ef\u9760\u6027\u589e\u91cf\u201d\u2014\u2014\u6bd4\u5982\u7ea6\u5b9a\u534a\u5e74\u5185P0\u7ea7\u4e8b\u6545\u4e0b\u964d\u591a\u5c11\u3001\u53d8\u66f4\u56de\u6eda\u7387\u63a7\u5236\u5728\u591a\u5c11\u3002\u628a\u201c\u770b\u4e0d\u89c1\u7684\u4ef7\u503c\u201d\u6298\u7b97\u6210\u53ef\u5ba1\u8ba1\u7684\u8fd0\u8425\u6570\u636e\uff0c\u624d\u662f\u4ece\u54a8\u8be2\u751f\u610f\u8fdb\u5316\u4e3a\u6838\u5fc3\u57fa\u7840\u8bbe\u65bd\u7684\u5173\u952e\u4e00\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Long-term Software Governance<\/span>\n <\/div>\n<div class=\"comment-content\">Keep commercial software reliable for the long run. Commercial software creates value through continued use, not through a single launch. We establish long-term mechanisms for stability, iteration, security and team continuity. # Commercial Software Is Never Disposable AI has shortened the time required to produce a first version. It has not shortened the years for which software remains accountable to the business.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The first version is only the beginning<br \/>\nCommercial software does not create its value on delivery day. It creates value through years of use, iteration and business change. A first version proves that the product can exist; production begins proving that it deserves to remain.<\/p>\n<p>Once customers, revenue, data and internal workflows enter the system, it is no longer just code. Every outage, error and delay becomes a real business consequence.<\/p>\n<p>The real cost emerges after launch<br \/>\nInitial development cost is visible. Long-term cost is distributed across maintenance, incidents, staff turnover, vendor dependency and repeated short-term decisions. These costs rarely arrive together, but they continuously reduce the team\u2019s speed.<\/p>\n<p>The enterprise does not need a count of all technical debt. It needs to know which issues threaten customer commitments, revenue stability and the next year of business plans. A rewrite without business order merely creates another round of spending.<\/p>\n<p>AI accelerates output\u2014and loss of control<br \/>\nAI can generate code, tests and documentation faster. It can also move dependencies, duplicated logic and undocumented decisions into the system faster. More output does not mean the team understands the system more deeply.<\/p>\n<p>When code grows faster than review capability, the scarce resources become boundaries, evidence and accountability. AI output must pass the same\u2014or stricter\u2014acceptance system as human output.<\/p>\n<p>Long-term value comes from continuous governance<br \/>\nLong-term governance establishes a small, durable set of rules across architecture, quality, release, security and operations: decisions are recorded, critical releases have gates, risk has a business order and incidents create improvement.<\/p>\n<p>The enterprise must ultimately own more than code. It needs a shared understanding of the system, executable engineering standards and an internal team capable of continued improvement. That is how software stops depending on one person or one vendor.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stevenleep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stevenleep<\/a> Congrats on the launch \u2014 independent governance to keep commercial software reliable for the long run is a real, unglamorous problem nobody owns; “launched then abandoned” is exactly the gap. You shipped without a demo, so I made you one: a looping GIF of it actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it from the page we made you (below) and drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot next to static images makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/ca0642ecb2d84743977d\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/ca0642ecb2d84743977d<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Long-term governance feels especially relevant as AI-generated code becomes more common. Does the platform also help identify reliability risks introduced by AI-assisted development?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> <\/p>\n<p>This is a service we offer rather than a specific product.<\/p>\n<p>If you’re looking for a product-based solution, please feel free to check the following reference, which may better meet your needs:<\/p>\n<p><a href=\"https:\/\/github.com\/scanaislop\/aislop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/scanaislop\/aislop<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amjad_shaik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amjad_shaik<\/a> <br \/>Yes, this is becoming increasingly important.<\/p>\n<p>Since we provide a <strong>human-driven governance service<\/strong>, we do help teams identify and address reliability risks introduced by AI-assisted development. Our experts review the codebase to catch subtle issues that automated tools often miss \u2014 such as logical inconsistencies, architectural weaknesses, maintainability problems, security risks, and long-term technical debt.<\/p>\n<p>We focus on combining human judgment with structured processes to ensure AI-generated or non-R&D code remains reliable and sustainable over years, not just at launch.<\/p>\n<p>Happy to share more concrete examples if you’re dealing with this challenge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A public changelog or roadmap page would help a lot here, showing users what is actively maintained, what was deprecated, and what security updates are coming. It builds trust when software is meant to last years and gives customers a clear signal that the team is still invested long after launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@halimezcalvran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@halimezcalvran<\/a> <br \/>Thank you for your thoughtful feedback \u2014 I really appreciate it!<\/p>\n<p>We launched this service specifically to help teams solve the long-term governance challenges of AI-native applications and products built by non-R&D members. Your point about transparency and sustained investment is exactly why we exist \u2014 to provide reliable, ongoing support that builds lasting trust.<\/p>\n<p>We\u2019ll take your suggestion regarding a public changelog and roadmap seriously as we continue to develop the service.<\/p>\n<p>If you\u2019d like,<br \/> I\u2019d be happy to share more details about how we can support your team\u2019s specific needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one of those services where the value is basically “the incidents that didn’t happen,” which is a hard thing to prove or sell against. how do you actually measure success with a client a year into an engagement – is it tracked against fewer incidents\/faster incident resolution, or is it more of a qualitative “the team understands the system better now” kind of assessment? asking because the second one is real value but a much harder thing to point to when a client asks if the retainer is worth renewing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this actually work in practice once the original dev team is gone, do you take over the whole codebase or more of an advisory role on handoffs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZGFBBNAEWT4CT6\" class=\"app-title\">YourOnlyAI<\/a><\/p>\n<div class=\"one-liner\">Find the right tool, not the hype.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>YourOnlyAI\u662f\u4e00\u4e2aAI\u63a8\u8350\u5e73\u53f0\uff0c\u7528\u6237\u901a\u8fc7\u804a\u5929\u754c\u9762\u63cf\u8ff0\u4efb\u52a1\uff0c\u5e73\u53f0\u4f1a\u81ea\u52a8\u589e\u5f3a\u63d0\u793a\u8bcd\u5e76\u63a8\u8350\u6700\u5408\u9002\u7684AI\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u201c\u9009AI\u6bd4\u5e72\u6d3b\u8fd8\u7d2f\u201d\u7684\u75db\u70b9\uff0c\u5e2e\u7528\u6237\u4ece\u6d77\u91cf\u5de5\u5177\u4e2d\u7cbe\u51c6\u5339\u914d\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5636582c-1d60-4a75-831c-5796c0554b3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41d8e09f-452a-4e13-a107-79f330ae8fce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63a8\u8350\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u5339\u914d<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">LLM<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8bc4\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u63d0\u793a\u8bcd\u589e\u5f3a\u201d\u7684\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u63a8\u8350\u7f3a\u4e4f\u900f\u660e\u7406\u7531\uff1a\u4ec5\u51ed\u5185\u90e8\u57fa\u51c6\u7ed9\u51fa\u5de5\u5177\u540d\u548c\u7f6e\u4fe1\u5ea6\uff0c\u7528\u6237\u96be\u4ee5\u4fe1\u4efb\u201c\u4e3a\u4ec0\u4e48\u201d\u9009\u8fd9\u4e2a\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u6709\u81ea\u6709\u57fa\u51c6\u7cfb\u7edf\uff0c\u4f46\u672a\u89e3\u91ca\u5982\u4f55\u8ba9\u63a8\u8350\u7406\u7531\u53ef\u89c6\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n YourOnlyAI\u7684\u5207\u5165\u70b9\u5f88\u7cbe\u51c6\u2014\u2014AI\u5de5\u5177\u6cdb\u6ee5\u65f6\u4ee3\uff0c\u201c\u9009\u5de5\u5177\u201d\u672c\u8eab\u6210\u4e86\u65b0\u75db\u70b9\u3002\u5176\u5c06\u63a8\u8350\u6d41\u7a0b\u5c01\u88c5\u6210\u7c7bChatGPT\u7684\u5bf9\u8bdd\u754c\u9762\uff0c\u964d\u4f4e\u4e86\u7528\u6237\u5fc3\u7406\u95e8\u69db\uff0c\u5185\u7f6e\u63d0\u793a\u8bcd\u589e\u5f3a\u4e5f\u89e3\u51b3\u4e86\u201c\u4e0d\u4f1a\u95ee\u95ee\u9898\u201d\u7684\u9690\u6027\u9700\u6c42\u3002\u4f46\u95ee\u9898\u662f\uff0c\u4ea7\u54c1\u540d\u4e3a\u201cYourOnlyAI\u201d\uff0c\u5b9e\u9645\u5374\u662f\u201c\u627eAI\u7684AI\u201d\uff0c\u7528\u6237\u4fe1\u4efb\u94fe\u6761\u5929\u7136\u8106\u5f31\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u51fa\u73b0\u7684\u7075\u9b42\u62f7\u95ee\u201c\u4e3a\u4ec0\u4e48\u63a8\u8350\u8fd9\u4e2a\u201d\u66b4\u9732\u4e86\u771f\u6b63\u7684\u6311\u6218\uff1a\u63a8\u8350\u7cfb\u7edf\u4e0d\u4ec5\u8981\u51c6\uff0c\u8fd8\u8981\u53ef\u89e3\u91ca\u3002YourOnlyAI\u76ee\u524d\u53ea\u8c08\u201c\u81ea\u5df1\u7684\u57fa\u51c6\u6d4b\u8bd5\u201d\uff0c\u5374\u56de\u907f\u4e86\u8ba9\u63a8\u8350\u8fc7\u7a0b\u900f\u660e\u5316\u7684\u4ea7\u54c1\u7ec6\u8282\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u7528\u6237\u628a\u5b83\u5f53\u201c\u9ed1\u76d2\u201d\uff0c\u7528\u4e24\u6b21\u53d1\u73b0\u4e0d\u51c6\u5c31\u5f03\u7528\u3002\u53e6\u5916\uff0c\u6295\u7968\u4ec514\u7968\uff0c\u8bc4\u8bba\u4e92\u52a8\u51b7\u6de1\uff0c\u4fa7\u9762\u8bf4\u660e\u4ea7\u54c1\u5c1a\u5904\u65e9\u671f\uff0c\u7f3a\u4e4f\u771f\u6b63\u7684\u9ad8\u9891\u4f7f\u7528\u6848\u4f8b\u6765\u80cc\u4e66\u3002\u5efa\u8bae\u56e2\u961f\u4f18\u5148\u628a\u63a8\u8350\u7406\u7531\uff08\u5982\u201c\u6b64\u5de5\u5177\u64c5\u957f\u957f\u4e0a\u4e0b\u6587\u63a8\u7406\uff0c\u9002\u5408\u4f60\u7684\u4efb\u52a1\u201d\uff09\u76f4\u63a5\u5d4c\u5165\u5bf9\u8bdd\u6d41\uff0c\u800c\u975e\u53ea\u629b\u4e00\u4e2a\u5de5\u5177\u540d+\u7f6e\u4fe1\u5ea6\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u63a8\u8350\u7b97\u6cd5\u672c\u8eab\uff0c\u800c\u662f\u8ba9\u7528\u6237\u771f\u5207\u611f\u77e5\u5230\u201c\u8fd9\u6b21\u9009\u5bf9\u4e86\u201d\u2014\u2014\u8fd9\u624d\u662f\u4ece\u5de5\u5177\u53d8\u5e73\u53f0\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">YourOnlyAI<\/span>\n <\/div>\n<div class=\"comment-content\">YourOnlyAI is an ai recommendation platform which resembles to the same ui of modern llm agents with built in prompt enhancer which suggests the best ai with the best prompt to get the best result.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hi Product Hunt! I’m Aakash, the founder of YourOnlyAI.<\/p>\n<p>Like many people, I found myself constantly asking the same question:<\/p>\n<p>“Which AI should I use for this?”<\/p>\n<p>There are thousands of AI tools and models today, but choosing the right one often takes longer than actually doing the work. People end up switching between ChatGPT, Claude, Gemini, Perplexity, Midjourney, and dozens of other tools often without knowing which is best for their specific task.<\/p>\n<p>That’s why I built YourOnlyAI<\/p>\n<p>Instead of making you search through endless AI tools, YourOnlyAI lets you describe what you want to achieve in a simple chat interface. It then:<br \/>\n\u2728 Understands your goal<br \/>\n\u2728 Enhances your prompt<br \/>\n\u2728 Recommends the AI or model best suited for your task<\/p>\n<p>The goal is simple: less trial and error, better AI results.<\/p>\n<p>This is just the beginning, and I’d genuinely love your feedback. What features would make this the first place you go before using AI?<\/p>\n<p>Thank you for checking out YourOnlyAI and for supporting independent makers. Your feedback will directly shape what we build next. \ud83d\ude80<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aakash_mishra7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aakash_mishra7<\/a> Congrats on the launch \u2014 cutting through the AI-tool noise to match people to what actually fits their use case, “not the hype,” is a needed antidote right now. You shipped without a demo, so I made you one: a looping GIF of YourOnlyAI actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it from the page we made you (below) and drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot next to static images makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/58d37692ed32467fbc22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/58d37692ed32467fbc22<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@saulfleischman definitely sir. thanks for the feedback and recommendation.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how the prompt enhancer sits right in the chat flow, subtle enough to not clutter the conversation but obvious enough that you actually want to use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kadriyeukuehi6 really appreciate that you like it. we would definitely do our best in making it effectively better<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>agree with Henry’s point above and I don’t think “we have a benchmarking system” actually answers it – benchmarks tell you the tool is good in general, not why it’s the right pick for this specific prompt. does the recommendation come with any visible reasoning (“claude for this because it’s a long context reasoning task” vs “midjourney because it’s visual”), or is it just a name with a confidence score and you’re trusting the system blind either way?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching. I built model recommendation into my own product and the hardest part wasn’t the ranking, it was getting people to trust a pick they didn’t make themselves. How does YourOnlyAI explain its recommendations? In my experience the why ends up mattering more than the what.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching. I built model recommendation into my own product and the hardest part wasn’t the ranking, it was getting people to trust a pick they didn’t make themselves. How does YourOnlyAI explain its recommendations? In my experience the why ends up mattering more than the what.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> it has its own benchmarking system which allows recommending the perfect tool according to the query of the user.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TU7PO64G6JYCN3\" class=\"app-title\">Gymsly<\/a><\/p>\n<div class=\"one-liner\">Gym management software for the modern world<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gymsly \u662f\u4e00\u6b3e\u4e13\u4e3a\u73b0\u4ee3\u5065\u8eab\u4e1a\u52a1\u6253\u9020\u7684\u4e00\u7ad9\u5f0f\u7ba1\u7406\u8f6f\u4ef6\uff0c\u96c6\u4f1a\u5458\u7ba1\u7406\u3001\u81ea\u52a8\u8ba1\u8d39\u3001\u6392\u8bfe\u3001CRM\u548c\u667a\u80fd\u95e8\u7981\u4e8e\u4e00\u4f53\uff0c\u5e2e\u52a9\u5065\u8eab\u623f\u8001\u677f\u6446\u8131\u591a\u5de5\u5177\u62fc\u51d1\u7684\u6df7\u4e71\u5c40\u9762\uff0c\u4e13\u6ce8\u793e\u533a\u8fd0\u8425\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa201907-278c-4ee4-88fc-998a4bae3731.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f69a7f9f-15a7-4799-95e9-8f45e6f10cb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e131a498-7c74-4f0e-a666-bac9d97de56f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a88bfefa-eab2-4d65-8a83-34fd41a9b972.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9807c875-fd1f-4cd9-9aa5-332b9b46e1ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d35b7b46-1e38-4398-b4f4-2b3aa6da2dc9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2e6d6b2-28df-4e5e-bc5b-8b48e4d0bbc5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b588d67a-3705-448a-afbd-7a5135976493.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/46935191-243d-49fb-9c63-0713c9b42640.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/010829db-34c1-461e-8c80-6f8e2d5402e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1af54ef5-5bd7-4e25-a590-fb66e9c5845d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u8eab\u623f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f1a\u5458\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u95e8\u7981<\/span><br \/>\n <span class=\"tag\">CRM<\/span><br \/>\n <span class=\"tag\">\u6392\u8bfe\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5065\u8eabSaaS<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u591a\u95e8\u5e97\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5bf9\u754c\u9762\u7b80\u6d01\u548c\u4f1a\u5458\u7ba1\u7406\u6d41\u7a0b\u8868\u793a\u8ba4\u53ef\uff0c\u4f46\u63d0\u51fa\u591a\u9879\u5177\u4f53\u5173\u5207\uff1a\u751f\u7269\u8bc6\u522b\u6570\u636e\u5b58\u50a8\u5b89\u5168\u6027\uff08\u662f\u5426\u672c\u5730\u5316\u53ca\u5220\u9664\u673a\u5236\uff09\u3001\u5b9a\u4ef7\u968f\u6d3b\u8dc3\u4f1a\u5458\u589e\u957f\u7684\u9636\u68af\u89c4\u5219\u3001\u4ee5\u53ca\u7f3a\u5c11\u5185\u7f6e\u4f1a\u5458\u6d41\u5931\u9884\u8b66\uff08\u5982\u4e24\u5468\u672a\u7b7e\u5230\u8d26\u53f7\u81ea\u52a8\u6807\u8bb0\uff09\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gymsly \u5728\u529f\u80fd\u5806\u53e0\u4e0a\u505a\u5f97\u76f8\u5f53\u201c\u8bda\u5b9e\u201d\u2014\u2014\u4f1a\u5458\u7ba1\u7406\u3001\u8ba1\u8d39\u3001\u6392\u8bfe\u3001CRM\u3001\u95e8\u7981\u4e00\u9505\u7aef\uff0c\u786e\u5b9e\u51fb\u4e2d\u4e86\u5c0f\u578b\u5065\u8eab\u623f\u8001\u677f\u6700\u75db\u7684\u201c\u5de5\u5177\u7f1d\u5408\u201d\u95ee\u9898\u3002\u5176\u81ea\u7814\u84dd\u7259\u95e8\u7981\u548c\u751f\u7269\u8bc6\u522b\u652f\u6301\uff0c\u7b97\u662f\u4ece\u7ba1\u7406\u8f6f\u4ef6\u5411\u201c\u786c\u4ef6+\u8f6f\u4ef6\u201d\u4e00\u4f53\u5316\u8fc8\u51fa\u4e86\u5173\u952e\u4e00\u6b65\uff0c\u8fd9\u5728\u5c0f\u4f17\u5065\u8eabSaaS\u5e02\u573a\u91cc\u662f\u5177\u6709\u5dee\u5f02\u5316\u7ade\u4e89\u529b\u7684\u3002\u4f46\u8bc4\u8bba\u533a\u7684\u8d28\u7591\u540c\u6837\u950b\u5229\uff1a\u751f\u7269\u8bc6\u522b\u6570\u636e\u7684\u5b89\u5168\u8def\u5f84\u4e0d\u900f\u660e\uff0c\u4f1a\u6210\u4e3a\u673a\u6784\u91c7\u8d2d\u51b3\u7b56\u4e2d\u7684\u4e00\u7968\u5426\u51b3\u9879\uff1b\u5b9a\u4ef7\u6a21\u578b\u548c\u4e2d\u5927\u89c4\u6a21\u5ba2\u6237\u95e8\u69db\u7684\u7f3a\u5931\uff0c\u6697\u793a\u5176\u5f53\u524d\u6700\u4f18\u89e3\u4ecd\u662fSMB\uff0c\u5bf9\u4e8e\u8fde\u9501\u54c1\u724c\u800c\u8a00\u5929\u82b1\u677f\u660e\u663e\u3002\u66f4\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u7528\u6237\u5bf9\u201c\u6d41\u5931\u9884\u8b66\u201d\u7684\u547c\u58f0\u2014\u2014\u8fd9\u53cd\u6620\u51fa\u5355\u7eaf\u66ff\u4ee3Excel\u7684\u5de5\u5177\u601d\u7ef4\u5df2\u4e0d\u591f\uff0cGymsly \u9700\u8981\u4ece\u201c\u7ba1\u7406\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u589e\u957f\u5f15\u64ce\u201d\uff0c\u7528\u6570\u636e\u4e3b\u52a8\u9a71\u52a8\u5ba2\u6237\u7559\u5b58\u3002\u76ee\u524d\u6765\u770b\uff0c\u4ea7\u54c1\u5b8c\u6210\u5ea6\u5c1a\u53ef\uff0c\u4f46\u5b89\u5168\u5408\u89c4\u548c\u667a\u80fd\u5206\u6790\u80fd\u529b\u51b3\u5b9a\u4e86\u5b83\u80fd\u5426\u4ece\u201c\u66ff\u4ee3\u54c1\u201d\u8dc3\u5347\u4e3a\u201c\u5fc5\u9700\u54c1\u201d\u3002\u5efa\u8bae\u521b\u59cb\u56e2\u961f\u5728\u9690\u79c1\u767d\u76ae\u4e66\u548c\u52a8\u6001\u5b9a\u4ef7\u4e0a\u4e0b\u72e0\u529f\u592b\uff0c\u4e0d\u7136\u53ea\u80fd\u505a\u4e0b\u4e00\u4e2aMindbody\u7684\u5f71\u5b50\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gymsly<\/span>\n <\/div>\n<div class=\"comment-content\">The #1 gym management software for fitness businesses. Manage members, billing, class scheduling, CRM and analytics. Start your free 14-day trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\udc4b<\/p>\n<p>I’m Zubair, the founder of Gymsly.<\/p>\n<p>Over the last few years, I’ve spoken with gym owners of every size\u2014from small neighborhood gyms to multi-location fitness chains. One thing kept coming up: they were stitching together 5\u201310 different tools just to run their business. One app for memberships, another for billing, another for access control, spreadsheets for leads, WhatsApp for communication… it was messy.<\/p>\n<p>So we built Gymsly.<\/p>\n<p>Gymsly is an all-in-one gym management platform designed to help fitness businesses automate their operations and spend more time growing their community instead of managing admin. It brings together member management, recurring billing, access control, lead management, staff management, analytics, branded member experiences, and much more into one platform. We even built native Bluetooth access control alongside support for biometric and RFID systems, so members with active subscriptions can enter automatically.<\/p>\n<p>Some of my favorite features:<br \/>\n\u2022 Automated recurring memberships & payments<br \/>\n\u2022 Member and trainer management<br \/>\n\u2022 Built-in CRM for leads and follow-ups<br \/>\n\u2022 Bluetooth, RFID & biometric access control<br \/>\n\u2022 Attendance tracking & analytics<br \/>\n\u2022 Multi-location support<br \/>\n\u2022 Mobile-friendly dashboard<br \/>\n\u2022 Branded member experience<\/p>\n<p>We didn’t build Gymsly to be another “gym software.” We built it to become the operating system for modern fitness businesses\u2014simple enough for an independent gym owner, yet powerful enough for growing chains.<\/p>\n<p>This launch is a huge milestone for us, but it’s only the beginning. We’d genuinely love your feedback\u2014whether it’s about the product, onboarding, pricing, or features you’d like to see next.<\/p>\n<p>If you run a gym, work in fitness, or have built a SaaS product yourself, I’d love to hear your thoughts.<\/p>\n<p>Thank you so much for checking out Gymsly and supporting independent makers. \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@_syed_zubair_ahmed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@_syed_zubair_ahmed<\/a> Congrats on the launch \u2014 members, check-in, payments and a finance forecast all in one place is what most gym owners are duct-taping together today; the dashboard looks genuinely calm. You shipped without a demo, so I made you one: a looping GIF of Gymsly actually working \u2014 free, white-label, no strings.<br \/>How to use it: download it and <strong>drop it into your Product Hunt gallery, right after your screenshots <\/strong>\u2014 a moving shot next to static images makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <\/p>\n<p><a href=\"http:\/\/foxplug.com\/g\/755fea42622741c08150\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/755fea42622741c08150<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the biometric access control is the piece I’d want more detail on before recommending this to a gym owner – fingerprint or face data is a much bigger liability than a name and a card number if it ever leaks. is that biometric data stored locally on the access control hardware itself, or does it round-trip through gymsly’s servers, and does a member have a way to actually delete their biometric enrollment if they cancel their membership rather than it just sitting in a database somewhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does pricing scale once you go past a certain number of active members, and is there a cap on locations per account?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The dashboard layout looks really clean and uncluttered, which is rare for gym software that usually feels overwhelming with too many tabs. The member management flow seems well thought out too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Setup was pretty painless and the member billing view saved me time on day one.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love to see a built-in member retention dashboard that flags accounts that haven’t checked in for 2+ weeks so we can reach out before they churn. Right now I have to pull that data manually which takes way too much time each week.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Clean interface and the member check-in flow was quicker than what I\u2019m used to with Mindbody. Free trial is generous enough to actually run real classes through it before committing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/S4CZYS3C3MX4X3\" class=\"app-title\">Glimpse<\/a><\/p>\n<div class=\"one-liner\">Distilled Internet<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">14<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Glimpse \u5c06\u5197\u957f\u7684YouTube\u89c6\u9891\u57281\u5206\u949f\u5185\u81ea\u52a8\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u4fe1\u606f\u56fe\uff0c\u8ba9\u7528\u6237\u201c\u626b\u4e00\u773c\u201d\u5c31\u80fd\u638c\u63e1\u6838\u5fc3\u5185\u5bb9\uff0c\u5f7b\u5e95\u544a\u522b\u4f4e\u6548\u7684\u89c6\u9891\u5237\u770b\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f28c823-6a50-49fd-9bb5-51cd814bad97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b30f000a-ec06-4246-8679-5681d0433f85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc05446b-4feb-46c9-a2dc-28caa22738ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u56fe<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">YouTube\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u8fc7\u8f7d<\/span><br \/>\n <span class=\"tag\">\u601d\u8def\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u514d\u770b\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u9605\u8bfb<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u5fc3\u6458\u8981\u662f\u5426\u4f1a\u4e22\u5931\u89c6\u9891\u4e2d\u5173\u952e\u7684\u201c\u7136\u800c\u3001\u53d6\u51b3\u4e8eX\u201d\u7b49\u9650\u5b9a\u6027\u8868\u8ff0\uff0c\u5bfc\u81f4\u7ed3\u8bba\u8fc7\u5ea6\u81ea\u4fe1\uff1b\u540c\u65f6\u62c5\u5fe7\u8fc7\u5ea6\u4f9d\u8d56\u97f3\u9891\/\u6587\u5b57\u8f6c\u5f55\uff0c\u4f1a\u9057\u6f0f\u65e0\u58f0\u6f14\u793a\u6216\u4ee3\u7801\u5b9e\u64cd\u4e2d\u7684\u753b\u9762\u4fe1\u606f\u3002\u6b64\u5916\uff0c\u7528\u6237\u5e0c\u671b\u589e\u52a0\u6536\u85cf\u5939\u4e0e\u4e3b\u9898\u6587\u4ef6\u5939\u6574\u7406\u529f\u80fd\uff0c\u4ee5\u4fbf\u7528\u4e8e\u957f\u671f\u7814\u7a76\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Glimpse\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u7684\u201c\u65f6\u95f4-\u4fe1\u606f\u6bd4\u201d\u75db\u70b9\uff1a\u7528\u6237\u82b130\u5206\u949f\u770b\u89c6\u9891\uff0c\u53ef\u80fd\u53ea\u4e3a2\u5206\u949f\u7684\u6709\u7528\u4fe1\u606f\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u66ff\u4ee3\u89c2\u770b\u201d\uff0c\u800c\u5728\u4e8e\u201c\u9884\u5224\u4ef7\u503c\u201d\u2014\u2014\u8ba9\u4f60\u5728\u51b3\u5b9a\u662f\u5426\u6295\u516530\u5206\u949f\u524d\uff0c\u5148\u752830\u79d2\u5224\u65ad\u89c6\u9891\u662f\u5426\u503c\u5f97\u770b\u3002\u8fd9\u5728\u4fe1\u606f\u7206\u70b8\u3001\u89c6\u9891\u65f6\u957f\u8fdc\u8d85\u7528\u6237\u8010\u5fc3\u7684\u4eca\u5929\uff0c\u662f\u6781\u4e3a\u5b9e\u7528\u7684\u51b3\u7b56\u8f85\u52a9\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u975e\u5e38\u81f4\u547d\u3002\u4f5c\u4e3a\u4e00\u6b3e\u57fa\u4e8e\u97f3\u9891\/\u6587\u5b57\u8f6c\u5f55\u7684\u6458\u8981\u5de5\u5177\uff0c\u5b83\u5929\u7136\u5b58\u5728\u4fe1\u606f\u201c\u5931\u771f\u201d\u98ce\u9669\uff1a\u5b83\u5c06\u539f\u672c\u5e26\u6709\u8bed\u5883\u3001\u8bed\u6c14\u3001\u6f14\u793a\u7684\u753b\u9762\u4fe1\u606f\u538b\u7f29\u4e3a\u4e00\u5f20\u201c\u770b\u8d77\u6765\u80af\u5b9a\u201d\u7684\u4fe1\u606f\u56fe\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u4fe1\u606f\u71b5\u7684\u635f\u5931\u800c\u975e\u589e\u76ca\u3002\u5c24\u5176\u662f\u5728\u5b66\u672f\u8bb2\u5ea7\u3001\u6280\u672f\u6f14\u793a\u3001\u6216\u8005\u5145\u6ee1\u8bba\u8bc1\u7ec6\u8282\u7684\u5185\u5bb9\u4e2d\uff0c\u201c\u5220\u9664\u5e72\u6270\u4fe1\u606f\u201d\u548c\u201c\u526a\u6389\u5173\u952e\u590d\u6742\u4e4b\u5904\u201d\u7684\u754c\u9650\u6781\u96be\u628a\u63a7\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u629b\u5f03\u4e86\u6743\u8861\u6027\u201d\u4e0e\u201c\u4e22\u5931\u753b\u9762\u4fe1\u606f\u201d\u662f\u4ea7\u54c1\u6700\u6838\u5fc3\u7684\u786c\u4f24\u2014\u2014\u5982\u679c\u4e0d\u80fd\u89e3\u51b3\u4fe1\u606f\u8870\u51cf\u4e0e\u8fc7\u5ea6\u7b80\u5316\u7684\u6096\u8bba\uff0cGlimpse\u53ea\u9002\u5408\u6d45\u5c42\u5f15\u5bfc\u7c7b\u5185\u5bb9\uff0c\u5bf9\u6df1\u5ea6\u5b66\u4e60\u8005\u53cd\u800c\u53ef\u80fd\u9020\u6210\u8bef\u8bfb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d14\u7968\u7684\u4e0a\u7ebf\u6570\u636e\u4e0e\u4e09\u4e2a0\u8d5e\u8bc4\u8bba\u4e5f\u4fa7\u9762\u5370\u8bc1\u4e86\u5b83\u4ecd\u5904\u4e8e\u65e9\u671f\u9636\u6bb5\u3002\u6536\u85cf\u548c\u5206\u7c7b\u529f\u80fd\u7f3a\u5931\u662f\u60c5\u7406\u4e4b\u4e2d\uff0c\u4f46\u82e5\u4e0d\u5c3d\u5feb\u5efa\u7acb\u8ba9\u7528\u6237\u201c\u6821\u9a8c\u4e0e\u5ef6\u4f38\u201d\u603b\u7ed3\u7684\u673a\u5236\uff08\u6bd4\u5982\u5173\u8054\u7684\u65f6\u95f4\u6233\u3001\u539f\u59cb\u8bed\u53e5\u5f15\u7528\uff09\uff0c\u5b83\u5f88\u96be\u4ece\u201c\u6807\u9898\u515a\u6458\u8981\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u9760\u7684\u77e5\u8bc6\u951a\u70b9\u201d\u3002\u4e00\u53e5\u8bdd\uff1a\u70b9\u5b50\u8ba8\u559c\uff0c\u4f46\u79bb\u201c\u66ff\u4ee3\u770b\u89c6\u9891\u201d\u8fd8\u5dee\u4e00\u4e2a\u91cf\u7ea7\u7684\u7406\u89e3\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Glimpse<\/span>\n <\/div>\n<div class=\"comment-content\">Glimpse turns long YouTube videos into short, visual summaries. Search for a YouTube video link and get a clear summarised infographic covering the video, within a minute. Each infographic is laid out with structure, hierarchy, and comparisons you can scan at a glance. A 30-minute video becomes a 30-second scan – you don’t have to spend hours to gain information. Glimpse has a Discover feed. It’s the antidote to mindless scrolling. Instant information. Your scroll time finally counts.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The idea for Glimpse came from a simple frustration: too much time spent watching videos, too little actually retained. Even at 2x speed, videos still forced viewers through intros, sponsor reads, and recaps before getting to the actual point. The information was there, it just took far too long to reach.<br \/>\nThat gap, between how long a video takes and how much it actually says, is the reason Glimpse exists. The goal was never to replace watching entirely, but to give people a way to know what a video says before deciding whether it’s worth the full watch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the thing I’d want to know is whether compressing strips out hedging – a lot of videos are worth watching specifically because of the “but it depends on X” caveats buried in the middle, and a summary optimized for scannability might quietly flatten those into a more confident-sounding takeaway than the speaker actually intended<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How well does it handle videos that rely heavily on visual demos or code walkthroughs, where the spoken summary alone might miss the actual content being shown on screen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saadetcihaa03j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saadetcihaa03j<\/a> Good question, and worth being upfront about: Glimpse works from the audio\/transcript, so it’s strongest on talk-heavy videos \u2014 podcasts, lectures, tutorials where the speaker narrates what they’re doing. In practice most code walkthroughs do narrate as they type, so summaries still capture the flow and key decisions. But for silent screencasts or demos where the screen carries info that’s never spoken, some of that gets missed today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love a way to save infographics into themed collections so I can build up a little library around topics I’m researching, instead of losing them in the feed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@araszengin54995\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@araszengin54995<\/a> You can currently favourite infographics and view them in the favourites section on the home page. Working on a way to organise them into folders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5CSJAVTIKGVJG3\" class=\"app-title\">Orivon<\/a><\/p>\n<div class=\"one-liner\">Discover where your potential creates the most value<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Orivon\u662f\u4e00\u6b3e\u4e0d\u8d34\u6807\u7b7e\u7684\u4eba\u529b\u6f5c\u80fd\u626b\u63cf\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u9002\u5e94\u95ee\u5377\u5c06\u7528\u6237\u7684\u601d\u8003\u3001\u5de5\u4f5c\u4e0e\u51b3\u7b56\u6a21\u5f0f\u8f6c\u5316\u4e3a\u5177\u4f53\u7684\u804c\u4e1a\u8def\u5f84\u548c\u5546\u4e1a\u65b9\u5411\uff0c\u5e2e\u52a9\u624d\u534e\u6a2a\u6ea2\u5374\u8ff7\u832b\u7684\u4eba\u627e\u5230\u4ef7\u503c\u6700\u5927\u5316\u7684\u843d\u811a\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc71692d-c341-4ef2-b476-fd5d1ee73e72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/396edd32-91fd-4351-a2d2-634a38d60401.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3b3a954-2b68-42c0-a8fe-4bc35f6a7a29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75106c6d-984f-4708-b856-11976be08d25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/634a6af0-ab76-447f-911f-7ab54a612282.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f69982a5-33a7-401f-ae8b-d8decf40a598.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa33c8f2-5403-427c-ac6a-a4cd910ef201.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dacca580-5a13-4eea-a427-d8a7f16947a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/85e5529c-9a9a-46ef-a9e7-4834542770ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4103c1f1-6662-44b6-b0dc-9bcc56415f15.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4eba\u529b\u6f5c\u80fd\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u65b9\u5411\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">AI\u51b3\u7b56\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u6d4b\u8bc4<\/span><br \/>\n <span class=\"tag\">\u804c\u573a\u5bfc\u822a<\/span><br \/>\n <span class=\"tag\">\u80fd\u529b\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u65b9\u5411<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u8ba4\u77e5<\/span><br \/>\n <span class=\"tag\">\u4eba\u529b\u8d44\u6e90SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u804c\u4e1a\u5efa\u8bae\u7684\u5177\u4f53\u6027\u4e0e\u5b9e\u7528\u6027\uff08\u5982\u533a\u5206\u5355\u4eba\/\u56e2\u961f\u5de5\u4f5c\u504f\u597d\uff09\uff0c\u5e76\u8ffd\u95ee\u8fdb\u5316\u673a\u5236\uff1a\u5982\u4f55\u533a\u5206\u771f\u5b9e\u80fd\u529b\u8f6c\u53d8\u4e0e\u89d2\u8272\u5bfc\u81f4\u7684\u4e34\u65f6\u884c\u4e3a\uff1f\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u6bcf\u6b21\u626b\u63cf\u4e3a\u201c\u5feb\u7167\u201d\uff0c\u957f\u671f\u613f\u666f\u5141\u8bb8\u591a\u6b21\u5bf9\u6bd4\uff0c\u907f\u514d\u6807\u7b7e\u5316\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Orivon\u5728\u6cdb\u6ee5\u7684\u201c\u6027\u683c\u7c7b\u578b\u6d4b\u8bd5\u201d\u7ea2\u6d77\u4e2d\uff0c\u5c1d\u8bd5\u5207\u51fa\u4e00\u4e2a\u66f4\u6709\u4ef7\u503c\u7684\u7ec6\u5206\u5207\u53e3\u2014\u2014\u201c\u4ef7\u503c\u521b\u9020\u80fd\u529b\u56fe\u8c31\u201d\u3002\u5b83\u4e0d\u518d\u95ee\u4f60\u201c\u4f60\u662f\u8c01\u201d\uff0c\u800c\u662f\u95ee\u201c\u4f60\u600e\u4e48\u5e72\u4e8b\u201d\uff0c\u8fd9\u4ece\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\u770b\u662f\u51c6\u786e\u7684\uff0c\u56e0\u4e3a\u804c\u573a\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u4ef7\u503c\u4ea4\u6362\u7cfb\u7edf\uff0c\u800c\u975e\u6027\u683c\u8ba4\u540c\u4e2d\u5fc3\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5bf9\u5176\u201c\u4e0d\u662f\u6807\u7b7e\u201d\u548c\u201c\u9488\u5bf9\u804c\u4e1a\u573a\u666f\u201d\u7684\u6b63\u53cd\u9988\uff0c\u5370\u8bc1\u4e86\u8fd9\u4e00\u5207\u5165\u70b9\u7684\u6709\u6548\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u7684\u6838\u5fc3\u77db\u76fe\u662f\u201c\u9759\u6001\u6d4b\u8bd5\u201d\u4e0e\u201c\u52a8\u6001\u51b3\u7b56\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\u5c3d\u7ba1\u521b\u59cb\u4eba\u8bbe\u60f3\u901a\u8fc7\u591a\u6b21\u626b\u63cf\u5f62\u6210\u5bf9\u6bd4\u66f2\u7ebf\u6765\u8ffd\u8e2a\u8fdb\u5316\uff0c\u4f46\u5f53\u524d\u4ec513\u7968\u7684\u65e9\u671f\u72b6\u6001\u610f\u5473\u7740\uff1a**1) \u6a21\u578b\u9a8c\u8bc1\u4e0d\u8db3**\uff1a\u6240\u8c13\u7684\u201cHuman Potential Intelligence\u201d\u662f\u57fa\u4e8e\u4ec0\u4e48\u7ef4\u5ea6\u548c\u6570\u636e\u8bad\u7ec3\u7684\uff1f\u662f\u81ea\u6709\u7684\u8bc4\u4f30\u7406\u8bba\uff0c\u8fd8\u662f\u5bf9MBTI\/\u5927\u4e94\u4eba\u683c\u7b49\u6210\u719f\u6a21\u578b\u7684\u6539\u9020\uff1f\u4ea7\u54c1\u4ecb\u7ecd\u5e76\u672a\u7ed9\u51fa\u8db3\u591f\u53ef\u4fe1\u7684\u79d1\u5b66\u4f9d\u636e\uff1b**2) \u8f6c\u5316\u94fe\u8def\u8584\u5f31**\uff1a\u514d\u8d39\u626b\u63cf\u540e\u7684\u201cDirection Report\u201d\u662f\u4ed8\u8d39\u70b9\uff0c\u4f46\u82e5\u626b\u63cf\u7ed3\u679c\u672c\u8eab\u56e0\u6837\u672c\u5c11\u3001\u7b97\u6cd5\u7c97\u7cd9\u800c\u7f3a\u4e4f\u6df1\u5ea6\uff0c\u7528\u6237\u5f88\u96be\u4e3a\u4e00\u4efd\u201c\u66f4\u6df1\u7684\u62a5\u544a\u201d\u4e70\u5355\u3002\u8bc4\u8bba\u4e2d\u201c\u597d\u5947\u5982\u4f55\u533a\u5206\u4e3b\u52a8\u8fdb\u5316\u4e0e\u88ab\u52a8\u9002\u5e94\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u73b0\u9636\u6bb5\u201c\u53ea\u89e3\u51b3\u4e86What\uff0c\u6ca1\u89e3\u51b3Why\u201d\u7684\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n Orivon\u8981\u771f\u6b63\u7acb\u8db3\uff0c\u5fc5\u987b\u4ece\u201c\u6709\u8da3\u7684\u6d4b\u8bd5\u201d\u5347\u7ea7\u4e3a\u201c\u53ef\u4fe1\u7684\u51b3\u7b56\u5de5\u5177\u201d\u3002\u5efa\u8bae\u56e2\u961f\u4f18\u5148\u5f3a\u5316\u4e24\u70b9\uff1a\u4e00\u662f\u5f15\u5165\u5fc3\u7406\u5b66\u6216\u7ec4\u7ec7\u884c\u4e3a\u5b66\u80cc\u666f\u7684\u4e13\u5bb6\u80cc\u4e66\uff0c\u63d0\u5347\u6a21\u578b\u7684\u53ef\u4fe1\u5ea6\uff1b\u4e8c\u662f\u5c3d\u5feb\u5f00\u653e\u201c\u591a\u5feb\u7167\u5bf9\u6bd4\u201d\u529f\u80fd\uff0c\u8ba9\u7528\u6237\u770b\u5230\u968f\u65f6\u95f4\u63a8\u79fb\u7684\u201c\u4ef7\u503c\u66f2\u7ebf\u201d\u800c\u975e\u5b64\u7acb\u7ed3\u8bba\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u51c6\u4e86\u4e00\u6b21\uff0c\u4e0b\u6b21\u5fd8\u6389\u201d\u7684\u793e\u4ea4\u8d27\u5e01\u5de5\u5177\uff0c\u800c\u975e\u7528\u6237\u671f\u5f85\u7684\u201c\u804c\u4e1a\u51b3\u7b56\u5f15\u64ce\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Orivon<\/span>\n <\/div>\n<div class=\"comment-content\">Orivon is an adaptive Human Potential Intelligence scan that maps how you think, work, decide and create value \u2014 then turns your profile into career paths, business directions and a personalized Direction Report.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Raphael, the maker of Orivon.<\/p>\n<p>I built Orivon because I kept seeing the same problem: many people have talent, ambition, and energy \u2014 but they don\u2019t know where that potential actually creates the most value.<\/p>\n<p>Most personality tests tell you \u201cwho you are.\u201d<br \/>\nI wanted to build something more practical: a scan that maps how you think, work, decide, and create value \u2014 then turns that into career paths, business directions, environments to seek or avoid, and a concrete direction report.<\/p>\n<p>Orivon is still early, but the core idea is:<\/p>\n<p>\u2192 Free adaptive scan<br \/>\n\u2192 Human Potential Profile<br \/>\n\u2192 Career\/business direction<br \/>\n\u2192 Optional full Direction Report <\/p>\n<p>I\u2019d love brutal feedback on three things:<\/p>\n<p>1. Does the result feel accurate?<br \/>\n2. Does the experience feel useful or too abstract?<br \/>\n3. Would you pay for a deeper direction report after the free scan?<\/p>\n<p>Thanks for checking it out \u2014 I\u2019m building this fast and improving it based on real feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pathfinderen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pathfinderen<\/a> Congrats on the launch \u2014 treating talent as a <em>position<\/em> on real axes, scored against actual paths, “a snapshot, not a label,” is a genuinely different take on the assessment space, and “no account to run it” is a great touch. You shipped without a demo, so I made you one: a looping GIF of Orivon actually working \u2014 free, white-label, no strings.<\/p>\n<p>How to use it: download it from the page we made you (below) and drop it into your Product Hunt gallery, right after your screenshots \u2014 a moving shot next to static images makes the page land harder and holds attention longer. Works pinned in a comment or on your site too.<\/p>\n<p>Built it with FoxPlug \u2014 paste your site and it turns what you shipped into launch videos, GIFs and posts. This one’s on us; your kit + make your own: <a href=\"http:\/\/foxplug.com\/g\/fa304b1f0d394eb68287\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">foxplug.com\/g\/fa304b1f0d394eb68287<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that you’re trying to map how people create value instead of just assigning another personality type.<\/p>\n<p>One thing I’m wondering: when someone’s work evolves over time, how does Orivon distinguish between a genuine shift in their strengths versus temporary behavior driven by their current role or environment? That seems like the difference between giving someone a useful direction and locking them into an outdated profile.<\/p>\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@aryan787544 Great question.<\/p>\n<p>Orivon intentionally treats every scan as a snapshot, not a permanent identity.<\/p>\n<p>We believe people\u2019s core tendencies are relatively stable, but the way they express them changes with experience, responsibilities and environment.<\/p>\n<p>That\u2019s why our long-term vision is to let users compare multiple scans over time, separating temporary adaptations from genuine long-term evolution.<\/p>\n<p>The goal isn\u2019t to tell people who they are forever, but to help them understand how they create value today\u2014and where they\u2019re most likely to create even more value tomorrow.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> Thanks, I’d really appreciate that.<\/p>\n<p>You can reach me at <a href=\"mailto:orivon.support@gmail.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">orivon.support@gmail.com<\/a><\/p>\n<p>Looking forward to hearing your thoughts. (I can’t post link on IH)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Took the scan out of curiosity and was surprised how specific the career suggestions felt, like it actually picked up on how I prefer working solo versus in groups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emin6zgn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emin6zgn<\/a> Thanks a lot! That’s actually one of the main goals of Orivon. I wanted it to feel less like a personality label and more like a practical snapshot of how someone naturally creates value. Really appreciate you taking the time to try it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the scan actually nailed how I approach messy projects, and the career paths it suggested weren’t the usual generic list. curious to see how the report updates over time as my situation shifts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@cervantesh93980 Thanks a lot! That\u2019s actually one of the directions I\u2019m exploring. I don\u2019t want Orivon to be a one-time personality test, but a decision engine that evolves as your skills, goals and opportunities change\/evolve. Really appreciate you taking the time to try it.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PWRWMA674LQ4XB\" class=\"app-title\">Dcyde<\/a><\/p>\n<div class=\"one-liner\">Decision memory for you and your team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">13<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dcyde\u662f\u4e00\u6b3e\u8ba9\u56e2\u961f\u4eceSlack\u3001Figma\u7b49\u5de5\u5177\u4e2d\u4e00\u952e\u201c\u9489\u9009\u201d\u51b3\u7b56\u5e76\u8bb0\u5f55\u5176\u80cc\u540e\u539f\u56e0\u7684\u8f7b\u91cf\u7ea7\u5171\u4eab\u51b3\u7b56\u8bb0\u5fc6\u5e93\uff0c\u89e3\u51b3\u51b3\u7b56\u4fe1\u606f\u4e22\u5931\u3001\u4e8b\u540e\u65e0\u5904\u8ffd\u6eaf\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04b70009-b3fb-4d54-97a5-99c93dc8d9c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/519d41c2-804c-4544-b301-33c9cfe6fb49.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6a1540e-2751-400e-9690-48bf3fb94c8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3ec6b75-a362-44f8-9a23-13bceec7be7c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e648f1da-b01b-411b-b814-4a41c859cc63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/cf2ca250-b196-43a9-a354-f8c5decd7cc4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/W16PBBdmh-U\"><source src=\"https:\/\/youtu.be\/W16PBBdmh-U\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u51b3\u7b56\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6eaf\u6e90<\/span><br \/>\n <span class=\"tag\">\u53bbAI\u5316<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7SaaS<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Figma\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u56e2\u961f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u8bb0\u5f55\u4e3a\u4ec0\u4e48\u505a\u51b3\u5b9a\u201d\u7684\u4ef7\u503c\uff0c\u4f46\u6838\u5fc3\u8d28\u7591\u96c6\u4e2d\u5728\u641c\u7d22\u4e0e\u91c7\u7eb3\u4e60\u60ef\uff1a\u5efa\u8bae\u652f\u6301\u5173\u8054\u51b3\u7b56\u94fe\u4ee5\u8ffd\u8e2a\u6f14\u53d8\uff1b\u62c5\u5fe7\u7528\u6237\u5728\u6fc0\u70c8\u8ba8\u8bba\u4e2d\u65e0\u6687\u4f7f\u7528\uff1b\u5bf9\u65e0AI\u7eaf\u641c\u7d22\u7684\u5bb9\u9519\u7387\u5b58\u7591\uff0c\u5e0c\u671b\u81ea\u52a8\u63d0\u9192\u8fc7\u5f80\u76f8\u5173\u51b3\u7b56\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Dcyde\u9009\u62e9\u4e86\u4e00\u6761\u53cd\u4e3b\u6d41\u7684\u9053\u8def\u2014\u2014\u575a\u51b3\u7981\u7528AI\u3002\u5728\u540c\u884c\u75af\u72c2\u7528AI\u201c\u610f\u5ff5\u6252\u53d6\u201d\u804a\u5929\u8bb0\u5f55\u5236\u9020\u566a\u97f3\u65f6\uff0c\u5b83\u53cd\u8eab\u62bc\u6ce8\u201c\u4eba\u7684\u4e3b\u52a8\u8bb0\u5f55\u624d\u6709\u610f\u4e49\u201d\u3002\u8fd9\u79cd\u53cdAI\u59ff\u6001\u65e2\u662f\u5b83\u7684\u62a4\u57ce\u6cb3\uff0c\u4e5f\u662f\u5b83\u7684\u7d27\u7b8d\u5492\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u6765\u770b\uff0c\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u201c\u51b3\u7b56\u5931\u5fc6\u75c7\u201d\u786e\u5b9e\u5b58\u5728\uff0c\u4f46\u5c06\u5176\u56f0\u5728\u201c\u6709\u4eba\u4f1a\u4e3b\u52a8\u505c\u4e0b\u8bb0\u5f55\u201d\u7684\u5047\u8bbe\u91cc\uff0c\u5176\u5b9e\u4e0e\u4eba\u6027\u76f8\u6096\u3002\u5f00\u4f1a\u65f6\u6fc0\u70c8\u7684\u4e89\u8bba\u3001\u7fa4\u804a\u91cc\u4e00\u95ea\u800c\u8fc7\u7684\u62cd\u677f\uff0c\u90fd\u4e0d\u4f1a\u7ed9\u7528\u6237\u6253\u5f00\u4e00\u4e2a\u65b0app\u6216\u6253\u659c\u6760\u547d\u4ee4\u7684\u4f18\u96c5\u65f6\u673a\u2014\u2014\u8fd9\u4e5f\u662f\u8bc4\u8bba\u4e2d\u201c\u91c7\u7eb3\u4e60\u60ef\u201d\u6210\u6700\u5c16\u9510\u98ce\u9669\u7684\u539f\u56e0\u3002\u9664\u975e\u4e0eSlack\/Figma\u7684\u96c6\u6210\u80fd\u505a\u5230\u201c\u96f6\u6469\u64e6\u5230\u6781\u7b80\u4ea4\u4e92\u201d\uff08\u5982\u957f\u6309\u6d88\u606f\u5373\u5f39\u7a97\uff09\uff0c\u5426\u5219\u8fd9\u4e2a\u201c\u523b\u610f\u8bb0\u5f55\u201d\u7684\u9501\u94fe\u4f1a\u7b5b\u638990%\u7684\u6f5c\u5728\u9700\u6c42\u573a\u666f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u77db\u76fe\u5728\u4e8e\uff1a\u4ea7\u54c1\u901a\u8fc7\u201c\u4eba\u4e3a\u4e3b\u89c2\u7b5b\u9009\u201d\u6765\u8fc7\u6ee4\u566a\u97f3\uff0c\u5374\u628a\u4e8b\u540e\u57fa\u4e8e\u6a21\u7cca\u8bb0\u5fc6\u7684\u201c\u641c\u7d22\u201d\u8d23\u4efb\u5b8c\u5168\u7529\u56de\u7ed9\u7528\u6237\u3002\u6ca1\u6709AI\u8f85\u52a9\u8054\u60f3\u548c\u4e0a\u4e0b\u6587\u91cd\u63d0\uff0c\u5f53\u51b3\u7b56\u5e93\u79ef\u7d2f\u4e0a\u767e\u6761\u540e\uff0c\u7528\u6237\u5927\u6982\u7387\u4ecd\u4f1a\u518d\u6b21\u8ff7\u5931\u5728\u201c\u6211\u597d\u50cf\u8bb0\u4e86\u4f46\u4e0d\u786e\u5b9a\u641c\u54ea\u4e2a\u5173\u952e\u8bcd\u201d\u7684\u56f0\u5883\u4e2d\u3002\u5b83\u89e3\u51b3\u7684\u53ea\u662f\u4ece\u201c\u8dd1\u9898\u804a\u5929\u201d\u5230\u201c\u4e0d\u8dd1\u9898\u7b14\u8bb0\u201d\u7684\u6d45\u5c42\u95ee\u9898\uff0c\u79bb\u771f\u6b63\u7684\u201c\u51b3\u7b56\u91cd\u63d0\u201d\u8fd8\u6709\u5f88\u5927\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u4e0d\u662f\u4e00\u4e2a\u574f\u4ea7\u54c1\uff0c\u5b83\u7cbe\u51c6\u670d\u52a1\u90a3\u4e9b\u9ad8\u5ea6\u6d41\u7a0b\u5316\u3001\u5458\u5de5\u5177\u5907\u8f83\u5f3a\u8bb0\u5f55\u4e60\u60ef\u7684\u5c0f\u56e2\u961f\u3002\u4f46\u5bf9\u4e8e\u8bd5\u56fe\u6355\u83b7\u201c\u6fc0\u70c8\u8ba8\u8bba\u4e2d\u8bde\u751f\u7684\u771f\u6b63\u5173\u952e\u51b3\u7b56\u201d\u7684\u5e7f\u5927\u804c\u573a\uff0cDcyde\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u5f62\u5f0f\u4f18\u7f8e\u7684\u201c\u5b58\u6863\u5668\u201d\uff0c\u800c\u975e\u80fd\u7a7f\u900f\u7ec4\u7ec7\u60f0\u6027\u7684\u201c\u56de\u5fc6\u5f15\u64ce\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Dcyde<\/span>\n <\/div>\n<div class=\"comment-content\">How do you keep track of what your team decides? A Slack thread? An email? A notebook you’ll never open again? They all vanish. Six months later, nobody remembers why. Dcyde.app is a simple, shareable memory for your decisions. Pin the decision and the why behind it, straight from Slack, Figma, or the app, and actually find it later. Solo developer, small team, or a whole company. Technical or not.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This one hits home. I keep hundreds of decision records for my own product and the hard part turned out to be neither writing them nor storing them. It’s that months later nobody remembers the decision exists, so nobody goes looking for it. Does Dcyde resurface old decisions on its own when they become relevant again, or is it search based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_s_jung\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_s_jung<\/a> Your decisions are your data. Dcyde won’t run AI over them itself, nothing reads or summarizes them in the background. A person makes the call and it stays on the record with their name.<\/p>\n<p>If you want to connect your own AI to read them, that’s up to you. I want to add an API for that, and for exporting your decisions wherever you want. It’s in the backlog for now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does search work if my team has been piling in decisions for a couple of years, is it tagging based or do you rely on some kind of AI to surface the right one when I only remember a detail or two?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@celalasravxqhf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@celalasravxqhf<\/a> Keyword-based plus filters, no AI. You search across the decision and its reasoning, not just the title, and narrow by scope, author, or date range. No AI reading or interpreting your decisions, that’s a deliberate line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the no-AI-interpretation choice is the interesting bet here, most competitors in this space are racing to auto-detect decisions from chat so nobody has to remember to log anything. you’re betting the opposite: that a person deliberately choosing to pin something is worth more than passive capture. the risk I’d worry about is adoption – the decisions that most need a paper trail are usually the messy ones made in the heat of a disagreement, exactly when nobody wants to stop and open another app. how are you seeing that play out with real teams so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> My bet is that passive AI capture just makes noise. It logs everything, so no one trusts the list. A person choosing to pin is what makes it matter. The teams who lose decisions the worst usually aren’t AI-savvy at all, the whole auto-detect-from-chat race assumes everyone already lives in AI, and most organizations don’t.<\/p>\n<p>That’s why \/pin lives inside Slack, you don’t leave the channel, and I want to add more connectors so you can capture wherever your team already works. Whether the habit sticks, I’ll only learn from real use.<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love that it pulls decisions straight from Slack. Honestly the “pin the why” part is what sold me, half my team’s reasoning lives in a graveyard of DMs that nobody bothers to search later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@keremdbga\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keremdbga<\/a> Exactly, the DM graveyard is the enemy. And the “why” is just the start: on each decision you can tag specific people, add scopes to keep things organized, set an owner who’s accountable for the call, and ask the team to align through a private vote. That last part has worked surprisingly well for remote teams, you get honest signal instead of meetings. Is your team mostly remote? That’s exactly who I built the alignment feature for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It would be great if Dcyde could automatically link related decisions when you pin a new one, so you can trace how a choice evolved over time instead of just seeing a flat list. That would make the why behind a decision much clearer months later.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robersonbr32549\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robersonbr32549<\/a> Hi. It’s actually a feature in the backlog; I am glad you shared this. Out of curiosity, when you look back months later, is it usually one decision you’re hunting for, or the whole chain that led somewhere?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>how does the search actually work if I’m trying to find a decision from months ago, like can I filter by team or just keywords?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@filizaltuniu43\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@filizaltuniu43<\/a> Yes, the search has a date range filter. You can filter by scope (like “Design System” or “Pricing”), by author, and by date range, and there’s keyword search across the decision and its reasoning on top<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone.<\/p>\n<p><\/p>\n<p>Did you make a decision today? Was it about work? Did it involve other people, on your team or another team? And how did you share it, if you shared it at all. Maybe Slack, maybe email, maybe you asked an AI to help you with it.<\/p>\n<p><\/p>\n<p>Most of us here are AI-savvy. But the other 99% of people out there aren’t, and they make decisions all day too. Everybody does. And those decisions need to be shared, especially inside big organizations, where they get lost the fastest. I’ve lived that and felt it for years. That’s why I built <a href=\"http:\/\/dcyde.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">dcyde.app<\/a>.<\/p>\n<p>A simple, secure, and modern shared memory for decisions.<\/p>\n<\/p>\n<p>How it works: when someone makes a decision worth sharing, they add it to a Dcyde room. Everyone in that room sees it right away. You can turn on voting to align the team, add scopes and links, and as an admin pin the important ones to the top of the feed. If you use Slack or Figma, the connectors let you add decisions straight from those tools.<\/p>\n<p><\/p>\n<p>And in an age where AI is everywhere, one deliberate choice: Dcyde doesn’t use AI to read or interpret your decisions. A person makes the call, and Dcyde just keeps it on the record, by name.<\/p>\n<p><\/p>\n<p>It’s free for your whole team, no seat limits.<\/p>\n<p><\/p>\n<p>So, did you make a decision today? How did you share it? I’d genuinely love to know.<\/p>\n<p><\/p>\n<p>Thanks for taking a look <\/p>\n<p>Alex<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5DP52VP4TXO7P6\" class=\"app-title\">PitchHighway<\/a><\/p>\n<div class=\"one-liner\">Upload any song and learn to sing it, note by note<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PitchHighway\u662f\u4e00\u6b3e\u8ba9\u7528\u6237\u4e0a\u4f20\u4efb\u610f\u6b4c\u66f2\uff0c\u901a\u8fc7\u5409\u4ed6\u82f1\u96c4\u5f0f\u7684\u5b9e\u65f6\u97f3\u51c6\u53cd\u9988\u548c\u5206\u6bb5\u7ec3\u4e60\uff0c\u5c06\u5b66\u5531\u8fc7\u7a0b\u53d8\u6210\u4e2a\u6027\u5316\u58f0\u4e50\u8bad\u7ec3\u7684\u5e94\u7528\uff0c\u89e3\u51b3\u73b0\u6709App\u5f3a\u5236\u4f7f\u7528\u66f2\u5e93\u3001\u7f3a\u4e4f\u9488\u5bf9\u6027\u7ec3\u4e60\u7684\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e468401-d1ab-4fe9-9125-6a93a023b968.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/828ff7ca-5800-4259-8171-f075f0095c4c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d613bbb0-58d4-45fc-9130-64faad42c8fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/369c9cd7-7c8f-490d-8040-ffb68f5cc92f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/22513cbb-2d3a-499b-88f3-86472c590302.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf915d39-6759-4cf4-a68f-1edce6ce997c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u58f0\u4e50\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u97f3\u51c6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u6b4c\u66f2\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u97f3\u9ad8\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u7ec3\u58f0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5409\u4ed6\u82f1\u96c4\u5f0f<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u7ec3\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u79f0\u8d5e\u5b9e\u65f6\u97f3\u51c6\u53cd\u9988\u548c\u6d4f\u89c8\u5668\u514d\u6ce8\u518c\u6d4b\u8bd5\u4f53\u9a8c\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a1\uff09\u4e0a\u4f20\u6b4c\u66f2\u7684\u65cb\u5f8b\u63d0\u53d6\u662f\u672c\u5730\u8fd8\u662f\u670d\u52a1\u5668\u5904\u7406\uff08\u7248\u6743\u987e\u8651\uff09\uff1b2\uff09\u8bf7\u6c42\u589e\u52a0\u53d8\u901f\u4e0d\u53d8\u8c03\u3001MIDI\/PDF\u5bfc\u51fa\u3001\u591a\u6b21\u6d4b\u8bd5\u8d8b\u52bf\u56fe\u3001\u7ec3\u4e60\u66f2\u76ee\u6807\u8bb0\u7b49\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n PitchHighway\u7684\u4ef7\u503c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86\u201c\u7ec3\u4e60\u81ea\u7531\u201d\u8fd9\u4e00\u8f6f\u808b\u2014\u2014\u591a\u6570\u58f0\u4e50App\u8981\u4e48\u5f3a\u5236\u4f7f\u7528\u66f2\u5e93\u3001\u8981\u4e48\u8f93\u51fa\u6cdb\u6cdb\u7684\u7ec3\u58f0\u66f2\uff0c\u800c\u5b83\u8ba9\u7528\u6237\u7528\u81ea\u5df1\u771f\u6b63\u60f3\u5531\u7684\u6b4c\u6765\u9a71\u52a8\u7ec3\u4e60\u95ed\u73af\u3002\u8fd9\u8bf4\u660e\u5f00\u53d1\u8005\u6df1\u523b\u7406\u89e3\u4e86\u4e00\u4e2a\u4e8b\u5b9e\uff1a\u5bf9\u4e8e\u975e\u4e13\u4e1a\u6b4c\u624b\uff0c\u52a8\u673a\u6bd4\u6280\u5de7\u66f4\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u5b58\u5728\u660e\u663e\u7684\u6280\u672f\u9690\u60a3\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u65cb\u5f8b\u63d0\u53d6\u662f\u5426\u4e0a\u4e91\u5904\u7406\u7684\u95ee\u9898\u4e0d\u4ec5\u662f\u6cd5\u5f8b\u5408\u89c4\u6f0f\u6d1e\uff0c\u66f4\u662f\u4ea7\u54c1\u627f\u8bfa\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u5982\u679c\u6f14\u5531\u58f0\u7eb9\u90fd\u672c\u5730\u5904\u7406\uff0c\u800c\u6b4c\u66f2\u97f3\u9891\u4e91\u4e0a\u4f20\u5224\u65ad\u7248\u6743\u98ce\u9669\uff0c\u7528\u6237\u4f1a\u8d28\u7591\u201c\u9690\u79c1\u201d\u53d9\u4e8b\u662f\u5426\u5b8c\u6574\u3002\u6b64\u5916\uff0c\u5b9e\u65f6\u97f3\u9ad8\u68c0\u6d4b\u5728\u6d4f\u89c8\u5668\u4e0a\u7684\u4f4e\u5ef6\u8fdf\u8868\u73b0\u867d\u4ee4\u4eba\u60ca\u559c\uff0c\u4f46\u8fd9\u4f9d\u8d56\u4e8eWeb Audio API\u7684\u652f\u6301\uff0c\u9650\u5236\u4e86\u9ad8\u7cbe\u5ea6\u8bad\u7ec3\u573a\u666f\uff08\u5982\u4e13\u4e1a\u58f0\u4e50\u5b66\u751f\uff09\u7684\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8425\u9500\u89d2\u5ea6\u770b\uff0c\u201c\u7ed9\u81ea\u5df1\u7684\u6b4c\u505a\u6e38\u620f\u5316\u8bad\u7ec3\u201d\u8fd9\u4e2a\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\uff0c\u4f46\u201c12\u4e2a\u6295\u7968\u201d\u7684\u51b7\u6de1\u53cd\u9988\u8868\u660e\uff1a\u5b83\u8fd8\u672a\u627e\u5230\u4e00\u4e2a\u80fd\u89e6\u8fbe\u5927\u4f17\u7684\u4f20\u64ad\u951a\u70b9\u3002\u76ee\u524d\u6fc0\u6d3b\u7528\u6237\u7684\u8def\u5f84\uff08\u5148\u73a9\u8303\u56f4\u6d4b\u8bd5\uff09\u8db3\u591f\u8f7b\u91cf\uff0c\u4f46\u7f3a\u4e4f\u793e\u4ea4\u5206\u4eab\u7684\u6570\u5b66\u5316\u6210\u679c\uff08\u5982\u201c\u4f60\u7684\u97f3\u57df\u8d85\u8d8a\u4e86xx%\u4eba\u201d\uff09\uff0c\u5bfc\u81f4\u7559\u5b58\u4e0e\u88c2\u53d8\u52a8\u529b\u4e0d\u8db3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u6280\u672f\u672c\u8eab\u2014\u2014\u672c\u5730\u97f3\u9ad8\u68c0\u6d4b\u7684\u58c1\u5792\u901a\u8fc7\u5f00\u6e90\u5e93\uff08\u5982pitchy\uff09\u5c31\u80fd\u89e3\u51b3\u2014\u2014\u800c\u5728\u5b83\u80fd\u5426\u5efa\u7acb\u201c\u6b4c\u66f2-\u7ec3\u4e60-\u6570\u636e\u201d\u7684\u95ed\u73af\uff1a\u7528\u6237\u82b1\u4e86\u65f6\u95f4\u6c89\u6d78\u5728\u81ea\u5df1\u7684\u6b4c\u91cc\uff0c\u518d\u5bfc\u51fa\u8bad\u7ec3\u6570\u636e\u4e0e\u6559\u7ec3\u5171\u4eab\uff0c\u8fd9\u624d\u662f\u4ece\u5de5\u5177\u8d70\u5411\u5e73\u53f0\u7684\u7b79\u7801\u3002\u800c\u5728\u90a3\u4e4b\u524d\uff0c\u9700\u8981\u5148\u56de\u7b54\u4e00\u4e2a\u5c16\u9510\u95ee\u9898\uff1a\u5f53\u7528\u6237\u82b1\u4e8610\u5206\u949f\u7ec3\u4e60\u4e00\u9996\u65b0\u6b4c\u540e\uff0c\u4ea7\u54c1\u80fd\u7ed9\u4ed6\u4ec0\u4e48\u4e0d\u53ef\u66ff\u4ee3\u7684\u77ed\u671f\u53cd\u9988\uff1f\u201c\u97f3\u51c6\u53d8\u597d\u4e86\u201d\u592a\u62bd\u8c61\uff0c\u4e0d\u5982\u544a\u8bc9\u4ed6\u5728\u54ea\u4e00\u79d2\u7684\u8dd1\u8c03\u7387\u4e0b\u964d\u4e8630%\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">PitchHighway<\/span>\n <\/div>\n<div class=\"comment-content\">Upload any song and PitchHighway turns it into a personalized singing journey \u2014 warmups in the song’s key, range drills, and phrase-by-phrase practice with real-time pitch feedback, like Guitar Hero for your voice. Try the free range test in your browser.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Solo maker here. PitchHighway \ud83c\udfb5 started from a small personal habit: every morning I sing for about 15 minutes. Not because I’m a good singer \u2014 just because it relaxes me and sets up my day. Later I found there’s actual science behind that feeling (singing stimulates the vagus nerve, which calms your nervous system), and it stopped feeling like a so-so habit and started feeling like something worth building around.<\/p>\n<p>But here’s what bugged me: every singing app wanted me to do random exercises or pick from their catalog. I just wanted to sing my songs \u2014 and get some honest feedback that I wasn’t butchering them, plus a way to actually get better at them.<\/p>\n<p>So I built PitchHighway. You upload any song, and it:<\/p>\n<p>Extracts the vocal melody and turns it into a “highway” \u2014 you see the notes coming and your own pitch in real time, Guitar Hero style<\/p>\n<p>Builds a practice journey around that song \u2014 warmups in the song’s key, range drills, phrase-by-phrase practice<\/p>\n<p>Runs pitch detection on-device, so it works in real time and your voice never leaves your phone<br \/>\nIf you want to try something in 10 seconds without signing up, test your vocal range in the browser: pitchhighway.com\/voice-range \u2014 I’d love to hear what you get.<\/p>\n<p>I built everything myself \u2014 the iOS app, the audio pipeline, the web version \u2014 so I’m here all day and genuinely want your feedback: on the product, the idea, or your own morning-singing rituals. \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the on-device pitch detection makes sense for privacy on your own voice, but curious about the song side – when someone uploads a commercial track to extract the melody, does that audio get processed on a server to pull out the vocal line, or is the melody extraction also happening locally? seems like the copyrighted song itself is the part more likely to need to leave the phone, separate from your own singing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love how the warmups are already in the song’s key, that small detail shows you actually thought about the practice flow instead of just bolting pitch detection onto a generic app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the range test worked right in my browser with no signup, and seeing my pitch land on the note highway in real time was weirdly satisfying. would love to see song warmups beyond just drills.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the real-time pitch feedback actually work through the mic in a regular browser tab, or do I need to download something for low latency?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Played around with the free range test and the Guitar Hero-style feedback is genuinely satisfying, makes it way easier to see where I’m flat. Surprised how smooth the pitch detection felt in the browser without any setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the Guitar Hero angle for singers, this could really make practice stick. One thing I’d want is the ability to export a session as a MIDI or PDF practice sheet so I can review my pitch accuracy offline or share it with my vocal coach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would love a way to save multiple range tests over time and see the trend in a simple graph, super motivating to actually watch my range expand song by song. Also maybe tag which songs tripped me up so I can circle back to them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to upload a song and have it figure out the key and break it into phrase-by-phrase practice is honestly such a smart idea, would have saved me so much time with my vocal coach. One thing that would make it even better is if you could slow down tricky sections without changing the pitch, similar to how some guitar tab apps let you loop a riff. That way you could actually nail the runs before speeding back up to the original tempo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if 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