Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-22<\/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 | 2026-05-22<\/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\/DP36SVO3Y3LMV7\" class=\"app-title\">TestSprite 3.0<\/a><\/p>\n<div class=\"one-liner\">Let a fleet of parallel agents test your app in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">376<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TestSprite 3.0\u901a\u8fc7\u5e76\u884cAI\u4ee3\u7406\u96c6\u7fa4\u81ea\u52a8\u63a2\u7d22\u5e76\u6d4b\u8bd5Web\u5e94\u7528\u7684\u524d\u540e\u7aef\uff0c\u65e0\u9700\u624b\u52a8\u7f16\u5199\u811a\u672c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u7aef\u5230\u7aef\u6d4b\u8bd5\u811a\u672c\u8106\u5f31\u3001\u7ef4\u62a4\u6210\u672c\u9ad8\u3001\u8986\u76d6\u4e0d\u5168\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\/2e00ffe0-8611-4413-b94c-6804b1b1bbdb.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\/661223ad-c0d1-45b3-8fea-b206ac5a7aea.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\/90f6427f-3709-4b07-8e7d-498597e56ffc.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\/e2eda085-8805-433e-8562-1a6f1b16e129.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\/84aade36-a859-4551-a174-780d8c1d11e9.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\/45fb5847-da9a-4455-88a6-283e92858172.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\/e3e0636e-bd5e-41f6-a313-25d9675b8f6a.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\/6d2452bb-111a-46d8-82bf-71535de492b8.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\/a3ccf7d5-a2e4-47a7-98e4-c922dd92d4c0.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\/213dbcb1-522e-47b4-af2c-7e30430be5d6.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\/c278d6b6-c753-4e23-89ed-869bd651c824.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NAU1Kz1uDMI\"><source src=\"https:\/\/www.youtube.com\/watch?v=NAU1Kz1uDMI\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">UI\u6f02\u79fb\u81ea\u6108<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6d41\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8fd0\u7ef4<\/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\u63a2\u7d22\u65f6\u5bf9\u751f\u4ea7\u73af\u5883\u7684\u526f\u4f5c\u7528\uff08\u9700\u6c99\u7bb1\u6216\u5e72\u8dd1\u6a21\u5f0f\uff09\uff1bUI\u81ea\u6108\u5728CI\u4e2d\u53ef\u80fd\u9759\u9ed8\u6539\u5199\u65ad\u8a00\uff0c\u5efa\u8bae\u9ed8\u8ba4\u5173\u95ed\u5e76\u4eba\u5de5\u5ba1\u6838\uff1b\u8be2\u95eeAI\u5982\u4f55\u533a\u5206\u771fBug\u4e0e\u89c6\u89c9\u5dee\u5f02\uff1b\u63d0\u53ca\u591a\u89d2\u8272\u6743\u9650\u6a21\u62df\u3001\u5f02\u6b65\u7cfb\u7edf\uff08\u6d88\u606f\u961f\u5217\u3001Webhook\uff09\u652f\u6301\u53ca\u6d4b\u8bd5\u7ed3\u679c\u53ef\u89e3\u91ca\u6027\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 TestSprite 3.0\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740\u6d4b\u8bd5\u5de5\u5177\u4ece\u201c\u811a\u672c\u6267\u884c\u8005\u201d\u5411\u201c\u884c\u4e3a\u63a2\u7d22\u8005\u201d\u7684\u8303\u5f0f\u8dc3\u8fc1\u3002\u5176\u6838\u5fc3\u98a0\u8986\u70b9\u4e0d\u5728\u201c\u81ea\u52a8\u751f\u6210\u6d4b\u8bd5\u201d\uff0c\u800c\u5728\u201c\u5e76\u884c\u63a2\u7d22\u96c6\u7fa4\u201d\u2014\u2014\u8ba9\u6570\u5341\u4e2aAI\u4ee3\u7406\u50cf\u771f\u5b9e\u7528\u6237\u4e00\u6837\u5148\u63a2\u7d22\u518d\u6d4b\u8bd5\uff0c\u8fd9\u89e3\u51b3\u4e86\u4f20\u7edfE2E\u6d4b\u8bd5\u6700\u5927\u7684\u75db\u70b9\uff1a\u6d4b\u8bd5\u8986\u76d6\u7387\u4e0e\u4eba\u5bf9\u5e94\u7528\u7684\u7406\u89e3\u4e4b\u95f4\u4e0d\u53ef\u903e\u8d8a\u7684\u9e3f\u6c9f\u3002\u8fc7\u53bb\uff0c\u4f60\u5199\u4ec0\u4e48\uff0cAI\u6d4b\u4ec0\u4e48\uff1b\u73b0\u5728\uff0cAI\u66ff\u4f60\u53d1\u73b0\u4f60\u6ca1\u60f3\u5230\u8981\u6d4b\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u8003\u9a8c\u8fdc\u975e\u8425\u9500\u80fd\u8986\u76d6\u3002\u7b2c\u4e00\uff0c\u7834\u574f\u6027\u526f\u4f5c\u7528\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u201c\u6a21\u62df\u7528\u6237\u201d\u4e0e\u201c\u514d\u4e8e\u7834\u574f\u201d\u7684\u77db\u76fe\u3002TestSprite\u662f\u5426\u5177\u5907\u667a\u80fd\u8bc6\u522b\u5e76\u4f18\u96c5\u8df3\u8fc7\u201c\u4e0b\u5355\u201d\u201c\u53d1\u90ae\u4ef6\u201d\u7b49\u5371\u9669\u64cd\u4f5c\u7684\u80fd\u529b\uff0c\u5c06\u51b3\u5b9a\u5b83\u80fd\u5426\u8fdb\u5165\u9ad8\u5b89\u5168\u7b49\u7ea7\u7684\u4f01\u4e1a\u751f\u4ea7\u73af\u5883\uff0c\u800c\u975e\u4ec5\u9650\u4e8e\u6c99\u7bb1\u3002\u7b2c\u4e8c\uff0c\u81ea\u6108\u529f\u80fd\u7684\u53cc\u5203\u5251\u6548\u5e94\u3002UI\u6f02\u79fb\u81ea\u6108\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u5b83\u53ef\u80fd\u63a9\u76d6\u4e86\u771f\u6b63\u7684\u56de\u5f52\u3002\u5c06\u81ea\u6108\u9ed8\u8ba4\u5173\u95ed\u5e76\u4ec5\u9650\u672c\u5730\/\u9884\u53d1\u5e03\u73af\u5883\uff0c\u662f\u660e\u667a\u4f46\u4fdd\u5b88\u7684\u505a\u6cd5\u2014\u2014\u5b83\u66b4\u9732\u4e86\u5f53\u524dAI\u5c1a\u65e0\u6cd5\u7edd\u5bf9\u533a\u5206\u201c\u65e0\u5bb3\u6f02\u79fb\u201d\u4e0e\u201c\u903b\u8f91\u6027DOM\u9519\u8bef\u201d\u7684\u6838\u5fc3\u5c40\u9650\u3002\u7b2c\u4e09\uff0c\u89c4\u6a21\u5316\u540e\u7684\u6210\u672c\u4e0e\u6548\u7387\u3002\u5e76\u884c\u4ee3\u7406\u96c6\u7fa4\u82e5\u5728\u590d\u6742\u5e94\u7528\u4e2d\u5168\u9762\u8fd0\u884c\uff0c\u4ea7\u751f\u7684API\u8c03\u7528\u6210\u672c\u548c\u6d4b\u8bd5\u8fd0\u884c\u65f6\u95f4\u662f\u5426\u7ebf\u6027\u53ef\u63a7\uff1f\u5bf9\u4e8eCI\u6d41\u7a0b\uff0c\u8fd9\u53ef\u80fd\u662f\u538b\u57ae\u9a86\u9a7c\u7684\u6700\u540e\u4e00\u6839\u7a3b\u8349\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTestSprite\u7cbe\u51c6\u5730\u6293\u4f4f\u4e86AI\u4ee3\u7801\u751f\u6210\uff08\u5982Claude Code\u3001Cursor\uff09\u7206\u53d1\u540e\uff0c\u6d4b\u8bd5\u73af\u8282\u6ede\u540e\u8fd9\u4e00\u5173\u952e\u5e02\u573a\u7a7a\u767d\uff0c\u5176CLI\u96c6\u6210\u7b56\u7565\u66f4\u662f\u5bf9\u51c6\u4e86AI-first\u5f00\u53d1\u8005\u7684\u9ad8\u9891\u573a\u666f\u3002\u4f46\u4ea7\u54c1\u4ef7\u503c\u76ee\u524d\u66f4\u591a\u4f53\u73b0\u5728\u201c\u9a8c\u8bc1\u8986\u76d6\u8303\u56f4\u201d\u800c\u975e\u201c\u7f3a\u9677\u53d1\u73b0\u6df1\u5ea6\u201d\u3002\u8981\u771f\u6b63\u6210\u4e3a\u5f00\u53d1\u6d41\u7a0b\u7684\u201c\u795e\u76fe\u5c40\u201d\uff0c\u8fd8\u9700\u5728\u526f\u4f5c\u7528\u9694\u79bb\u3001\u7f6e\u4fe1\u5ea6\u9608\u503c\u548c\u5f02\u6b65\u7cfb\u7edf\u6d4b\u8bd5\uff08\u8bc4\u8bba\u4e2d\u6709\u63d0\u53ca\uff09\u4e0a\u4ea4\u51fa\u66f4\u786c\u6838\u7684\u8bc1\u636e\uff0c\u800c\u975e\u505c\u7559\u4e8e\u201c\u652f\u6301\u201d\u4e8c\u5b57\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\">TestSprite 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">TestSprite generates and runs end-to-end tests for your app, autonomously. For backend, we can now generate complex integration tests with dynamic variables, auto-cleanup, and Data Flow debugging. For frontend, we now send a fleet of parallel AI agents to explore your app first \u2014 clicking through every feature like real users, then feeding results into testing. We’re the first to do this. 3.0 also adds auto-heal for UI drift, auto-auth for regression, and a CLI for Claude Code, Codex users.<\/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>I’m Yunhao, co-founder and CEO of <a href=\"https:\/\/www.producthunt.com\/@testsprite\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@TestSprite<\/a>.<\/p>\n<p>Today we’re shipping <strong>TestSprite 3.0<\/strong> \u2014 autonomous end-to-end testing that actually understands what your app does, not just what your code says.<\/p>\n<p>\u270d\ufe0f Here’s how it works:<\/p>\n<ol>\n<li>\n<p>Point TestSprite at your live web app or API endpoints. Drop in your PRD or product spec if you have one (strongly recommended \u2014 it sharpens what we test).<\/p>\n<\/li>\n<li>\n<p>We send a swarm of AI agents to explore it in parallel \u2014 clicking through every feature like real users.<\/p>\n<\/li>\n<li>\n<p>They generate full backend + frontend test suites from what they saw. Then run, debug, and auto-heal them for you.<\/p>\n<\/li>\n<\/ol>\n<p>\ud83d\ude80 What’s new in 3.0:<\/p>\n<ul>\n<li>\n<p><strong>Parallel exploration fleet<\/strong> \u2014 dozens of agents map your app before a single test is written. As far as we can tell, no one else is doing this yet.<\/p>\n<\/li>\n<li>\n<p><strong>Backend gets serious<\/strong> \u2014 multi-dependency integration tests, Dynamic Variables, Auto Cleanup, and a Data Flow view that makes debugging an agent-generated test feel like debugging your own code.<\/p>\n<\/li>\n<li>\n<p><strong>Frontend tests auto-heal<\/strong> when your UI drifts. Auto-auth keeps nightly regression sane.<\/p>\n<\/li>\n<li>\n<p><strong>Accuracy up ~40%<\/strong> \u2014 and it really shows on <strong>complex enterprise projects<\/strong>, where most agents fall apart.<\/p>\n<\/li>\n<li>\n<p><strong>Coverage<\/strong> jumped from ~20 to <strong>50+ meaningful cases per run<\/strong>.<\/p>\n<\/li>\n<li>\n<p><strong>CLI for Claude Code and Codex users<\/strong> \u2014 coming soon, right inside your terminal.<\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udf89 <strong>Launch day offer:<\/strong> Sign up for our Starter package today and get your first month free.<\/p>\n<p>Come tell us what you’d want TestSprite to break on. We’re reading every comment today \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Really impressive release \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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@testsprite\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@TestSprite<\/a> <a href=\"https:\/\/www.producthunt.com\/@jiao_yunhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiao_yunhao<\/a> Hey Yunhao, congrats on shipping 3.0 <\/p>\n<p>The parallel exploration fleet is the part I want to poke at. If dozens of agents are clicking through a live app like real users before any test is written, they are also triggering real side effects: form submits, outbound emails, writes to the DB, burned API rate limits. How does TestSprite contain that? Sandboxed env required, automatic detection of destructive actions, or some dry-run mode for the exploration pass? Asking because “explore like real users” and “do not actually charge the card or email the customer” are in direct tension, and that tension is where exploration agents usually get scary.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@testsprite\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@TestSprite<\/a> <a href=\"https:\/\/www.producthunt.com\/@jiao_yunhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiao_yunhao<\/a> <br \/>pretty 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every piece of community feedback has shaped what we have built, and we are deeply grateful for that!<\/p>\n<\/p>\n<p>The goal has always stayed the same: learn and build from what users actually need. We hope this latest version shows how much we truly care. \u2764\ufe0f<\/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\/@adam_ji1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_ji1<\/a> Really appreciate how much the team listens to user feedback. You can genuinely feel that a lot of the 3.0 improvements came from real developer pain points \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! Auto-heal for UI drift sounds great in demos and gets dangerous in CI. How do you separate the two without a human in the loop? Congrats on the launch<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks Art! Really fair concern \u2014 we thought about this a lot. Auto-heal isn’t on by default; it’s an opt-in toggle per run. So the typical setup is: off in CI (so it fails loud like you’d want), on locally or in staging where the dev reviews the proposed fix as a diff before it gets merged. That way healing never silently rewrites assertions on main. Happy to share more if you want to dig in \u2014 and thanks for the kind words on the launch! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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!<br \/>one thing i would love to understand better is how the AI differentiates between actual product bugs versus harmless visual inconsistencies. Is there some confidence scoring or prioritization involved?<\/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\/@asher_luca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asher_luca<\/a> We do prioritize and confidence-rank findings internally. The goal is to reduce noisy failures and focus attention on issues that actually impact workflows, logic, or user experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 autonomous debugging part sounds wild \ud83e\udd2f How many retries does the system usually need before stabilizing a test?<\/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\/@ana_popescu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_popescu2<\/a> It depends on the complexity of the workflow \ud83d\ude04<br \/>A big focus for us in 3.0 was reducing unnecessary retry loops and making the debugging path much more traceable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Super cool launch \ud83d\ude80<\/p>\n<\/p>\n<p>Love seeing testing evolve alongside AI coding tools. The autonomous workflow + CLI support for Claude Code\/Codex users feels especially timely.<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Thanks so much! We\u2019ve been thinking a lot about how testing needs to evolve alongside AI coding workflows. The CLI support for Claude Code and Codex users is a big step toward making TestSprite feel more native inside AI-first development environments \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most testing tools still feel like they need a whole setup manual before you can even start, but TestSprite making it conversational is a smart move. Love the frontend + backend coverage in one flow too.<\/p>\n<p>what\u2019s been the hardest type of bug for TestSprite to catch 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am especially interested in the collaboration aspect around generated tests and debugging flows. Can multiple developers review and refine generated suites together inside the platform?<\/p>\n<p><\/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>the auto-heal for UI drift is quietly the best feature here. tests breaking because someone moved a button is why most teams stop maintaining their test suite after month 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The upcoming CLI integration sounds perfect for modern AI-assisted coding workflows. Are you planning support for local-first testing environments directly from developers\u2019 machines?<\/p>\n<p><\/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\/@caleb_anderson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caleb_anderson1<\/a> Yes \u2014 local-first is exactly where we’re heading! The whole point of the CLI is to let you run TestSprite <strong>before<\/strong> your code ever leaves your machine. Catch the bug at localhost:3000, not in staging, definitely not in prod.<\/p>\n<\/p>\n<p>Picture this: you finish a feature \u2192 testsprite run \u2192 agents spin up against your local dev server \u2192 you get a full report (video + step-by-step + HTML snapshots) before you even open a PR. Pair it with Cursor \/ Claude Code \/ Codex and the AI that wrote the code gets instant feedback from the AI that tested it. Tight loop, no waiting on CI.<\/p>\n<\/p>\n<p>Shipping confidence at the speed of git commit \u2014 that’s the dream we’re chasing \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team!<br \/>One of the hardest parts of AI generated systems is transparency and debugging. How explainable are the generated test decisions when developers want to understand why a workflow failed?<\/p>\n<p><\/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\/@easton_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@easton_carter<\/a> Thanks Easton! \ud83d\ude4f Transparency is something we obsessed over from day one \u2014 debugging a black-box AI test is worse than no test at all.<\/p>\n<p>For every test we generate, you get three layers of visibility:<\/p>\n<ol>\n<li>\n<p><strong>Natural-language description for each step<\/strong> \u2014 so you can read the test like a spec (“click the Sign Up button \u2192 expect \/onboarding to load”) instead of decoding selectors.<\/p>\n<\/li>\n<li>\n<p><strong>HTML snapshot at every step<\/strong> \u2014 captured at the moment of execution, so when something fails you can see the exact DOM state the agent saw, not just a stack trace.<\/p>\n<\/li>\n<li>\n<p><strong>Full video replay<\/strong> \u2014 watch the run end-to-end to catch timing issues, unexpected modals, or UI regressions that logs alone would miss.<\/p>\n<\/li>\n<\/ol>\n<p>When a workflow fails, devs land on a report that pinpoints the failing step, shows the snapshot + video at that moment, and explains in plain English what the agent expected vs. what it actually got. That’s usually enough to know whether it’s a real bug, a flaky element, or a test that needs updating \u2014 without ever reading test code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Most automation tools still require a lot of brittle manual scripting, while this feels much closer to real user behavior. Can TestSprite also simulate different user roles and permission levels during exploration?<\/p>\n<p><\/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\/@peyton_perez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peyton_perez<\/a> Role-based flows and permission-aware exploration are supported. Different auth states and user roles are very important for realistic enterprise testing workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! The data flow debugging view sounds particularly useful for developers trying to trust AI generated tests. can engineers manually edit or optimize the generated flows directly inside the platform afterward?<\/p>\n<p><\/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\/@daniel_harris11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_harris11<\/a> Thank you so much! Developers can manually inspect, edit, and optimize generated flows afterward. We think human review + AI generation together creates the best workflow 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! how transparent is the reasoning process behind generated bug reports?<\/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\/@olivia_bennett7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivia_bennett7<\/a> Thanks! Pretty transparent \u2014 each report includes the video, step-by-step action log, screenshots, expected vs. actual state, and the agent’s reasoning for the verdict. The point is you can verify or push back on the call in seconds, not take the AI’s word for 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>Congratulations team!<br \/>The backend testing upgrades seem particularly strong for API heavy products. Does TestSprite support testing asynchronous systems like queues, webhooks, or websocket driven workflows as well?<\/p>\n<p><\/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\/@owen_shaw2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_shaw2<\/a> Thanks a lot! We already support many async and event-driven workflows, including queues, webhooks, and websocket-style interactions. Complex distributed systems are a big focus area for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! the CLI integration for claude code and codex users sounds exciting for developer workflows. Will developers eventually be able to generate or run targeted test suites directly from the terminal?<\/p>\n<p><\/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\/@james_carter35\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james_carter35<\/a> That\u2019s exactly the direction we\u2019re heading. We want developers to be able to generate, run, debug, and refine targeted test suites directly from the terminal workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Generating 50+ meaningful cases automatically is a massive jump compared to traditional approaches. How do you internally define \u201cmeaningful\u201d coverage versus repetitive or low-value test cases?<\/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\/@antonio_manuel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antonio_manuel1<\/a> Great question. For us, \u201cmeaningful\u201d coverage is less about raw test count and more about validating critical workflows, state changes, user paths, and failure-prone logic instead of generating repetitive variations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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!<br \/>The parallel exploration fleet really caught my attention because most testing tools still operate sequentially. How do you coordinate multiple agents without them duplicating the same testing paths repeatedly?<\/p>\n<p><\/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\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Thanks! Naive parallel actually makes things worse \u2014 N agents all racing to click “Sign Up” first isn’t faster, just noisier. Our approach is to make them orthogonal by construction: a discovery pass first breaks the app into distinct features, then we fan out one agent per feature. So they’re not competing on the same paths \u2014 they’re each owning a different slice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>E2E testing is not just about generating scripts \u2014 it is about understanding which workflows actually matter to users and the business.Curious how TestSprite separates meaningful coverage from noisy coverage. For complex enterprise apps, do the agents prioritize test cases based on the PRD\/spec only, or also by app structure, failure severity, role-based flows, and real usage patterns? and can it simulate real scenarios like live meeting and chats ?<\/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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> Great question. It\u2019s not only PRD\/spec-based \u2014 TestSprite also considers app structure, role-based flows, auth states, failure impact, and what agents discover during exploration.<\/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 backend integration testing upgrades sound powerful, especially Dynamic Variables and Auto Cleanup. Can TestSprite also manage dependent API chains with temporary tokens and session-based workflows?<\/p>\n<p><\/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\/@andrew_paul11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_paul11<\/a> Yes \u2014 that\u2019s actually one of the scenarios we designed the backend workflow for. Dynamic Variables + Data Flow tracking allow TestSprite to handle dependent API chains, including temporary tokens, session-based auth flows, and multi-step request dependencies. The goal is to make complex integration testing feel much closer to debugging real application logic rather than isolated API calls.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 release! Looks great!<\/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\/@pasha_dudka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_dudka<\/a> Thanks Pasha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Appreciate everyone checking out the launch today \u2764\ufe0f<\/p>\n<\/p>\n<p>This release took a lot of iteration, especially around autonomous frontend exploration and regression reliability. We wanted TestSprite 3.0 to go beyond simply generating test scripts, and actually understand how users move through an app before creating tests.<\/p>\n<\/p>\n<p>Excited to hear your feedback and keep improving it from 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It feels like AI coding tools are moving faster than testing infrastructure right now. Do you see TestSprite becoming part of the default AI development stack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\u2019ve been with the <a href=\"https:\/\/www.producthunt.com\/products\/testsprite\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"testsprite\" target=\"_blank\" rel=\"noopener\">@TestSprite<\/a> team for a while, and 3.0 feels like the version where the product got much more practical.<\/p>\n<\/p>\n<p>Now, instead of guessing at what your app does, TestSprite sends out a <em>fleet<\/em> of parallel AI agents to explore it first \u2014 <em>almost <\/em>like real users poking around \u2014 then generates tests from what they observed.<\/p>\n<\/p>\n<p>This is a key differentiator from most \u201cAI testing\u201d products that feel like asking a coding agent to squint at your app and hope for the best. <\/p>\n<\/p>\n<p>TestSprite is pushing toward something more concrete and ambitious: <strong>hundreds of parallel agents that explore, generate, and run tests at scale, and then <\/strong><a href=\"https:\/\/claytonfarr.github.io\/ralph-playbook\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>Ralph Wiggum<\/em><\/strong><\/a><strong> healing broken features<\/strong>.<\/p>\n<\/p>\n<p><strong>Also:<\/strong> the CLI story is spicy! \ud83c\udf36\ufe0f The team described an internal \u201cGundam mode\u201d where Cloud Code + TestSprite CLI + AWS CLI can keep coding, testing, checking logs, and iterating for days.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9334cbfe-16e8-497d-b49c-636321ae2366.gif?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>That\u2019s the bit I\u2019m looking forward to trying!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83c\udf89 The exploratory-testing-by-parallel-agents framing is the interesting move \u2014 QA traditionally treats exploration as the part you can’t automate, only deterministic scripted runs. One question: when auto-heal fixes UI drift, how do you prevent a ‘false pass’ where the heal silently masks a real regression? Curious where the line sits between adaptation and over-tolerance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>As a solo dev building small SaaS tools, testing is always the first thing I skip when rushing to ship. The “90% cost reduction” claim is bold \u2014 curious how it handles edge cases in backend API testing specifically. Does it work well with lightweight stacks like Vercel + serverless functions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 how TestSprite handles visual regression for design tokens specifically \u2014 if a colour or spacing token changes upstream in a design system, does the agent catch that drift across every affected component automatically, or is visual diffing still a separate manual step on top of the functional tests?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really curious \u2014 when the agents explore an app, do they sometimes discover workflows or edge cases that developers themselves overlooked?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Parallel agents for testing is the right approach running tests sequentially is the bottleneck nobody talks about. Does it work for iOS\/mobile apps or mostly web? That’s where I’d love to use 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds awesome, particularly PRD to test case development! I gotta connect the MCP to <a href=\"https:\/\/briefhq.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Brief<\/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<\/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\/UEIFHO7XED74LR\" class=\"app-title\">Cleo<\/a><\/p>\n<div class=\"one-liner\">The AI PM that runs your team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">311<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cleo \u662f\u4e00\u4e2a\u5d4c\u5165 Telegram \u548c Slack \u7684 AI \u4ea7\u54c1\u7ecf\u7406\uff0c\u4e13\u4e3a\u521b\u59cb\u4eba\u548c\u7cbe\u7b80\u56e2\u961f\u8bbe\u8ba1\uff0c\u901a\u8fc7\u6301\u7eed\u5b66\u4e60\u56e2\u961f\u4e0a\u4e0b\u6587\u548c\u6267\u884c\u65e5\u5e38\u7ba1\u7406\u4efb\u52a1\uff08\u5982\u7ad9\u4f1a\u3001\u8ddf\u8fdb\u3001\u51b3\u7b56\u8bb0\u5f55\uff09\uff0c\u89e3\u51b3\u521b\u59cb\u4eba\u88ab\u9879\u76ee\u7ba1\u7406\u7410\u4e8b\u6df9\u6ca1\u3001\u65e0\u6cd5\u4e13\u6ce8\u6838\u5fc3\u4ea7\u54c1\u5f00\u53d1\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\/b088c6c5-21a8-41fd-97d2-1a62f562e60b.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\/5242fc88-ed94-43f9-bba4-24e829f0fdd5.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\/378e6bb6-b314-4ee7-ad0c-22a3bc1b594c.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\/41b0f408-93a0-47ab-9588-5b5ec70c70dc.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\/f85c8ddd-58b1-4b96-aebc-d4e04e340ddb.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\/9c7ad08f-cf17-4755-8743-0c6b29b6cb5f.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\/1ac430b2-c450-447e-be5d-f9cb040a5f49.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cJqaHXKmOA8\"><source src=\"https:\/\/youtu.be\/cJqaHXKmOA8\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u4ea7\u54c1\u7ecf\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Slack \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Telegram \u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c0f\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8ddf\u8fdb<\/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\u8d5e\u8d4f\u5176\u8bb0\u5fc6\u900f\u660e\u548c\u804a\u5929\u4fa7\u8fb9\u680f\u8bbe\u8ba1\uff0c\u4f46\u6838\u5fc3\u805a\u7126\u4e8e\u53ef\u9760\u6027\uff1a\u591a\u540d\u7528\u6237\u8d28\u7591\u5982\u4f55\u5904\u7406\u51b2\u7a81\u4fe1\u606f\u3001\u957f\u9879\u76ee\u8bb0\u5fc6\u8870\u51cf\u3001\u4ee5\u53ca\u8de8\u5de5\u5177\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u5f53\u524d\u4ec5\u201c\u5448\u73b0\u51b2\u7a81\u800c\u4e0d\u89e3\u51b3\u201d\uff0c\u4e14\u4e3b\u52a8\u8fc7\u6ee480%\u566a\u58f0\u4ee5\u7ef4\u6301\u8d28\u91cf\uff0c\u4f46\u5ba1\u8ba1\u8d1f\u62c5\uff08\u786e\u8ba4\u4e8b\u5b9e\uff09\u4ecd\u662f\u6f5c\u5728\u5931\u8d25\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 Cleo \u7684\u201c\u900f\u660e\u8bb0\u5fc6\u201d\u5e76\u975e\u6280\u672f\u4e0a\u7684\u62a4\u57ce\u6cb3\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u4fe1\u4efb\u58f0\u660e\u3002\u5728\u201cAI \u66ff\u4f60\u5e72\u6d3b\u201d\u5df2\u6210\u70c2\u5927\u8857\u6807\u8bed\u7684\u5e02\u573a\u91cc\uff0cCleo \u9009\u62e9\u4e86\u4e00\u6761\u66f4\u96be\u5374\u66f4\u52a1\u5b9e\u7684\u8def\u5f84\uff1a\u8ba9 AI \u4e0d\u662f\u9ed1\u7bb1\u51b3\u7b56\u8005\uff0c\u800c\u662f\u53ef\u5ba1\u8ba1\u7684\u52a9\u7406\u3002\u5176\u201c\u4e94\u7ea7\u4fe1\u4efb\u5ea6\u201d\u548c\u201c\u6e90+\u7f6e\u4fe1\u5ea6+\u4fee\u6b63\u6309\u94ae\u201d\u7684\u8bbe\u8ba1\uff0c\u76f4\u63a5\u56de\u51fb\u4e86\u7528\u6237\u5bf9 AI \u5e7b\u89c9\u7684\u6df1\u5c42\u6050\u60e7\u2014\u2014\u8fd9\u6bd4\u4efb\u4f55\u82b1\u54e8\u7684\u81ea\u4e3b\u51b3\u7b56\u5f15\u64ce\u90fd\u66f4\u8d34\u5408\u5c0f\u56e2\u961f\u7684\u5b9e\u9645\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u201c\u900f\u660e\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5982\u679c CEO \u9700\u8981\u6bcf\u5929\u82b1\u65f6\u95f4\u786e\u8ba4 AI \u8bb0\u4f4f\u7684\u4e8b\u5b9e\u662f\u5426\u6b63\u786e\uff0c\u90a3\u5b83\u4e0d\u8fc7\u662f\u628a\u201c\u586b\u7ad9\u4f1a\u8868\u683c\u201d\u7684\u82e6\u5f79\u6362\u6210\u4e86\u201c\u4fee\u6539\u8bb0\u5fc6\u9519\u8bef\u201d\u7684\u82e6\u5f79\u3002Cleo \u6838\u5fc3\u56e2\u961f\u663e\u7136\u610f\u8bc6\u5230\u4e86\u8fd9\u4e00\u70b9\uff0c\u4ed6\u4eec\u5728\u56de\u590d\u4e2d\u5f3a\u8c03\u201c\u7f6e\u4fe1\u5ea6\u51b3\u5b9a\u53ef\u89c1\u6027\u201d\u548c\u201c\u9519\u8bef\u4fee\u6b63\u8f6c\u5316\u4e3a\u89c4\u5219\u201d\uff0c\u8bd5\u56fe\u5c06\u5ba1\u8ba1\u884c\u4e3a\u4ece\u201c\u65e5\u5e38\u7ef4\u62a4\u201d\u538b\u7f29\u4e3a\u201c\u95f4\u65ad\u6392\u67e5\u201d\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u8fde PM \u90fd\u96c7\u4e0d\u8d77\u7684\u56e2\u961f\uff0c\u4ed6\u4eec\u771f\u7684\u6709\u7cbe\u529b\u53bb\u626e\u6f14\u201cAI \u4e8b\u5b9e\u88c1\u5224\u201d\u5417\uff1f\u8fd9\u4e2a\u6a21\u578b\u80fd\u5426\u5728\u56e2\u961f\u89c4\u6a21\u6269\u5927\u65f6\u4f9d\u7136\u4fdd\u6301\u4f4e\u5e72\u9884\u7387\uff0c\u662f Cleo \u4ece\u201c\u6709\u8da3\u7684\u73a9\u5177\u201d\u8d70\u5411\u201c\u771f\u6b63\u7684\u751f\u4ea7\u529b\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u806a\u660e\u7684\u662f Cleo \u7684\u201c\u4e0d\u4f5c\u4e3a\u201d\uff1a\u5b83\u660e\u786e\u4e0d\u89e3\u51b3\u5185\u90e8\u51b2\u7a81\uff0c\u4e0d\u76f2\u76ee\u51b3\u7b56\u4f18\u5148\u7ea7\uff0c\u4e0d\u8bd5\u56fe\u5168\u81ea\u52a8\u5f00 sprint\u3002\u8fd9\u770b\u4f3c\u529f\u80fd\u8fb9\u754c\uff0c\u5b9e\u5219\u662f\u9488\u5bf9\u201c\u4f4e\u914d\u7f6e\u9ad8\u566a\u58f0\u201d\u73b0\u5b9e\u7684\u6700\u4f18\u89e3\u2014\u2014\u5c0f\u56e2\u961f\u7684\u51b2\u7a81\u5f80\u5f80\u662f\u9886\u57df\u5224\u65ad\uff0cAI \u731c\u9519\u4e86\u6bd4\u4e0d\u731c\u66f4\u81f4\u547d\u3002Cleo \u606a\u5b88\u201c\u653e\u5927\u4eba\u7c7b\u4fe1\u53f7\u201d\u7684\u89d2\u8272\uff0c\u8fd9\u662f\u5f53\u524d AI \u5728\u590d\u6742\u534f\u4f5c\u4e2d\u6700\u8bda\u5b9e\u7684\u5b9a\u4f4d\u3002\u5bf9\u4e8e\u6bcf\u5929\u88ab PM \u6587\u4e66\u6df9\u6ca1\u7684\u521b\u59cb\u4eba\uff0c\u5b83\u81f3\u5c11\u80fd\u5e2e\u4f60\u7701\u4e0b50%\u7684\u7410\u788e\u6ce8\u610f\u529b\u3002\u81f3\u4e8e\u5269\u4e0b\u768450%\uff0c\u8bf7\u8bb0\u4f4f\uff1a\u4f60\u4ecd\u7136\u662f\u90a3\u4e2a\u6700\u7ec8\u5fc5\u987b\u7ad9\u5728\u4ee3\u7801\u548c\u5ba2\u6237\u4e4b\u95f4\u7684\u4eba\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\">Cleo<\/span>\n <\/div>\n<div class=\"comment-content\">Cleo is the AI product manager for founders and lean teams. It lives in Telegram and Slack – learns your tone, knows your team, and runs the PM work (standups, follow-ups, decisions) while you ship the product. What’s different: every fact Cleo learns is transparent – you see the source, the confidence, and can confirm or correct it. No black-box memory. Five trust levels, from observer to operator. Free in Telegram. 1 min setup<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI’m Rahim, Co-Founder of Cleo.<\/p>\n<p>In February, I started using OpenClaw as my PM. Pasted in standups. Asked it to draft updates. Treated it like a teammate.<br \/>\nThe truth came fast:<br \/>\nOpenClaw is great as a personal assistant. As a product manager, it falls apart.<br \/>\nIt doesn’t know my team. Doesn’t remember what we said yesterday. Every new chat, I had to start over \u2014 explain the team, the tone, what mattered, what didn’t. By the time I was done, I could’ve just written it myself.<br \/>\nThat’s the day Cleo started.<\/p>\n<p>Cleo isn’t a chatbot you open. It’s an AI product manager that lives in your Telegram, Slack, and Linear \u2014 and stays there. Day after day. It learns your team. Your voice. Your decisions. It runs the standups, drafts the messages, catches the follow-ups you forget.<br \/>\nIn your voice. Without asking you to start over every morning.<\/p>\n<p>And nothing is hidden. Every fact Cleo learns shows where it came from, how sure it is, and a button to fix it.<br \/>\nFree today:<br \/>\n\u2022 Bot in Telegram \u2192 <a href=\"https:\/\/t.me\/try_cleo_ai_bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/t.me\/try_cleo_ai_bot<\/a><br \/>\n\u2022 Works with Slack, Linear, Notion, Gmail, Calendar and tools you use everyday<br \/>\n\u2022 3 active automations, unlimited memory<br \/>\n\u2022 Five levels of trust – from just watching to fully acting<\/p>\n<p>One question: when did you stop being the founder and start being the PM?<br \/>\nI’ll be here all day. Tell me where this still falls short.<\/p>\n<p>Try the bot: <a href=\"https:\/\/t.me\/try_cleo_ai_bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/t.me\/try_cleo_ai_bot<\/a> Thanks \ud83d\ude4f<\/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\/@rahimwws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahimwws<\/a> Happy to launch with you mate <\/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\/@rahimwws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahimwws<\/a> Congrats on the launch. How are you thinking about memory decay, conflict resolution, and source prioritization over 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahimwws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahimwws<\/a> <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af267d27-32d6-4cee-b07a-c240f272a317.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Rahim, transitioning from personal memory to operational memory is a heavy data challenge, but Cleo’s interface needs a more rigorous visual architecture to prevent decision-tracking logs from becoming cognitively overwhelming. As a Senior AI Product Designer, I engineered the <strong>Vitalis AI<\/strong> ecosystem (referenced in the file m. Abdirsak ,,.JPG) to explicitly solve complex data flows and cross-regional monitoring through an institutional-grade visual layout. If you want Cleo\u2019s dashboards to match the psychological weight of an executive PM, let\u2019s bypass the live calls, drop me your product brief, and we can sync asynchronously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Product Hunt \ud83d\udc4b Rahman here, Co-Founder of Cleo. I’m 19, building this from the US.<\/p>\n<\/p>\n<p>Rahim told you why we started. I’ll tell you the line we refused to cross.<\/p>\n<\/p>\n<p>Right now there are a hundred tools claiming to be your “AI PM.” Be honest – most of them are bullshit. Either it’s just another chatbot with a new logo or it’s a thin wrapper that “remembers” by dumping everything into a database and praying. No source, no confidence, no way to know if what it’s acting on is real or hallucinated. That’s not a teammate. That’s a liability with a nice landing page.<\/p>\n<\/p>\n<p>I’ve shipped products solo since I was a teenager, and the thing that always broke wasn’t the code – it was the coordination. Standups, follow-ups, “wait, what did we decide last week?” That overhead scales worse than any infra problem, and one day you realize you’ve stopped being the founder and become the PM of your own company.<\/p>\n<\/p>\n<p>Every assistant we tried was great at answering and terrible at remembering us. New chat, start over. Re-explain the team, the tone, what matters. By the time you’ve briefed it, you could’ve just done the work yourself.<\/p>\n<\/p>\n<p>So Cleo doesn’t ask you to start over. It lives in your Telegram, Slack, and Linear, learns your team and your voice, and runs the PM work day after day – in your tone, not a robot’s.<\/p>\n<\/p>\n<p>But here’s the part I’d stake the whole product on: an AI that runs your team has no business hiding what it knows. So Cleo doesn’t. Every fact it learns shows its source, its confidence, and a button to correct it. Five trust levels, from just watching to fully operating. You decide how much rope it gets – and you can always see exactly what it’s working from.<\/p>\n<p>No black-box memory. No “trust me.” Just a teammate you can audit.<\/p>\n<\/p>\n<p>I’m here all day. Tell me where it still falls short \u2014 that’s the comment I actually want. \ud83d\ude4f<\/p>\n<\/p>\n<p>Try the bot: <a href=\"https:\/\/t.me\/try_cleo_ai_bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/t.me\/try_cleo_ai_bot<\/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\/@rahman_bazarov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahman_bazarov_<\/a> Proud to build this with you, brother. The “AI that runs your team has no business hiding what it knows” line is exactly the argument we had at 2am the night we decided to rip out V3. Took a year of bad AI tools to see it that clearly. Glad we both got there.<\/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 chat-first sidebar with structured memory cards below it is a pattern I haven’t seen done well before. Most AI tools force you into either pure chat OR pure dashboard. Cleo manages both, and the seam between them is actually invisible<\/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><a href=\"https:\/\/www.producthunt.com\/@sapayev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sapayev<\/a> Thanks – this is the part of the product I’m most nervous about and most proud of. We went through 4 redesigns of the sidebar\/dashboard relationship before this one clicked.<\/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>I’ve known Rahim since school. Watching him ship has been wild – they killed their own launch in May because telemetry wasn’t right, rebuilt in in 5 days, and kept every paying customer. That kind of operating velocity is rare. Pulling for them<\/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\/@dedyfo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dedyfo<\/a> Thanks for the kind words, Rovshen. The May 4 kill was the hardest call we’ve made so far – but the telemetry was honest about what was working and what wasn’t.<\/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>What\u2019s the biggest bottleneck you faced while building this?<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> The hardest problem wasn’t model quality or integration count – it was keeping context coherent across tools without exploding cost or latency.<\/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>Having an AI PM directly in Slack and Telegram sounds like a massive time-saver for lean teams. Great concept!<\/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\/@elene_tandashvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_tandashvili<\/a> Thanks! The lean team angle is exactly the wedge – when there’s no PM to delegate to, the founder eats the ops work. Glad it landed.<\/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>Big congrats on the launch! The transparency model (source + confidence + fix button on every fact) is the right instinct, but I’d push further: there’s a failure mode where an auditable AI quietly becomes a verification queue. If I’m confirming and correcting facts to keep Cleo accurate, I’ve just swapped standup overhead for memory-maintenance overhead. What’s the design that keeps the audit <em>asymmetric<\/em>, where I only look when something’s wrong, not to keep it right? Does Cleo surface only low-confidence facts for review, act silently on high-confidence ones, and shrink the queue as it learns my corrections?<\/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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> Sharp catch. This is the failure mode we feared most and explicitly designed against. Three things keep the audit asymmetric:<\/p>\n<p><strong>1. Confidence determines visibility, not just labeling.<\/strong> High-confidence facts (>85%) act silently \u2014 Cleo uses them, doesn’t ping you. Mid-confidence (60-85%) gets surfaced only when about to be used in a consequential action. Low-confidence (<60%) goes to a review queue. You’re not approving facts \u2014 you’re approving the small subset where Cleo isn’t sure yet.<\/p>\n<p><strong>2. Confirmations compound, corrections decay.<\/strong> A fact you confirm once moves up the confidence ladder. A fact that survives 30 days without contradiction or correction graduates to “settled” \u2014 invisible in normal flow. You converge to a state where most of memory operates without you.<\/p>\n<p><strong>3. Corrections become rules, not patches.<\/strong> When you fix a fact, Cleo extracts the pattern (“Mark doesn’t own ingestion anymore, Sarah does \u2014 and ownership transitions happen in #eng-leads channel”). The next 100 facts of that type don’t need correcting.<\/p>\n<p>The math we watch: confirmation-events per active user per week. If that number doesn’t drop month over month, the design is failing. Right now it drops ~40% from week 2 to week 6 for active users. That’s the signal we’d kill the product over if it inverted.<\/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\">How are you organizing the memory?<\/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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> The stack underneath is doing a lot – Supermemory abstraction, vectors for semantic recall, graph for entity relationships. The interesting part is that you never see it. You add a fact in chat, you ask a question across three projects, you get the right answer with source. That kind of “complexity stays under the hood” engineering is the real moat. Most AI products leak their architecture into the UX. This one doesn’t.<\/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\">@rahimwws thanks. Seems very comprehensive.<\/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=\"reply-item\">\n<div class=\"reply-content\">@rahimwws at the moment, researching the area. What works and what doesn\u2019t. <\/p>\n<p>As to building something, there are so many ideas floating around. \ud83d\ude05<\/p><\/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>Nice launch! Quick q – is Cleo built specifically for agencies, or would it work for a small SaaS team too? Most of my “PM” pain is internal standups and follow-ups, not client stuff.<\/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\/@ahmetaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmetaz<\/a> Yes – works for small SaaS teams. Agencies are the wedge because the tool stack is consistent and the pain is acute, but the operational primitives (memory, learned rules, integrations) generalize.<\/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>Good luck!<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> thanks!<\/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>Curious how Cleo handles context across long projects \u2014 does it maintain memory between sessions or does each conversation start fresh? The PM bottleneck is real for small teams building fast.<\/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\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/a> Yes, memory persists. Every conversation builds on the last one. Cleo holds a model of your team, projects, clients, and decisions across sessions.<\/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>How do you pull in offline context easily for remote based teams? Ideally something low lift but I would imagine capturing every single meeting would be adding a lot of non-related content. <\/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\/@treeves\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@treeves<\/a> Good question. Default is off, not on.<\/p>\n<p>Meetings have a per-call toggle (“Cleo joins”). You opt in to the calls that matter (weekly syncs, decision-heavy ones) and skip casual ones. Chat is channel-by-channel, not workspace-wide. Email is label-based. Linear is project-based.<\/p>\n<p>For memory specifically, Cleo only extracts decisions and patterns when signals are strong. Casual conversation doesn’t generate clutter. We filter out roughly 80 percent of what flows through.<\/p>\n<p>Lowest lift starting point: connect standup channel plus one weekly meeting. Most teams expand once they see what actually surfaces.<\/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 difference between Cleo and handing over a few docs for guidelines on any ai agent? genuinely interested.<\/p>\n<p>also, quick feedback on your comment, when you use AI to write it, remove the em dashes and make it personal! good luck!<\/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\/@math_biomes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@math_biomes<\/a> thanks!<\/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><a href=\"https:\/\/www.producthunt.com\/@math_biomes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@math_biomes<\/a> <\/p>\n<p>1. They’re a snapshot. Mark owned ingestion latency last month. Sarah owns it now. You’d have to remember to update the doc every time something changes, and you won’t. Cleo updates itself from the actual signals (a Slack message saying “Sarah is taking over”) and flags both for confirmation.<\/p>\n<p>2. They don’t carry source. Doc says “we decided to ship X”. Three months later you forget why. Cleo stores the decision with the conversation it came from, the trade-off considered, who was in the room.<\/p>\n<p>3. They don’t act. A doc is read-only context. Cleo reads the doc, then drafts the message, runs the standup, catches the follow-up. The doc is the prompt. Cleo is the worker.<\/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! Curious, how does Cleo handle situations where the team has conflicting updates or unclear blockers? Does it just surface them or does it actually try to resolve the ambiguity?<\/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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Surfaces, doesn’t resolve.<\/p>\n<p>When Cleo sees conflicting updates (“Mark says blocked on infra, Sarah’s standup says infra is fine”) it flags both with sources, side by side, and pings whoever owns the work for clarification. Cleo doesn’t try to decide who’s right – that’s almost always a domain call humans need to make, and getting it wrong silently would be worse than not acting at all.<\/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 stands out about Cleo is that it doesn’t just track tasks \u2014 it actually runs sprints autonomously. Curious how it handles prioritization when multiple stakeholders have conflicting requests. Does it have a built-in negotiation framework or just default to whoever shouts loudest?<\/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\/@lakshita_rana1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshita_rana1<\/a> Cleo doesn’t run sprints autonomously yet – it surfaces what’s stuck, drafts updates, and chases follow-ups, but humans still call sprint priorities.<\/p>\n<p>On conflict: there’s no negotiation engine. Cleo surfaces the conflict explicitly (“PM wants A by Friday, client just asked for B same week \u2014 who decides?”) with sources for both requests.<\/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! How is it different from OpenClaw with some PM skills? You mentioned OpenClaw doesn’t remember what you said yesterday, but from my experience it remembers quite well.<\/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\/@greatll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@greatll<\/a> Fair point – Openclaw does have memory now, and it works well for what it’s built for. The distinction we draw is between <strong>personal memory<\/strong> and <strong>operational memory<\/strong>.<\/p>\n<p>Openclaw remembers things about <em>you<\/em> – your preferences, your style, what you’ve said in past conversations. That’s powerful for a personal assistant.<\/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>Big Congrats on launch! Which AI models are you using? And how is company security handled?<\/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\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> Thanks!<\/p>\n<p><strong>Models:<\/strong> 7 in production, routed by task – 3 from Anthropic (Claude, primary for agent reasoning and drafting in user voice), 2 from Google (Gemini, for long-context retrieval), 2 from OpenAI (GPT, for structured outputs). Routing via OpenRouter + LiteLLM, so we swap models per workload without changing app code.<\/p>\n<p><strong>Security:<\/strong> No cross-customer training (your data never trains shared models). Encryption at every message. OAuth-only integrations \u2014 we don’t store passwords. Architecture made with SOC 2 in mind; certification in progress<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 confidence scoring model is the right approach. most AI tools just act on everything with the same certainty and you only find out it was wrong after it already sent the message. curious how the 30 day correction window works in practice when the team structure changes fast<\/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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Static decay breaks for fast-moving teams \u2014 by the time a fact ages out, the org chart has changed twice. So decay is <strong>event-driven, not time-driven<\/strong>.<\/p>\n<p>Facts have a type that determines how they age. Structural facts (ownership, roles) decay fast on contradiction -one Slack message saying “Sarah’s taking over from Mark” drops the old fact’s confidence below threshold and queues both for confirmation. <\/p>\n<p>30 days is the fallback for facts with no contradicting signal. For active teams, most facts get refreshed or contradicted long before 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool launch, congrats!<\/p>\n<p>Sending support from the Exabase team \ud83d\ude0c<\/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\/@johnny_makes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnny_makes<\/a> Means a lot – thanks. i got ur email from rahman <\/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>Really proud to have worked on the design here. The hardest thing wasn’t making it pretty, it was making “you can see everything Cleo knows” not feel like homework. Source, confidence, a fix button on every fact\u2026 that’s a lot to surface without burying people. Took a few rounds to get the chat and the memory side to live together cleanly. Happy with where it landed<\/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\/@islam_yuldashev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_yuldashev<\/a> The “not feel like homework” framing is the part I keep coming back to. You got it to feel like a Notion page that happens to know things, not a compliance dashboard. That distinction is the whole product working.<\/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>We’re one of the early agencies using Cleo. The thing that surprised me: it actually learned how my team writes in 7 days. Now it drafts Telegram updates to clients in my voice and I just approve. Saving me 2-in 57 minutes a day on operational stuff.<\/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\/@ecomnazar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ecomnazar<\/a> Honored you trusted us early. The 7-day learning window matched what we hoped for but didn’t promise – Telegram is where voice signals are densest, so the model picks up tone fast there. Thanks for sticking through both rewrites in May.<\/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\">What part of the PM job is it really good take?<\/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\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> The endgame is bigger than a PM tool.<\/p>\n<p>We’re building toward agents that operate as employees – not assistants. They sit in your meetings. Execute across every integration your team uses (50 native, 500+ through Composio). Run entire functions of the company under your judgment.<\/p>\n<p>Cleo today is the operational layer. The architecture (memory + provenance + learned rules + integrations) generalizes – same primitives that draft a client follow-up today will run the entire client-success function tomorrow.<\/p>\n<p>An AI workforce that operates under human judgment, with auditable memory and trust gates. Not “AI that helps you.” AI that does the work.<\/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 AI PM angle is interesting because product work is not just task creation. The hard part is explaining why a priority changed. Can Cleo show the evidence trail behind a roadmap decision, such as customer feedback, current sprint load, and launch risk?<\/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\/@cyrus_elmtalab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyrus_elmtalab<\/a> Exactly!!! The “why” is the part that matters. When Cleo shifts a priority it shows what moved it: which client\/feedback triggered it, what’s already on the team’s plate, and what’s at risk if you don’t. So it’s not “trust me,” it’s “here’s the trail, you decide.” That evidence layer is honestly the harder thing to build than the task creation itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Is the free Telegram tier enough for a 5-person team to test properly?<\/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\/@jk_jensen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jk_jensen<\/a> Free tier’s enough to get a feel for it with your team, but for a proper 5-person test you’ll want Pro. Use code FOUNDER50 and Pro’s on us. No time pressure, kick the tires properly. Happy to help you get set up if you hit anything.<\/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 that you started from the pain of re-explaining context every session. thats probably the biggest friction with most AI tools right now, they dont remember what matters to your team. curious how Cleo handles conflicting priorities when two people flag something as urgent, does it just surface both or does it actually help triage?<\/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\/@ozandag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozandag<\/a> Yeah, that was the whole reason we built it. On conflicting urgents, Cleo doesn’t just dump both on you. It looks at what each one blocks (a client deadline vs. an internal nice-to-have), who’s waiting on it and what you’ve prioritized before. Then tells you which to handle first and why. <\/p>\n<\/p>\n<p>You can always override it. Goal is it triages like a COO who actually knows your business, not a notification that makes you decide everything yourself.<\/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>That’s exactly what I needed to know \u2014 persistent memory across sessions is the killer feature for async teams. We’re building Vokio (voice AI for local businesses) and the memory layer for call context is our biggest challenge too. Great work!<\/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\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/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\">Decisions are often the hardest thing to capture without losing context: how does Cleo detect that a decision was made in chat\/meetings, preserve the \u201cwhy\u201d and tradeoffs, and prevent the decision log from becoming noisy or stale compared to dedicated decision-tracking tools?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Three layers:<\/p>\n<p><strong>Detection<\/strong> – Cleo watches for linguistic markers (“let’s go with”, “decided”, “we’ll ship X instead of Y”) and structural ones (a question raised + an answer accepted in the same thread). Both signals together = high confidence it’s a decision. One alone = surfaced for confirmation, not auto-captured.<\/p>\n<p><strong>The “why”<\/strong> – every decision card stores the trade-off considered (what we picked, what we didn’t, what was the constraint). Cleo pulls this from the same thread, not from a separate prompt. If the trade-off isn’t explicit in the conversation, the card flags it as missing.<\/p>\n<p><strong>Staying fresh<\/strong> – decisions have an owner and a domain (architecture, hiring, pricing). When a contradicting decision appears later, Cleo links them and asks if the older one is superseded. That’s how the log stays clean: not auto-archive, not silent overwrite – explicit linking.<\/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 transparent memory model is what caught me \u2014 showing the source and confidence level for every fact it learns is genuinely different from how most AI tools handle context. Curious: when Cleo gets corrected, does it update globally or per-context? As a solo founder managing multiple workstreams, the “operator” trust level sounds useful but I’d want to know exactly what it can act on autonomously before handing over decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Does this work over iMessage or discord<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NHQEMRTC6G4X2J\" class=\"app-title\">General Compute<\/a><\/p>\n<div class=\"one-liner\">AI models that run on an inference cloud optimized for speed<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">271<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>General Compute \u662f\u4e00\u4e2a\u57fa\u4e8eASIC\u82af\u7247\u6784\u5efa\u7684\u63a8\u7406\u4e91\uff0c\u4e3a\u7f16\u7801\u52a9\u624b\u548c\u8bed\u97f3\u4ee3\u7406\u7b49\u5ef6\u8fdf\u654f\u611f\u578bAI\u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u6bd4GPU\u5feb5\u500d\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u901a\u8fc7\u517c\u5bb9OpenAI\u7684API\u8ba9\u5f00\u53d1\u8005\u65e0\u7f1d\u5207\u6362\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\/a04ce0a0-f044-4694-b61d-cb584601b450.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\/f6dc93c3-8ad9-4380-a9c1-fecf4805f42a.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\/84d8e0f2-b3f5-4925-a9c5-7b17e2da0166.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\/5f0fae30-2fcc-4f64-a669-5c6d52ef3ce6.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\/57adafff-ce4b-4b97-95f8-7af689e77229.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\/6960bb8d-a184-4c2a-8924-f7d367faec35.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6dl5qGaLZc0\"><source src=\"https:\/\/youtu.be\/6dl5qGaLZc0\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63a8\u7406\u4e91<\/span><br \/>\n <span class=\"tag\">ASIC\u82af\u7247<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">SambaNova<\/span><br \/>\n <span class=\"tag\">OpenAI\u517c\u5bb9API<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6AI<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/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\u4ee3\u7406\u5de5\u4f5c\u6d41\u5ef6\u8fdf\u95ee\u9898\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5f53\u524d\u652f\u6301\u7684\u6a21\u578b\u6709\u9650\uff08\u5c24\u5176\u662fASIC\u9650\u5236\uff09\uff1b\u4f55\u65f6\u652f\u6301\u201c\u81ea\u5e26\u6a21\u578b\u201d\uff1b\u5982\u4f55\u5e94\u5bf9\u957f\u4e0a\u4e0b\u6587\u548cKV\u7f13\u5b58\uff1b\u5bf9\u5d4c\u5165\u6a21\u578b\u7b49\u6269\u5c55\u529f\u80fd\u7684\u9700\u6c42\uff1b\u4ee5\u53caASIC\u67b6\u6784\u4e0b\u5f39\u6027\u4f38\u7f29\u7684\u6280\u672f\u7ec6\u8282\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 General Compute\u7684\u5207\u5165\u70b9\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u76f4\u51fb\u5f53\u524dAI\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u7684\u6838\u5fc3\u9519\u914d\u3002\u5f53\u884c\u4e1a\u8fd8\u5728\u7528\u8bad\u7ec3\u51fa\u8eab\u3001\u5185\u5b58\u5e26\u5bbd\u9971\u548c\u7684GPU\u6765\u8dd1\u63a8\u7406\u65f6\uff0c\u5b83\u7528ASIC\uff08\u7279\u522b\u662fSambaNova\uff09\u7684\u5b58\u7b97\u4e00\u4f53\u67b6\u6784\uff0c\u4ece\u7269\u7406\u5c42\u9762\u6253\u7834\u4e86\u5ef6\u8fdf\u74f6\u9888\u3002\u5bf9\u4e8e\u9700\u8981\u6570\u5341\u6b21\u8fde\u7eed\u8c03\u7528\u7684\u7f16\u7801\u548c\u8bed\u97f3\u4ee3\u7406\u573a\u666f\uff0c5\u500d\u7684\u7aef\u5230\u7aef\u52a0\u901f\u8db3\u4ee5\u6539\u53d8\u4ea7\u54c1\u4f53\u9a8c\u7684\u8d28\u53d8\u70b9\uff0c\u8fd9\u662f\u5176\u771f\u6b63\u7684\u4ef7\u503c\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u5148\u53d1\u4f18\u52bf\u201d\u4e0e\u201c\u751f\u6001\u58c1\u5792\u201d\u7684\u535a\u5f08\u671f\u3002\u8bc4\u8bba\u4e2d\u201c\u6a21\u578b\u53d7\u9650\u201d\u548c\u201c\u8ba1\u7b97\u8d44\u6e90\u7d27\u5f20\u201d\u7684\u53cd\u9988\u63ed\u793a\u4e86\u5176\u6838\u5fc3\u77ed\u677f\uff1aASIC\u7684\u4e13\u7528\u6027\u5bfc\u81f4\u6a21\u578b\u652f\u6301\u901f\u5ea6\u8fdc\u6162\u4e8eGPU\u4e91\uff0c\u8fd9\u6781\u5927\u5730\u9650\u5236\u4e86\u53ef\u73a9\u6027\u548c\u7528\u6237\u7c98\u6027\u3002\u5f53\u524d\u7684\u4ea7\u54c1\u66f4\u50cf\u662f\u4e00\u4e2a\u4e3a\u7279\u5b9a\u524d\u6cbf\u6a21\u578b\uff08\u5982Llama\uff09\u6253\u9020\u7684\u8d85\u7ea7\u52a0\u901f\u5668\uff0c\u800c\u975e\u901a\u7528\u7684\u6a21\u578b\u6258\u7ba1\u5e73\u53f0\u3002\u627f\u8bfa\u7684\u201c\u81ea\u5e26\u6a21\u578b\u201d\u529f\u80fd\u80fd\u5426\u5728\u51e0\u5468\u5185\u5151\u73b0\uff0c\u4e14\u80fd\u5426\u5728\u590d\u6742\u7684ASIC\u4e0a\u7ef4\u6301\u9ad8\u541e\u5410\uff0c\u662f\u5176\u4ece\u201c\u6f14\u793a\u7ea7\u7684\u5feb\u201d\u8d70\u5411\u201c\u751f\u4ea7\u7ea7\u7684\u53ef\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u6b64\u5916\uff0cSambaNova SN40s\u7684\u4f9b\u5e94\u74f6\u9888\u4e5f\u662f\u6f5c\u5728\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u79f0\u9053\u7684\u662f\uff0c\u5176\u7b56\u7565\u975e\u5e38\u52a1\u5b9e\uff1a\u7528OpenAI\u517c\u5bb9\u7684API\u964d\u4f4e\u8fc1\u79fb\u95e8\u69db\uff0c\u7528\u201c\u4ee3\u7406\u4eba\u81ea\u4e3b\u6ce8\u518c\u201d\u8fd9\u79cd\u6781\u5177\u672a\u6765\u611f\u7684\u8425\u9500\u70b9\u5438\u5f15\u5f00\u53d1\u8005\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u901a\u7528\u8ba1\u7b97\u5e02\u573a\u4ecd\u662f\u751f\u6001\u4e3a\u738b\u3002\u5982\u679cGeneral Compute\u4e0d\u80fd\u5feb\u901f\u6269\u5927\u8ba1\u7b97\u96c6\u7fa4\u3001\u8865\u9f50\u4e3b\u6d41\u6a21\u578b\uff0c\u5e76\u89e3\u51b3\u597dKV\u7f13\u5b58\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u5de5\u7a0b\u4f18\u5316\uff0c\u90a3\u4e48\u5f53GPU\u4e91\uff08\u5982Groq\u3001Fireworks\uff09\u4e5f\u5f00\u59cb\u4e13\u6ce8\u63a8\u7406\u4f18\u5316\u65f6\uff0c\u5176ASIC\u7684\u5148\u53d1\u4f18\u52bf\u53ef\u80fd\u4f1a\u88ab\u8fc5\u901f\u8ffd\u5e73\u3002\u8fd9\u662f\u4e00\u4e2a\u5173\u4e8e\u201c\u901f\u5ea6\u201d\u4e0e\u201c\u5e7f\u5ea6\u201d\u7684\u8c6a\u8d4c\uff0c\u76ee\u524d\u770b\u6709\u60ca\u559c\uff0c\u4f46\u53d8\u6570\u6781\u5927\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\">General Compute<\/span>\n <\/div>\n<div class=\"comment-content\">GPUs are built for training, not inference. General Compute is an inference cloud running on ASICs \u2014 purpose-built alternatives to Nvidia silicon designed specifically for inference. We deliver 5x faster responses and higher per-user throughput for latency-sensitive workloads like coding and voice agents. Our OpenAI-compatible API means you swap your base URL, keep your existing workflows, and run real-time AI on infrastructure built for the job.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Jason, Co-founder & CTO of General Compute!<\/p>\n<\/p>\n<p><strong>The Problem<\/strong><\/p>\n<p>Agents are the most exciting thing happening in AI right now but the infra they run on was designed for chatbots, not autonomous workflows. When an agent has to make 20, 50, sometimes hundreds of sequential LLM calls to complete a task, <strong>latency compounds into a ceiling on what’s actually possible<\/strong>.<\/p>\n<\/p>\n<p>Most inference providers today hit you with one of two tradeoffs:<\/p>\n<ol>\n<li>\n<p>\u274c <strong>GPU-based stacks<\/strong> \u2013 Great for training, but memory-bandwidth bottlenecks mean your agent runs slowly (~120 tokens\/second)<\/p>\n<\/li>\n<li>\n<p>\u274c <strong>“Fast” inference with catches<\/strong> \u2013 Some providers deliver speed but lock you into small models, limited context windows, or pricing that breaks at agent-scale token volume. Speed without intelligence isn\u2019t worth the trade off.<\/p>\n<\/li>\n<\/ol>\n<p>After years building voice agents and real-time AI products ourselves, we got tired of waiting. So we built General Compute.<\/p>\n<\/p>\n<p><strong>How General Compute is Different \ud83d\ude80<\/strong><\/p>\n<\/p>\n<p>GC is an <strong>ASIC-first inference cloud<\/strong> built on multiple chips, including SambaNova. SN uses a 3 tier memory architecture and dataflow, which is a fancy way of saying \u201cIt\u2019s really fast cause we don\u2019t have the same bottlenecks\u201d.<\/p>\n<ul>\n<li>\n<p>\ud83d\udd39 <strong>Agent first (OpenClaw)<\/strong> \u2013 Agents can sign up on their own and manage their own API keys. OpenClaw can move its inference just by pointing it at our website.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd39 <strong>Built for agent workloads<\/strong> \u2013 Tuned for both coding agents and voice AI (TTFT), the things that matter when you’re chaining dozens of calls. Your agent finishes in seconds, not minutes.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd39 <strong>Speed without the tradeoffs<\/strong> \u2013 Frontier open models, full context windows, and pricing that actually works at production scale.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who is this for?<\/strong><\/p>\n<p>If you’re building AI agents, voice AI ,or even just using OpenClaw or OpenCode and want faster inference, then GC is built for you. Faster inference isn’t just a nice-to-have; it unlocks use cases that weren’t viable before.<\/p>\n<\/p>\n<p>\ud83d\udd17 <strong>Get started today<\/strong><\/p>\n<p>Sign up at <a href=\"https:\/\/generalcompute.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/generalcompute.com<\/a> and start running your workloads on ASICs today. We are offering $200 in free credit to anyone that signs up through the Product Hunt launch (up from the normal $5 in credit)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_levi_goodison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_levi_goodison<\/a> This is a really important layer to tackle agentic workflows completely change the economics and performance requirements of inference. Feels like the next big AI infra race won\u2019t just be smarter models, but systems optimized for long running autonomous execution. \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_levi_goodison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_levi_goodison<\/a> I’m impressed by the throughput. Will you consider deploying QWEN speech-to-text models? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jason_levi_goodison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_levi_goodison<\/a> The latency point hits. People talk a lot about model quality, but for agents the waiting time stacks up fast. Curious which use case is pulling harder right now: coding agents, voice agents, or something 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>Congratulations to the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emma_watson21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emma_watson21<\/a> Thank 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>this is a very real agent infra problem. Chatbot latency is annoying, but agent latency compounds into a hard ceiling when workflows need dozens of sequential LLM calls. how General Compute balances raw speed with reasoning quality on longer agent workflows, especially when there is large context, tool use, retries, and coding tasks. Is the biggest gain in TTFT\/throughput, or do you also see better end-to-end task completion?<\/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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> Definitely e2e latency! We can get around 5x e2e latency speed up but more like ~2x TTFT speed 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>OpenClaw can sign itself up? That’s wild. Finally someone building for a world where agents run themselves. \ud83d\udc4f<\/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\/@timothy_oluwatipin2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timothy_oluwatipin2<\/a> Thank 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>Studied full stack development but never really got deep into the infrastructure side of things. Always assumed GPUs handled everything AI related. The idea that inference needs its own optimised hardware makes sense when you think about it. Congratulations on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sidraarifali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidraarifali<\/a> Thank 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>Congrats on the launch! Efficiently stashing heterogenous ASICs behind a homogeneous API is a challenging and exciting endeavor \ud83d\ude42 Especially curious about the technologies powering elastic scaling with request volume and bursts. Would love to see a characterization of that in maybe a future blog post as it would certainly be useful to many service designers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tejas_harith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tejas_harith<\/a> We’ll do a blog post about it at some point, and we’re always hiring smart people that find these kinds of endeavors 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ASIC angle is interesting, how does the model selection compare to GPU clouds? Are you running your own fine-tuned models or is it more about offering the same models (Llama, etc.) just with faster inference?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Models are limited right now since we are compute constrained. We’re just getting started and onboarding new racks as fast as we can get our hands on them. Expect all the big hitter OSS models 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\">You\u2019re pushing an ASIC-first stack (including SambaNova) while also offering \u201cbring your own model\u201d: what constraints does the hardware impose on model choice and deployment (architectures, context length, quantization, speculative decoding), and how do you decide what to optimize first for real-world agent traffic?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Bring your own model will be coming in a few weeks – unfortunately its harder on ASICs, but we’re quickly closing in on it<\/p>\n<\/p>\n<p>In terms of spec decoding, we actually see a larger improvement on ASICs than GPUs, which is a bit of a surprising discovery. Most of the “hacks” to make GPUs faster still make us faster (since we utilize HBM much better)<\/p>\n<p>The main limitation right now is that we are using SN40s for now and won’t have our SN50s online for a few months. SN50s will crush across all model context lengths, model types, speeds, … Keep an eye out for some announcements in the coming weeks showing how good they are! Like Cerebras but running large models with higher throughput<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Looks insane Jason! Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maltepruser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maltepruser<\/a> Thank 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>Curious, how accurate are the AI generated test cases currently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Big congrats on the launch!<\/p>\n<p>How about the time to set up? Is it able to run on CPU?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> It’s just an API! So you can run an HTTP request from a CPU \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 this is an OpenAI-compatible API. Being able to just swap the base URL and get ASIC-level inference speeds without rewriting workflows is huge. Great 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elene_tandashvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_tandashvili<\/a> Thank 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 ASIC-for-inference approach is clever. GPU memory bandwidth just isn’t optimized for inference memory access patterns. At RetainSure we’ve been routing latency-sensitive AI calls for customer success workflows, and 200ms vs 800ms response time matters a lot at scale. How do your ASICs handle KV cache eviction for long-context requests?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Thanks! Lets discuss TTFT sometime – that craziest thing? We don’t have smart prompt caching or kv cache aware routing yet. And we’re already 5x faster. Prompt caching will be out in 1 month, and you’ll see our gap widen even more!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Do you guys plan on adding embedding models sometime in the future<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sanjay_goel6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanjay_goel6<\/a> We will have all of 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>PS Agent sign up is brilliant! I’m going to study 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robert_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a> Appreciate it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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. Your onboarding workflow is great. I missed clear models and pricing information upfront, and when I got onboarded I saw that you offer three models at somewhat premium pricing.<\/p>\n<p>This leads me to my question: what is your value prop beyond latency? Because if you’re competing on price, OpenRouter is still going to get you.<\/p>\n<div>\n<table>\n<tbody>\n<tr>\n<th>\n<p><strong>Model<\/strong><\/p>\n<\/th>\n<th>\n<p><strong>Context<\/strong><\/p>\n<\/th>\n<th>\n<p><strong>Input \/ 1M<\/strong><\/p>\n<\/th>\n<th>\n<p><strong>Output \/ 1M<\/strong><\/p>\n<\/th>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/app.generalcompute.com\/_next\/image?url=%2Fmodels%2Fdeepseek.png&w=64&q=75\" alt=\"\" style=\"max-width: 100%\"><\/p>\n<p><strong>DeepSeek V3.2<\/strong><\/p>\n<p><strong>Reasoning<\/strong><\/p>\n<p>deepseek-v3.2<\/p>\n<\/td>\n<td>\n<p>32k<\/p>\n<\/td>\n<td>\n<p>$3.00<\/p>\n<\/td>\n<td>\n<p>$4.50<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/app.generalcompute.com\/_next\/image?url=%2Fmodels%2Fdeepseek.png&w=64&q=75\" alt=\"\" style=\"max-width: 100%\"><\/p>\n<p><strong>DeepSeek V3.1<\/strong><\/p>\n<p><strong>Reasoning<\/strong><\/p>\n<p>deepseek-v3.1<\/p>\n<\/td>\n<td>\n<p>128k<\/p>\n<\/td>\n<td>\n<p>$3.00<\/p>\n<\/td>\n<td>\n<p>$4.50<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/app.generalcompute.com\/_next\/image?url=%2Fmodels%2Fminimax.png&w=64&q=75\" alt=\"\" style=\"max-width: 100%\"><\/p>\n<p><strong>MiniMax M2.7<\/strong><\/p>\n<p>minimax-m2.7<\/p>\n<\/td>\n<td>\n<p>160k<\/p>\n<\/td>\n<td>\n<p>$0.40<\/p>\n<\/td>\n<td>\n<p>$2.34<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<div class=\"comment-actions\">\n<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>*latency and speed are apparently the value props?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">How are you managing the KV Cache effectively within this architecture?<\/div>\n<div class=\"comment-actions\">\n<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\/@davem_0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davem_0<\/a> We use SambaNova racks, and they have a 3 tier memory system + a dataflow architecture. Currently their codebase is closed source so I can’t share specifics \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DR7XDHFH7F2IGM\" class=\"app-title\">WordPress 7.0<\/a><\/p>\n<div class=\"one-liner\">Introducing AI tools, new admin experience & design controls<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">220<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WordPress 7.0\u5728\u7f51\u7ad9\u540e\u53f0\u7ba1\u7406\u4e2d\u5f15\u5165\u539f\u751fAI\u5de5\u5177\u4e0e\u5168\u65b0\u8bbe\u8ba1\u63a7\u4ef6\uff0c\u5e2e\u52a9\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u4f01\u4e1a\u4e3b\u548c\u5f00\u53d1\u8005\u964d\u4f4e\u8bbe\u8ba1\u95e8\u69db\uff0c\u63d0\u5347\u7f51\u7ad9\u642d\u5efa\u4e0e\u5b9a\u5236\u7684\u6548\u7387\u4e0e\u521b\u9020\u529b\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\/09ecc849-fb89-452f-b327-2e9da17a19dc.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\/3910425e-3252-457f-a4ed-ce4d53079d9b.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\/1870f1bf-8a47-4a8d-a91b-508c3de078ea.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\/57c94e55-8afe-400d-bb54-ede413209da4.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\/e7f99c84-2481-4cb8-885d-d80dec958964.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\/303d0bd3-d6d9-491f-b2b0-ca919ebab6c0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_LhXqP9wrBM\"><source src=\"https:\/\/www.youtube.com\/watch?v=_LhXqP9wrBM\" 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\">WordPress<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">CMS<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5efa\u8bbe<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4e3b\u9898\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5b9a\u5236<\/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\u53efAI\u5de5\u5177\u548c\u53ef\u8bbf\u95ee\u6027\u63d0\u5347\u7684\u4eae\u70b9\uff1b\u6709\u8bc4\u8bba\u5173\u6ce8\u6027\u80fd\u4e0eSEO\u6539\u8fdb\uff0c\u6307\u51fa\u9875\u9762\u901f\u5ea6\u4ecd\u662f\u75db\u70b9\uff1b\u53e6\u6709\u4eba\u671f\u5f85\u63d2\u4ef6\u4e0e\u5f00\u53d1\u8005\u57fa\u4e8e\u6b64\u7248\u672c\u6784\u5efa\u66f4\u591a\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 WordPress 7.0\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u529f\u80fd\u66f4\u65b0\uff0c\u4e0d\u5982\u770b\u4f5c\u662f\u4e00\u6b21\u751f\u6001\u535a\u5f08\u7684\u5ba3\u793a\u3002\u5f53Wix\u3001Squarespace\u7b49\u5efa\u7ad9\u5e73\u53f0\u5927\u8086\u5ba3\u626cAI\u751f\u6210\u7f51\u7ad9\u65f6\uff0cWordPress\u7ec8\u4e8e\u5c06AI\u5de5\u5177\u7eb3\u5165\u6838\u5fc3\uff0c\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u8865\u8bfe\u201d\u800c\u975e\u201c\u9886\u8dd1\u201d\u3002\u540d\u4e3a\u201cArmstrong\u201d\u76847.0\u7248\u672c\uff0c\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u51e0\u9879\u4e0eAI\u76f8\u5173\u7684\u8868\u5c42\u529f\u80fd\u2014\u2014\u4f8b\u5982\u5185\u5bb9\u751f\u6210\u6216\u5e03\u5c40\u63a8\u8350\u2014\u2014\u800c\u5728\u4e8e\u5b83\u4e3b\u52a8\u5b9a\u4e49\u4e86AI\u80fd\u529b\u5728\u5f00\u6e90CMS\u4e2d\u7684\u5e95\u5ea7\u3002\u8fd9\u610f\u5473\u7740\u672a\u6765\u63d2\u4ef6\u5f00\u53d1\u8005\u3001\u6258\u7ba1\u5546\u3001\u4ee3\u7406\u5546\u65e0\u9700\u5404\u81ea\u4e3a\u6218\u5730\u6574\u5408\u975e\u6807AI\u63a5\u53e3\uff0c\u800c\u662f\u53ef\u4ee5\u5728\u4e00\u4e2a\u7edf\u4e00\u6846\u67b6\u4e0b\u8fdb\u884c\u4e8c\u6b21\u521b\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u4e0d\u80fd\u53ea\u770b\u5230\u6218\u7565\u5c42\u9762\u7684\u8fdc\u89c1\uff0c\u66f4\u8981\u8b66\u60d5\u4f53\u9a8c\u5c42\u9762\u7684\u843d\u5dee\u3002\u4ece\u7528\u6237\u53cd\u9988\u6765\u770b\uff0c\u5bf9\u9875\u9762\u901f\u5ea6\u548cSEO\u4f18\u5316\u7684\u547c\u58f0\u4f9d\u7136\u5f88\u9ad8\u3002WordPress\u957f\u671f\u4ee5\u6765\u4f9d\u8d56\u63d2\u4ef6\u751f\u6001\u89e3\u51b3\u6027\u80fd\u95ee\u9898\u7684\u6a21\u5f0f\uff0c\u5728AI\u5de5\u5177\u8fd0\u884c\u9700\u8981\u66f4\u591a\u7b97\u529b\u8d44\u6e90\u7684\u80cc\u666f\u4e0b\uff0c\u53ef\u80fd\u4f1a\u653e\u5927\u201c\u7cfb\u7edf\u81c3\u80bf\u201d\u7684\u8d1f\u9762\u4f53\u9a8c\u3002\u53e6\u5916\uff0cAI\u5de5\u5177\u7684\u5e95\u5ea7\u5316\uff0c\u4e5f\u610f\u5473\u7740\u82e5\u5b98\u65b9\u5bf9AI\u5185\u5bb9\u7684\u5408\u89c4\u6027\u3001\u7248\u6743\u5f52\u5c5e\u4e0d\u7ed9\u51fa\u660e\u786e\u6cbb\u7406\u65b9\u6848\uff0c\u5c06\u884d\u751f\u51fa\u66f4\u591a\u201c\u4f4e\u8d28AI\u5185\u5bb9\u519c\u573a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5f00\u53d1\u8005\u89d2\u5ea6\u770b\uff0c\u201c\u65b0\u7ba1\u7406\u540e\u53f0\u201d\u4e0e\u201c\u8bbe\u8ba1\u63a7\u4ef6\u201d\u7684\u6269\u5c55\u786e\u5b9e\u964d\u4f4e\u4e86\u5b9a\u5236\u95e8\u69db\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4f20\u7edf\u4e3b\u9898\u5f00\u53d1\u8005\u7684\u90e8\u5206\u6743\u529b\u4e0b\u653e\u7ed9\u666e\u901a\u7528\u6237\u3002\u8fd9\u5bf9\u5e73\u53f0\u6d3b\u8dc3\u5ea6\u662f\u5229\u662f\u5f0a\uff1f\u957f\u671f\u6765\u770b\uff0c\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\u4f1a\u88ab\u524a\u5f31\uff0cWordPress\u793e\u533a\u7684\u804c\u4e1a\u7ed3\u6784\u53ef\u80fd\u9762\u4e34\u91cd\u6784\u30027.0\u662f\u4e00\u4e2a\u624e\u5b9e\u7684\u6218\u7565\u5e03\u5c40\uff0c\u4f46\u201c\u65b0\u7eaa\u5143\u201d\u7684\u5e8f\u5e55\u80fd\u5426\u62c9\u5f00\uff0c\u5173\u952e\u4e0d\u5728AI\uff0c\u800c\u5728\u4e8eWordPress\u80fd\u5426\u5148\u89e3\u51b3\u81ea\u5df1\u79ef\u91cd\u96be\u8fd4\u7684\u6548\u7387\u4e0e\u6cbb\u7406\u95ee\u9898\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\">WordPress 7.0<\/span>\n <\/div>\n<div class=\"comment-content\">WordPress 7.0 marks the start of a new era, laying the foundation for AI across the WordPress experience. Greeting you with a modern, more intuitive dashboard, 7.0 introduces enhanced customization and development tools that inspire creativity and tap into endless potential. Whether you\u2019re a creator, business owner or developer \u2013 WordPress 7.0 let\u2019s you create in a way that is uniquely your own.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>WordPress 7.0 is moving in the right direction. On behalf of the Tutor LMS & <a href=\"https:\/\/www.producthunt.com\/products\/kirki\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kirki\" target=\"_blank\" rel=\"noopener\">@Kirki<\/a> team, I\u2019d like to wish continued success to WordPress and its future. Long live open source.<\/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=\"comment-item\">\n<div class=\"comment-content\">WordPress 7.0 \u201cArmstrong\u201d is here. \ud83c\udfb7<\/p>\n<p>This major release introduces foundational AI tools, a refreshed admin experience, expanded design controls, new blocks, and powerful developer APIs.<\/p>\n<p>Explore what\u2019s new, update when you\u2019re ready, and start building with WordPress 7.0 today.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big release! I pushed it across my sites and everything held up quite well, no issues. The high contrast pass is a real win for accessibility, I love it. The AI is the most interesting part. IMO, it is less about what shipped today and more about what plugin developers, hosts, and agencies will build on top of it. Congrats to the core team and everyone involved in the release – developers, testers, leads, docs, polyglots… I will miss someone but not intentional!<\/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>Running WordPress for my app’s website curious what the headline improvements are in 7.0 for site performance and SEO. The block editor has come a long way but page speed is still where I feel the most friction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 have been using WordPress lately strictly for practice and upskilling my design abilities. I normally visualize my layouts in Figma first, but seeing the new dashboard and expanded design controls in WP 7.0 makes me want to jump right into the builder.<\/p>\n<p>Having those AI tools integrated right into the core experience is going to be incredibly helpful for my learning process. I am really excited to test out the new blocks and see how far I can push the native customization. Congrats on the Armstrong release!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/D73YQTII2QST2Z\" class=\"app-title\">iPromise<\/a><\/p>\n<div class=\"one-liner\">Bring “Body Doubling” to your Mac notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">202<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>iPromise \u662f\u4e00\u6b3e\u5229\u7528 Mac \u5218\u6d77\u533a\u57df\u627f\u8f7d\u201cAI\u66ff\u8eab\u201d\u7684\u4e13\u6ce8\u5de5\u5177\uff0c\u65e8\u5728\u901a\u8fc7\u201c\u8eab\u4f53\u53cc\u4eba\u201d\uff08Body Doubling\uff09\u5fc3\u7406\u673a\u5236\uff0c\u4e3a\u7f3a\u4e4f\u5916\u90e8\u76d1\u7763\u7684\u8fdc\u7a0b\/\u72ec\u7acb\u5de5\u4f5c\u8005\u63d0\u4f9b\u6e29\u67d4\u7684\u95ee\u8d23\u4e0e\u63d0\u9192\uff0c\u89e3\u51b3\u81ea\u7531\u73af\u5883\u4e2d\u6781\u6613\u5206\u5fc3\u3001\u96be\u4ee5\u8fdb\u5165\u6df1\u5ea6\u5de5\u4f5c\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\/a2b0b79a-f103-41a2-a07f-bf32c156419c.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\/81968f3a-85c9-4a10-9dfd-ee77609c754c.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\/2e69f4fe-2cdd-4678-ba6e-0ab0410e4bd2.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\/88b9e573-6429-4a28-ae2f-1f424302b145.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\/e89adc7f-8dae-4cbc-8cd1-68ddf87d451b.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\/c4fd399e-81b5-4688-ad1e-b347d85bf051.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\/d4708792-9550-454e-8d3a-a1978632fccf.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_tn2-NK0f_s&t=7s\"><source src=\"https:\/\/www.youtube.com\/watch?v=_tn2-NK0f_s&t=7s\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e13\u6ce8\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u8eab\u4f53\u53cc\u4eba<\/span><br \/>\n <span class=\"tag\">\u5218\u6d77\u5c4f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5fc3\u7406\u5b66<\/span><br \/>\n <span class=\"tag\">\u5206\u5fc3\u5bf9\u6297<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/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\u66ff\u8eab\u966a\u4f34\u201d\u6bd4\u4f20\u7edf\u9650\u5236\u7c7b\u5de5\u5177\u66f4\u4eba\u6027\u5316\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u7cbe\u51c6\u5224\u65ad\u201c\u771f\u5de5\u4f5c\u201d\u4e0e\u201c\u5047\u5206\u5fc3\u201d\uff08\u5982\u770b\u6280\u672f\u8d34\uff09\uff1fAI\u66ff\u8eab\u662f\u5426\u4f1a\u6210\u4e3a\u65b0\u5e72\u6270\uff1f\u9690\u79c1\u5b89\u5168\u6027\u5982\u4f55\u72ec\u7acb\u9a8c\u8bc1\uff1f\u65e0\u5218\u6d77\u5c4fMac\u7684\u9002\u914d\u65b9\u6848\uff1f\u4ee5\u53ca\u80fd\u5426\u81ea\u5b9a\u4e49\u66ff\u8eab\u7684\u8bed\u6c14\u3001\u97f3\u6548\u548c\u5173\u8054\u4e2a\u4eba\u65e5\u7a0b\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 iPromise \u654f\u9510\u5730\u6293\u4f4f\u4e86\u201c\u81ea\u7531\u5de5\u4f5c\u8005\u7684\u5b64\u72ec\u56f0\u5883\u201d\u8fd9\u4e00\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff0c\u7528\u201c\u8eab\u4f53\u53cc\u4eba\u201d\u8fd9\u4e2a\u5fc3\u7406\u5b66\u672f\u8bed\u5305\u88c5\u51fa\u7684\u4ea7\u54c1\u903b\u8f91\uff0c\u6bd4\u4f20\u7edf\u756a\u8304\u949f\u3001\u9501\u7f51\u5de5\u5177\u9ad8\u660e\u4e86\u4e00\u4e2a\u7ef4\u5ea6\u2014\u2014\u5b83\u4e0d\u5236\u9020\u5bf9\u6297\uff0c\u800c\u662f\u521b\u9020\u966a\u4f34\u3002\u5c06AI\u66ff\u8eab\u5b89\u653e\u5728Mac\u5218\u6d77\uff0c\u66f4\u662f\u7edd\u4f73\u7684UI\u521b\u65b0\uff0c\u5728\u89c6\u7ebf\u8fb9\u7f18\u63d0\u4f9b\u4f4e\u6210\u672c\u3001\u9ad8\u611f\u77e5\u5ea6\u7684\u5b58\u5728\u611f\uff0c\u51e0\u4e4e\u4e0d\u6d88\u8017\u5c4f\u5e55\u7a7a\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\u5176\u6838\u5fc3\uff1a\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u7684\u51c6\u786e\u6027\u3002\u8bc4\u8bba\u4e2d\u5927\u91cf\u5173\u4e8e\u201c\u8bef\u5224\u201d\u7684\u62c5\u5fe7\u5e76\u975e\u65e0\u75c5\u547b\u541f\u3002\u5728\u4e00\u4e2a\u7a0b\u5e8f\u5458\u67e5\u770b\u6587\u6863\u3001\u8bbe\u8ba1\u5e08\u901bBehance\u3001\u4f5c\u5bb6\u9605\u8bfb\u7814\u7a76\u6750\u6599\u65f6\uff0c\u5de5\u5177\u5982\u4f55\u533a\u5206\u201c\u5de5\u4f5c\u201d\u548c\u201c\u6478\u9c7c\u201d\uff1f\u5982\u679c\u5224\u65ad\u673a\u5236\u9891\u7e41\u5931\u8bef\uff0cAI\u66ff\u8eab\u5c31\u4ece\u201c\u6e29\u67d4\u540c\u4f34\u201d\u964d\u7ea7\u4e3a\u201c\u70e6\u4eba\u9886\u5bfc\u201d\u3002\u76ee\u524d\u521b\u59cb\u4eba\u8868\u793a\u4f9d\u8d56\u7a97\u53e3\u6807\u9898\u7b49\u8868\u5c42\u4fe1\u53f7\uff0c\u8fd9\u8fdc\u8fdc\u4e0d\u591f\u3002\u60f3\u8981\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8981\u4e48\u5f15\u5165\u590d\u6742\u7684\u672c\u5730\u6a21\u578b\u8fdb\u884c\u5185\u5bb9\u8bed\u4e49\u5206\u6790\uff08\u6210\u672c\u9ad8\u4e14\u9690\u79c1\u627f\u8bfa\u66f4\u91cd\uff09\uff0c\u8981\u4e48\u653e\u5f03\u201c\u667a\u80fd\u5316\u201d\u800c\u8f6c\u5411\u201c\u7528\u6237\u81ea\u5b9a\u89c4\u5219\u201d\uff08\u5982\u624b\u52a8\u6807\u8bb0\u201c\u8fd9\u662f\u5de5\u4f5c\u7a97\u53e3\u201d\uff09\uff0c\u540e\u8005\u867d\u7136\u7b28\u62d9\u4f46\u66f4\u53ef\u9760\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u521b\u59cb\u4eba\u5f3a\u8c03\u201c\u514d\u8d39\u201d\u3001\u201c\u672a\u5b9a\u5546\u4e1a\u6a21\u5f0f\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8fd9\u80fd\u8fc5\u901f\u79ef\u7d2f\u79cd\u5b50\u7528\u6237\uff0c\u4f46\u4e5f\u4e3a\u4ea7\u54c1\u7684\u957f\u671f\u5b58\u5728\u6027\u6253\u4e0a\u95ee\u53f7\u3002\u4e00\u65e6\u8003\u8651\u6536\u8d39\uff0c\u8fd9\u79cd\u201c\u60c5\u611f\u966a\u4f34\u578b\u5de5\u5177\u201d\u7684\u4ed8\u8d39\u610f\u613f\u5f80\u5f80\u4e0d\u5982\u786c\u6838\u6548\u7387\u5de5\u5177\u3002\u5e76\u4e14\uff0c\u4e00\u4e2a\u5e95\u5c42\u903b\u8f91\u5c1a\u672a\u89e3\u51b3\uff1a\u5355\u4ebaAI\u66ff\u8eab\u5982\u4f55\u8fd8\u539f\u591a\u4eba\u865a\u62df\u81ea\u4e60\u5ba4\u7684\u201c\u793e\u4f1a\u4e34\u573a\u611f\u201d\u4e0e\u201c\u4e92\u60e0\u76d1\u7763\u201d\uff1f\u7f3a\u5c11\u4e86\u771f\u5b9e\u4ed6\u4eba\u7684\u538b\u529b\uff0cAI\u7684\u201c\u6e29\u67d4\u63d0\u9192\u201d\u5bf9\u4e8e\u91cd\u5ea6\u62d6\u5ef6\u75c7\u60a3\u8005\uff0c\u53ef\u80fd\u5f88\u5feb\u5c31\u4f1a\u6ca6\u4e3a\u80cc\u666f\u566a\u58f0\u3002\n <\/p>\n<p class=\"ai-content\">\n iPromise \u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u521b\u610f\u539f\u578b\uff0c\u4f46\u5b83\u6210\u529f\u7684\u5173\u952e\u4e0d\u5728\u4e8e\u201c\u5218\u6d77\u7684\u597d\u521b\u610f\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u7cbe\u51c6\u5224\u65ad\u201d\u548c\u201c\u9690\u79c1\u5b89\u5168\u201d\u4e4b\u95f4\u5efa\u7acb\u771f\u6b63\u7684\u6280\u672f\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e0b\u4e00\u4e2a\u88ab\u65b0\u9c9c\u611f\u8fc5\u901f\u6d88\u8017\u7684\u53ef\u7231\u5de5\u5177\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\">iPromise<\/span>\n <\/div>\n<div class=\"comment-content\">Freedom kills focus. iPromise is a new deep work protocol built on the principle of Body Doubling, the idea that having a “witness” boosts accountability. \/\/ Your AI Buddy lives elegantly in your Mac notch. It understands your active window\u2019s context. When you drift into distractions, it gently nudges you back. \/\/ Make a promise. Your buddy helps you keep it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi I\u2019m Todd, some of you might know me or my team from Cubox, our tool for managing digital knowledge and reading.<\/p>\n<p>Over the years of building efficiency tools, I ran into a deeply personal problem that no reading or note-taking app could fix: The ultimate freedom of working on a Mac was secretly destroying my focus.<\/p>\n<p>Without a boss or an office setting, the temptation to “just check one notification” was constant. Willpower alone was a losing battle. I noticed that I always focused best in bustling coffee shops or libraries, anywhere with a “presence.” That led me to dive into the psychological concept of Body Doubling \u2014 the proven idea that having a “witness” to your work drastically reduces procrastination.<\/p>\n<p>I built iPromise to digitize that exact energy and bring it straight to your Mac screen.<\/p>\n<p>Why iPromise is different:<\/p>\n<p>The “Witness” Protocol: You commit to one single, hard task. Your AI Focus Buddy, living elegantly in your Mac notch, becomes your companion and keeps you accountable.<\/p>\n<p>Context-Aware, Not an Intrusive Monitor: It doesn’t just run a timer. It understands the context of your active window and knows if you’re actually building or getting lost in a thread.<\/p>\n<p>Privacy-First: Like with Cubox, I care deeply about data privacy. Your screen data never sends to us.<\/p>\n<p>iPromise is currently completely free. I haven’t even figured out a pricing model yet because my main goal right now is to perfect the core experience and build it alongside this community.<\/p>\n<p>I\u2019d love to hear your thoughts, feedback, or any feature requests. What\u2019s the biggest distraction you fight on your Mac every day?<\/p>\n<p>Let’s stop working alone, and start making promises.<\/p>\n<p>Stay focused!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@todd_j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@todd_j<\/a> Congrats on the launch! The \u201cmake a promise, then keep it\u201d framing is really strong, much more human than a typical time tracker. Love the idea of bringing body doubling into the Mac notch. Curious how you keep the nudges helpful without making the buddy feel like another distraction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@todd_j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@todd_j<\/a> Congrats on the launch. Most productivity tools try to solve distraction through restriction:<br \/>block apps, mute notifications, lock websites. But your approach seems behavioral rather than punitive. The part I\u2019m curious about is the \u201ccontext-aware\u201d layer. How are you determining whether someone is genuinely working vs. simply staying inside the \u201ccorrect\u201d window?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Great idea! as someone with ADHD I’ve been trying to build myself an interstitial journal, the body doubling via the notch is a great idea. Downloaded and excited to try this \ud83d\ude42<\/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\/@raunaqvaisoha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunaqvaisoha<\/a> \u201cinterstitial journal\u201d is an interesting describe. I\u2019ve always hoped iPromise could be especially helpful for people who share some of these ADHD-like traits. \ud83d\udc4f<\/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>distraction usually starts as a tiny \u201cjust one notification\u201d moment and then quietly breaks the whole flow.<\/p>\n<p>I like the body-doubling\/witness angle because it feels more human than another blocker.how iPromise knows when to intervene versus stay quiet. Does it learn each user\u2019s work patterns over time, or does the user define what \u201cfocused\u201d means for each promise?<\/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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> Exactly, a lot of distraction usually starts with a tiny \u201cjust one second\u201d moment, then the whole context quietly slips away. And yes, we\u2019ve been thinking a lot about the difference between \u201cblocking\u201d and \u201ccompanionship.\u201d The goal is more like a gentle witness that helps bring you back.<\/p>\n<\/p>\n<p>Right now, the focus judgment is a combination: the current promise\/task you defined, and contextual signals like apps, window titles, window content etc.<\/p>\n<\/p>\n<p>We plan to gradually add: user-defined rules and customization, feedback signals (so users can correct or reinforce judgments, and longer-term learning from patterns and session 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The trust killer for this kind of tool is the first false positive I guess? Buddy nudges me while I’m actually deep on something that just looks like drift (HN thread that’s real research, Twitter that’s competitor recon). How does the current heuristic handle ‘looks like distraction, is the work’? By all means, good launch great work!<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> I think that\u2019s a very fair concern. We’ve tested over 100 cases, but still thinking, giving users some control is really important, we don\u2019t think a fully AI-driven definition can fit everyone perfectly. Different kinds of work can look very similar on the surface, so part of the direction is letting the system gradually adapt with feedback and personalization over time.<\/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>Body doubling is underrated for solo devs working alone means no ambient accountability. Curious how the AI version compares to actual co-working sessions. Does it react to what you’re doing or mostly just stay present?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 notch as a surface for ambient companions is a genuinely good call \u2014 it’s one of the few places on the Mac where a glanceable element doesn’t feel like it’s stealing real estate. Quick question: is the “buddy” reacting to anything (active window, time in app), or is it purely a timer\/animation? I’m trying to figure out whether this works for me as a vibes nudge vs. an actual focus signal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>as a fellow mac indie \u2014 curious how you handle the notch UI on non-notch macs (external display, MBA M1)? does it gracefully fall back to menubar, or hide entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love all the animal avatars! The design is super neat. Is it possible to adjust the “tone” of your buddy? For example, I personally would find it more intriguing if it was very blunt and sassy to me when I get distracted, rather than giving a polite, long paragraph…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey Todd! As great as this is – it poses a serious privacy\/security threat. E.g. I read “Your screen data never sends to us”, but how do you independently ensure this to users? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>lovely, cant wait to give this a go. how are you handing the screen context, is it local? the better question would be if it’s a one time payment or a subscription?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>hey todd! this is right up my street \ud83d\ude42 body-doubling shrunk to the notch, smart! the hard part is presence without surveillance. does it sit there as an awareness signal, or does it actively nudge when focus drops? and how do you draw the line. congrats on your launch, and good luck 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<div class=\"comment-item\">\n<div class=\"comment-content\">Does it also support personal daily promises\/tasks?<\/p>\n<p>Asking for a friend \ud83d\ude05<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myrto_skourletou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myrto_skourletou<\/a> Thanks for asking \ud83d\ude05 That\u2019s actually a really interesting direction we\u2019ve been thinking about too. I think personal daily promises could become much more meaningful alongside iPhone support in the future. Either way, we definitely hope iPromise will eventually grow into a cross-device experience, with Mac and iPhone working together naturally.<\/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! Personally, my biggest distraction is basically a “quick check” loophole. I’d open a new tab to look up one piece of documentation and end up in a completely different rabbit hole. <br \/>Quick question about the ambient sound: Will we be able to import or bring our own custom soundtracks or background audio loops or do you have\/are you planning an integration with external players like Spotify or Apple Music?<\/p>\n<h3><\/h3>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks for sharing. For now we\u2019re staying very focused on improving the core focus experience first. Interestingly, we\u2019ve heard very similar requests from <a href=\"https:\/\/www.producthunt.com\/products\/focast\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"focast\" target=\"_blank\" rel=\"noopener\">@Focast<\/a> users too, so it\u2019s definitely something we\u2019re paying more attention to 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! As someone who’s sat in virtual study rooms this is intriguing, also an awesome name \ud83d\ude42 I guess one thing I got from people-populated study rooms was the feeling of reciprocity (the other people there also doing their own work) rather than surveillance. Curious what it will feel like to not have that, will take this for a spin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> Thank you! And yes, that distinction is really important to us too. I don\u2019t think AI can fully replace the reciprocity of real humans working together, but maybe it can still help create a gentler sense of presence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Good job with the copywriting for the name of the product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you. I\u2019ve always loved that sense of emotional connection 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">looks like a promising app! makes a lot of sense and for someone like myself who uses body doubling services often, i\u2019m keen to give this a go! <\/p>\n<p>seems strange thought that the latest supported openai model is 5.2, given how much of an improvement overall 5.5 is. any plans to update the models available?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_sardo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_sardo<\/a> Thanks! Really glad the concept resonates with you. For the AI models, we\u2019re currently balancing capability, stability, and cost efficiency, so we started by supporting a smaller curated set first. We definitely plan to gradually open up more model options recently, including custom\/OpenAI-compatible providers as 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<\/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\/CAWHP3ZT3TUW2Y\" class=\"app-title\">Auto Posts<\/a><\/p>\n<div class=\"one-liner\">Schedule social post, Telegram messages + more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">165<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Auto Posts\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u8c03\u5ea6\u5de5\u5177\uff0c\u5e2e\u52a9\u5c0f\u578b\u56e2\u961f\u548c\u4e2a\u4f53\u521b\u4e1a\u8005\u5728\u4e00\u4e2a\u4eea\u8868\u76d8\u4e2d\u8de8\u5e73\u53f0\uff08Facebook\u3001Instagram\u3001X\u3001LinkedIn\u3001Pinterest\u3001Telegram\u7b49\uff09\u89c4\u5212\u3001\u8c03\u5ea6\u5e76\u81ea\u52a8\u53d1\u5e03\u5185\u5bb9\uff0c\u89e3\u51b3\u624b\u52a8\u591a\u5e73\u53f0\u53d1\u5e16\u7684\u65f6\u95f4\u6d6a\u8d39\u4e0e\u6548\u7387\u4f4e\u4e0b\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\/ec549cc0-3ec3-410f-b51e-58511208f633.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\/9c9e2c1c-468e-4e1f-938a-50508183adb9.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\/e42f3de9-6a3a-421e-b2a4-9185bede1aae.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\/69c9df83-9ed0-4101-b3cf-c65323a456c5.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5c0f\u578b\u56e2\u961f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7SaaS<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Telegram\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">Product Hunt\u65b0\u54c1<\/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\u70b9\u96c6\u4e2d\u5728\u4e0e\u7ade\u54c1\u7684\u5dee\u5f02\u5316\uff08\u5982Post-Bridge\uff09\u3001\u662f\u5426\u652f\u6301AI\u5185\u5bb9\u751f\u6210\u3001\u8de8\u5e73\u53f0\u5185\u5bb9\u9002\u914d\uff08\u5355\u6b21\u53d1\u5e03\u7edf\u4e00\u6587\u6848\u95ee\u9898\uff09\u3001API\u67b6\u6784\u7075\u6d3b\u6027\uff08\u4ee5\u5e94\u5bf9\u5e73\u53f0\u63a5\u53e3\u53d8\u52a8\uff09\u3001\u4ee5\u53ca\u4eceBuffer\/Hootsuite\u7b49\u5de5\u5177\u5207\u6362\u7684\u539f\u56e0\uff08\u4ef7\u683c\u4e0e\u590d\u6742\u6027\uff09\u3002\u5efa\u8bae\u52a0\u5f3a\u8de8\u5e73\u53f0\u5bf9\u6bd4\u5206\u6790\u529f\u80fd\uff0c\u5e76\u660e\u786e\u662f\u5426\u63d0\u4f9bAPI\u8c03\u7528\u548c\u514d\u8d39\u5c42\u7ea7\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 Auto Posts\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u786c\u571f\u521b\u4e1a\u201d\u4ea7\u7269\u2014\u2014\u4ece\u6536\u8d2d\u4e00\u4e2a\u8d77\u8d77\u843d\u843d\u7684\u8001\u5e94\u7528\uff08Pursocial\uff09\u91cd\u5199\u4ee3\u7801\u540e\u91cd\u751f\uff0c\u56e2\u961f\u5766\u8bda\u5730\u627f\u8ba4\u81ea\u5df1\u6253\u4e0d\u8fc7Hootsuite\u7b49\u5de8\u5934\uff0c\u4e8e\u662f\u9009\u62e9\u670d\u52a1\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u7fa4\u4f53\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u5728\u903b\u8f91\u4e0a\u6210\u7acb\uff0c\u4f46\u5fc5\u987b\u9762\u5bf9\u4e00\u4e2a\u6b8b\u9177\u73b0\u5b9e\uff1a\u793e\u4ea4\u8c03\u5ea6\u5de5\u5177\u5e02\u573a\u5df2\u662f\u7ea2\u6d77\u4e2d\u7684\u575f\u573a\u3002\u7528\u6237\u8bc4\u8bba\u91cc\u63d0\u5230\u7684\u201cContent creation\u201d\u548c\u201cper-channel variations\u201d\u624d\u662f\u771f\u6b63\u7684\u75db\u70b9\uff0c\u800cAuto Posts\u76ee\u524d\u53ea\u662f\u628a\u6700\u57fa\u672c\u7684\u591a\u5e73\u53f0\u5b9a\u65f6\u53d1\u5e03\u505a\u51fa\u6765\u4e86\uff0cAI\u5199\u7a3f\u3001\u6587\u6848\u9002\u914d\u3001\u6df1\u5ea6\u5206\u6790\u7b49\u91cd\u8981\u80fd\u529b\u5c1a\u672a\u6210\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u56e2\u961f\u56de\u590d\u4e2d\u63d0\u5230\u201c\u5feb\u901f\u8fed\u4ee3\u3001\u503e\u542c\u7528\u6237\u201d\uff0c\u4f46API\u63a5\u53e3\u9891\u7e41\u53d8\u66f4\u662f\u6240\u6709\u7b2c\u4e09\u65b9\u8c03\u5ea6\u7684\u963f\u514b\u7409\u65af\u4e4b\u8e35\u3002\u4ed6\u4eec\u901a\u8fc7Node.js\u91cd\u5199\u540e\u80fd\u5426\u6bd4\u7ade\u54c1\u66f4\u5feb\u9002\u914dX\uff08\u539fTwitter\uff09\u6216Instagram\u7684API\u53d8\u52a8\uff1f\u8fd9\u5c1a\u672a\u7ecf\u8fc7\u5e02\u573a\u68c0\u9a8c\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u7528\u6237\u589e\u957f\u548c\u7559\u5b58\u9700\u8981\u9760\u201c\u4e0d\u53ef\u66ff\u4ee3\u6027\u201d\uff0c\u800c\u76ee\u524dAuto Posts\u7684\u529f\u80fd\u96c6\u53ea\u662f\u628a\u4f01\u4e1a\u5de8\u5934\u4eec\uff08\u5982Sprout Social\u3001Later\uff09\u7684\u5f03\u7528\u529f\u80fd\uff08\u57fa\u7840\u8c03\u5ea6\u3001\u7b80\u5355\u6bd4\u6570\uff09\u642c\u4e86\u8fc7\u6765\uff0c\u7f3a\u4e4f\u72ec\u521b\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u6700\u5927\u7684\u4f18\u52bf\u662f\u4ef7\u683c\uff08\u9996\u5e7450% off\uff09\u548c\u4e0d\u8d77\u773c\u7684\u201cTelegram\u652f\u6301\u201d\u8fd9\u79cd\u5730\u57df\u5316\u5dee\u5f02\u70b9\uff0c\u4f46\u8fd9\u5f88\u96be\u6491\u8d77\u957f\u671f\u62a4\u57ce\u6cb3\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u5b8c\u6210\u4e24\u4e2a\u5173\u952e\u52a8\u4f5c\uff1a1\uff09\u7528\u4f4e\u6210\u672cAI\u5305\u88c5\u4e00\u4e2a\u201c\u5185\u5bb9\u9002\u914d\u5f15\u64ce\u201d\uff0c\u5b9e\u73b0\u4e00\u6761\u6587\u6848\u5728\u4e0d\u540c\u5e73\u53f0\u81ea\u52a8\u8c03\u6574\u7ed3\u6784\u548c\u8bed\u8c03\uff1b2\uff09\u5c06\u201c\u7b80\u5355\u8c03\u5ea6\u201d\u5411\u201c\u81ea\u52a8\u5316\u8425\u9500\u201d\u8f6c\u5316\uff0c\u6bd4\u5982\u7ed3\u5408\u7528\u6237\u4e8b\u4ef6\u89e6\u53d1\u53d1\u5e03\u52a8\u4f5c\u3002\u5426\u5219\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u50cf\u8bd5\u7528Buffer\u4e00\u6837\uff0c\u8bd5\u7528\u5b8c\u6253\u6298\u671f\u5c31\u6d41\u5931\u5230\u4e0b\u4e00\u4e2a\u66f4\u4fbf\u5b9c\u7684\u66ff\u4ee3\u54c1\u3002\u5173\u6ce8\u201c\u6267\u884c\u901f\u5ea6\u201d\u662f\u597d\u7684\uff0c\u4f46\u5c0f\u56e2\u961f\u552f\u4e00\u7684\u751f\u5b58\u7b56\u7565\u662f\u7528\u65f6\u95f4\u6362\u53d6\u529f\u80fd\u6df1\u5ea6\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u5728\u5e7f\u5ea6\u4e0a\u6a21\u4eff\u5927\u5382\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\">Auto Posts<\/span>\n <\/div>\n<div class=\"comment-content\">Stop wasting your time manually posting on every social platform. Plan your content and schedule posts across all platforms from one simple dashboard. Focus on building your business, not your content calendar. AutoPost helps you schedule smarter, post automatically, and reclaim your time. Because your business needs you, your socials don\u2019t.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt,<\/p>\n<p>As bootstrapped founders, we purchased pursocial.com about a year ago and rewrote the whole app in Node.js because our tech team’s primary coding stack is Node.js. Today we are launching it as AutoPosts. <\/p>\n<p>We kept all the cool and essential features from the old app, improved the UX\/UI and refreshed the entire design. <\/p>\n<p>We are super excited to launch it today. The app was making ~$500-$600 when we bought it and we know this is a crowded space. What makes us different from bigger players is that we move fast, listen to user feedback and can quickly improve or add new features while keeping affordable pricing. Most of the big players in the market are focused on enterprise customers because they need to keep growing at scale. We are here to serve smaller teams and businesses like ours. <\/p>\n<p>With AutoPosts, you can schedule posts across Facebook, Instagram, X, LinkedIn, Pinterest, Telegram and more. We are currently working on adding other social media platforms, so you can save time manually posting content and focus more on your business. <\/p>\n<p>As part of our Product Hunt launch, we are giving away 50% off forever to all users. The code is PH50 which can be applied at checkout. This offer expires in 7 days. <\/p>\n<p>If you have any questions or feedback, we’d love to hear them. Thank you for your support \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rashid_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rashid_khasanov<\/a> Congrats on the launch. Most social scheduling tools eventually become \u201call-in-one dashboards\u201d that optimize for enterprise workflows, which often makes the actual posting experience slower and more complicated for smaller teams. Since you rebuilt AutoPosts in Node.js and positioned it around moving fast on user feedback, I\u2019m curious about the technical side of that advantage:<\/p>\n<\/p>\n<p>How are you thinking about building a flexible architecture for constantly changing social platform APIs (especially X, LinkedIn, and Instagram) while still keeping the product lightweight and affordable for SMBs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Scheduling is solved by a lot of tools already, now what makes the analytics side actually useful here? Like, does it help you understand <em>why<\/em> something performed well, or is it mostly just tracking numbers you could see natively on each platform?<\/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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Yes I agree! <\/p>\n<p>The goal is not only showing raw numbers you already see natively, but helping you compare performance across platforms in one place. This should give you an idea to spot patterns without jumping between dashboards. <\/p>\n<p>For example, you can compare engagements, follower gained\/lost, reach, likes across different dates and platforms which helps you understand what’s working well for your brand and what’s not. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Same question here. Aggregating numbers you can already see natively on each platform isn’t enough. What does AutoPosts show you that the platforms themselves don’t? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Looks cool, does it also help write the content of posts?<\/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\">@louislecat thank you Louis!<\/p>\n<p>Not yet, but it\u2019s definitely something we are considering adding in the future.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I think your biggest competitor would<br \/>\nBe post-bridge, as the biggest hootsuite indie alternative that comes to mind. How do you plan on penetrating their moat?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Managing social posting as a solo dev is always the first thing that slips. Does it generate the content too or just schedule what you give it? The content creation part is where most of my time goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Useful launch for teams that need recurring distribution across social and Telegram. The hard part for campaign workflows is keeping the same message adapted per channel instead of blasting identical copy everywhere. Do you support per-channel variations from one campaign brief?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Useful launch for teams that need recurring distribution across social and Telegram. The hard part for campaign workflows is keeping the same message adapted per channel instead of blasting identical copy everywhere. Do you support per-channel variations from one campaign brief, or is the workflow mainly scheduling separate posts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 is a smart problem to solve right now. Especially with how fast Al tooling is moving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Does this tool accept calls from my server for like fully automatic posting<br \/>\nAnd is their a free tier<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! We’re covering a similar problem with Worvi \u2014 automating WhatsApp Business conversations for small businesses. The multi-channel angle is key, most solopreneurs are drowning in managing DMs across platforms manually. Does Auto Posts handle WhatsApp or just Twitter\/LinkedIn\/Telegram 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<div class=\"comment-item\">\n<div class=\"comment-content\">When someone is coming from Buffer or Hootsuite, what\u2019s the most common breaking point that triggers the switch to AutoPosts, and what does the fastest \u201ctime-to-first-value\u201d onboarding path look like for them (accounts \u2192 first scheduled batch \u2192 automation)?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Good questions! The biggest breaking points are pricing, complexity and feature overload. Most small companies\/brands don’t need enterprise level dashboard with hundreds of features in it. <\/p>\n<p>Fastest onboarding path on Autoposts:<\/p>\n<p>1. Connect your social accounts<br \/>2. Create or import posts<br \/>3. Schedule them<br \/>4. Let the Autopost handle the publishing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 know how this compares against traditional QA workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> I am sorry but by QA, do you mean Quality Assurance?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 seeing a tool built specifically with smaller teams in mind! Having Telegram and Pinterest included alongside the usual platforms is a huge plus. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elene_tandashvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_tandashvili<\/a> This tool was tailored to russian speaking countries when it was initially built and that’s why we have Telegram there. Thanks for your support Elene!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>great job guys!! I have one question – do we also get this comparative analysis on how an individual post doing on different social media platform? Maybe a post doing well on Insta but not well on X? does this kind of data available?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ashishkingdom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashishkingdom<\/a> Thanks Ashish! <\/p>\n<p>Doing comparative analysis of why a certain post performed better on X versus LinkedIn depends on many factors and algorithm logic of those platforms. It’s actually a pretty hard problem to solve imo. <\/p>\n<p>You can compare how your posts performed in terms of engagement, average reach, subscribers gained, comments and likes by choosing different date ranges and we do have this functionality built into the 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>Looks cool, So will it post on all socials automatically by creating different set of creatives and posting them all over Insta,Fb pages,Linkedin Pages and X<br \/>also does it require any confirmation to post on my behalf regularly.<br \/>one confusion as your product says “Plan your content and schedule posts across all platforms” if so what difference it makes since mostly all platforms provide with content planning and future schedule options<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jai_jha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jai_jha<\/a> Thanks Jai!<\/p>\n<p>Right now, you can schedule and publish posts across different platforms from one dashboard instead of managing each platform separately. You can post to Instagram, FB, LinkedIn, X\/Twitter and others at the same time.<\/p>\n<p>It doesn’t automatically create different creatives for every platform – we will consider building this feature down the road. <\/p>\n<p>Right now the main difference from other big players is that we don’t overload users with tons of features they don’t need, our pricing is affordable, and we focus on basics like scheduling, automations and multi-platform posting from one simple dashboard.<\/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\">Interesting approach. Congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<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\">@farbodsaraf appreciate your support\ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/EYUAX2RLAQKR4Q\" class=\"app-title\">Prosed<\/a><\/p>\n<div class=\"one-liner\">Go from newsletters & podcasts to published manuscript<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Prosed\u901a\u8fc7\u5206\u6790\u521b\u4f5c\u8005\u5df2\u6709\u7684Newsletter\u3001\u64ad\u5ba2\u3001\u793e\u4ea4\u5a92\u4f53\u7b49\u5185\u5bb9\uff0c\u5c06\u5176\u81ea\u52a8\u6574\u7406\u6210\u4fdd\u7559\u4e2a\u4eba\u8bed\u6c14\u7684\u5b8c\u6574\u4e66\u7a3f\uff0c\u89e3\u51b3\u201c\u5185\u5bb9\u6563\u843d\u5404\u5904\uff0c\u6ca1\u65f6\u95f4\u6574\u5408\u6210\u4e66\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\/32464592-119d-42b5-a2bf-df6c12cc1d4d.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\/4ca34f38-102f-4f8c-99fe-a1b03bfc7d78.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\/afca376d-2b67-4969-942a-416a646537ae.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\/a7e7f4e6-005e-40e0-b5d6-f3b1a2425422.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\/c16ba4ec-8e9d-44f3-a899-2784af26c70d.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\/37b58746-434e-477e-9fe9-56364b7cb03c.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\/d03265ab-b275-45c1-bbe9-fd2082508e75.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\/708be59f-1cd4-4dcb-aef5-6664529ac1f0.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\/9bc0f768-2a0f-4afc-b358-dc07af0856b2.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\/ac2628f8-ca3d-46e8-a8ac-2d05741f0b06.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J1exQEDAkE0\"><source src=\"https:\/\/youtu.be\/J1exQEDAkE0\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Books<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e66\u7c4d\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6574\u5408<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u975e\u865a\u6784\u51fa\u7248<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u51fa\u7248\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u624b\u7a3f<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\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\u80af\u5b9a\u4ea7\u54c1\u5b9a\u4f4d\uff0c\u4f46\u5173\u5fc3\uff1a\u2460\u4ec5\u9650\u975e\u865a\u6784\uff0c\u65e0\u6cd5\u5199\u79d1\u5e7b\uff1b\u2461\u8f93\u5165\u8d28\u91cf\u4f9d\u8d56\u957f\u6587\uff08Newsletter\u6700\u4f73\uff09\uff0c\u788e\u7247\u5316\u5185\u5bb9\u6548\u679c\u5dee\uff1b\u2462\u9700\u660e\u786e\u6807\u6ce8\u201cAI\u751f\u6210\u7684\u8fde\u63a5\u90e8\u5206\u201d\u4e0e\u201c\u7528\u6237\u539f\u59cb\u5185\u5bb9\u201d\u7684\u754c\u9650\uff1b\u2463\u8bdd\u9898\u5206\u6563\u65f6\u4ea7\u54c1\u4f1a\u5931\u6548\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 Prosed\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u72ed\u7a84\u7684\u75db\u70b9\uff1a\u8d44\u6df1\u5185\u5bb9\u521b\u4f5c\u8005\u201c\u6709\u6599\u4f46\u6ca1\u7a7a\u6574\u7406\u201d\u7684\u51fa\u7248\u7126\u8651\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201cAI\u5199\u4f5c\u201d\uff0c\u800c\u662f\u201cAI\u6c47\u7f16\u201d\u2014\u2014\u4e0d\u751f\u6210\u65b0\u89c2\u70b9\uff0c\u53ea\u505a\u7ed3\u6784\u5316\u548c\u8bed\u6c14\u4fdd\u7559\u3002\u8fd9\u5de7\u5999\u907f\u5f00\u4e86\u5f53\u524dAI\u5199\u4f5c\u201c\u5473\u540c\u56bc\u8721\u201d\u7684\u4fe1\u4efb\u5371\u673a\uff0c\u4e5f\u7b26\u5408\u521b\u4f5c\u8005\u5bf9\u201c\u4e2a\u4eba\u54c1\u724c\u4e00\u81f4\u6027\u201d\u7684\u6267\u5ff5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u7b2c\u4e00\uff0c\u4ea7\u54c1\u5bf9\u8f93\u5165\u8d28\u91cf\u8981\u6c42\u6781\u9ad8\uff0c30-50\u7bc7\u540c\u4e3b\u9898\u957f\u6587\u662f\u95e8\u69db\uff0c\u8fd9\u6ce8\u5b9a\u5b83\u53ea\u670d\u52a1\u6781\u5c11\u6570\u5df2\u6709\u5927\u91cf\u6c89\u6dc0\u7684\u4e13\u4e1a\u4eba\u58eb\uff08\u5982\u535a\u4e3b\u3001\u8bb2\u5e08\u3001\u54a8\u8be2\u987e\u95ee\uff09\uff0c\u800c\u975e\u5927\u4f17\u3002\u7b2c\u4e8c\uff0c\u201c\u4fdd\u7559\u8bed\u6c14\u201d\u5728\u957f\u6587\u672c\u4e2d\u6781\u6613\u9000\u5316\u4e3a\u201c\u8868\u9762\u6a21\u4eff\u201d\uff0c\u82e5\u7f3a\u4e4f\u4e25\u683c\u7684\u6765\u6e90\u6eaf\u6e90\u673a\u5236\uff08\u5982\u7528\u6237\u53cd\u9988\u7684\u201c\u6765\u6e90-\u7ae0\u8282\u5730\u56fe\u201d\uff09\uff0c\u6700\u7ec8\u7a3f\u4ecd\u53ef\u80fd\u88ab\u8bc6\u7834\u4e3a\u201cAI\u6da6\u8272\u7248\u201d\uff0c\u53cd\u800c\u4f24\u5bb3\u521b\u4f5c\u8005\u53e3\u7891\u3002\u7b2c\u4e09\uff0c\u5b9a\u4ef7\u7b56\u7565\uff08$47\u9501\u4ef7\uff09\u5728\u65e9\u671f\u53ef\u4ee5\u5438\u5f15KOL\uff0c\u4f46\u82e5\u540e\u7eed\u65e0\u6cd5\u8bc1\u660e\u80fd\u663e\u8457\u63d0\u5347\u51fa\u7248\u6548\u7387\uff08\u5982\u4ece6\u4e2a\u6708\u538b\u7f29\u52302\u5468\uff09\uff0c\u590d\u8d2d\u4e0e\u573a\u666f\u6269\u5c55\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cProsed\u5356\u7684\u4e0d\u662f\u5de5\u5177\uff0c\u800c\u662f\u201c\u8ba9\u521b\u4f5c\u8005\u6709\u672c\u81ea\u5df1\u7684\u4e66\u201d\u7684\u793e\u4ea4\u8d27\u5e01\u3002\u5176\u6210\u8d25\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u591a\u5f3a\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5e2e\u7528\u6237\u7ed5\u8fc7\u201c\u5199\u5b8c\u4e0d\u7b97\uff0c\u5356\u5f97\u51fa\u53bb\u624d\u7b97\u201d\u7684\u51fa\u7248\u51b7\u542f\u52a8\u2014\u2014\u82e5\u4ec5\u6b62\u4e8ePDF\/DOCX\u5bfc\u51fa\uff0c\u4ef7\u503c\u6709\u9650\u3002\u771f\u6b63\u7684\u6740\u624b\u950f\u6216\u8bb8\u662f\u5185\u7f6e\u7684ISBN\u7533\u8bf7\u3001\u4e9a\u9a6c\u900a\u4e0a\u67b6\u3001\u751a\u81f3\u6309\u9700\u5370\u5237\u5bf9\u63a5\u3002\u76ee\u524d\u900f\u9732\u7684\u201c\u5c01\u9762\u8bbe\u8ba1+\u6253\u5370\u8ba2\u8d2d\u201d\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u7ec6\u8282\u7f3a\u5931\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u5bf9\u5b58\u91cf\u521b\u4f5c\u8005\u662f\u201c\u65f6\u95f4\u6362\u540d\u58f0\u201d\u7684\u9ad8\u6548\u6760\u6746\uff0c\u4f46\u5bf9\u666e\u901a\u7528\u6237\u800c\u8a00\uff0c\u5185\u5bb9\u90fd\u6ca1\u6709\uff0c\u8c08\u4f55\u6574\u7406\uff1f\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\">Prosed<\/span>\n <\/div>\n<div class=\"comment-content\">You’ve spent years creating\u2014newsletters, podcasts, LinkedIn posts, courses. The book is in there. You just haven’t had time to assemble it. Prosed’s Inkwell pipeline analyzes your voice, structures your scattered content into chapters, and produces a manuscript that actually sounds like you. Not generic AI writing or slop. Your words, your ideas, assembled into something real. Built-in editorial review. Print-ready PDF\/DOCX export. Beta: $47 for the first 100 founders.<\/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 almost wrote a book back in 2016. LinkedIn guide for Italians, outline ready, momentum going. Life happened. The idea sat and it’s still in my G Drive! <\/p>\n<p>But I kept writing, newsletters, LinkedIn posts, podcast appearances, blog posts. Years of it. A couple of months ago, I realized: I already had a book in there. Scattered across a decade of content, but all there. My voice, my ideas, my perspective.<\/p>\n<p>Pulling it together felt impossible. Not because I can’t write \u2014 because the assembly feels impossible. Which pieces go where, how do they flow, how do you preserve what made people care in the first place?<\/p>\n<p>That’s an assembly block. And I know I’m not alone in it!<\/p>\n<p>So I built Prosed. Here’s what the Inkwell pipeline (a proprietary 10-pillar funnel built on the top best-selling books) does:<br \/>\n\ud83d\udd0d Analyzes your voice from your existing content<br \/>\n\ud83d\udcd6 Structures scattered writing into a real book outline<br \/>\n\u270d\ufe0f Drafts chapter connections while preserving your tone<br \/>\n\ud83d\udcca Scores every chapter (voice, cohesion, story, polish)<br \/>\n\ud83d\udda8\ufe0f Cover design, print ordering, PDF\/ePub\/DOCX export<\/p>\n<p>You own 100% of your manuscript. You stay in control. We just remove the painful parts.<\/p>\n<p>Launching at $47 for the first 100 founders (standard will be $197). That price locks in forever (founder plan).<\/p>\n<p>I’d love to hear \ud83d\udc49 how many of you have years of content sitting around and a nagging feeling it could be a book? What’s stopped you from doing it?<\/p>\n<p>Happy to answer any questions about the product, the tech, or the build journey \ud83d\ude4c<\/p><\/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\/@rails\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rails<\/a> Nice! I never thought of writing a book myself before, but between my blog posts, workshops, patents, and publications, this is very intriguing! Especially if it can do it in my voice.<\/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\/@rails\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rails<\/a> It sounds promising. I’m curious: I have social posts and podcast appearances. How much content would you need to get a solid output from your perspective?<\/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 love the idea of easily turning existing content into a polished book. Perfect for creators who have loads of content but haven’t had the time to publish a book 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Spot on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cory_lane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cory_lane<\/a> That’s right! Do you have an archive? Want to give it a try? We’ll be here supporting along the way \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Is it tailored to a specific genre like, for example, an autobiography? Or can I write sci-fi with it if I want?<\/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\/@haldavaroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haldavaroman<\/a> Right now it’s built for non-fiction. Think creators who already have a lot of content out there (newsletters, podcasts, courses, guides), and want to assemble that into a book. We just give that content a spine, makes sense?<\/p>\n<\/p>\n<p>Sci-fi is a different beast. We’d need to generate original plot, characters, world-building from scratch, and that’s not what Prosed does. We assemble your existing content into a book, we don’t invent new stuff. So if you have a backlog of short stories or world-building notes, maybe. But if you’re starting from zero, that’s not our lane today! <\/p>\n<\/p>\n<p>Do you have sci-fi notes, or stories?<\/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>Prosed is such a unique name. What was your inspiration for naming your product this?<\/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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> On the name, Prosed as in, your ideas have been prosed. Turned into prose. I think that was clear, but also that’s why we liked it, self explanator \ud83d\ude09 It sounded good from the start. We had another name in mind, but it was already quite used, and this was our equal best!<\/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<blockquote>\n<p>Prosed is such a unique name.<\/p>\n<\/blockquote>\n<p>Strong +1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 elise! great product but also want to add i love your design style. this is def the underrated long game for makers! how do you tighten the voice without flattening the personality? good luck with your launch \ud83d\ude42<\/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\/@hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiyamojo<\/a>Thank you! Design took some effort so that means a lot.<\/p>\n<\/p>\n<p>On voice, we don’t actually write anything. We assemble the creator’s existing content into a book structure, with some connective tissue to make it all flow. So the personality is already there because it’s their words, their ideas, their arguments.<\/p>\n<\/p>\n<p>Inkwell analyzes their content before starting. Not just vocabulary and tone, but sentence rhythm, how they build their points, even what kind of humor they use. The more content we have, the sharper the result.<\/p>\n<\/p>\n<p>What we remove is the stuff that doesn’t belong in a book (filler, repetition, off-topic detours). <\/p>\n<\/p>\n<p>Thanks for the kind words and for stopping by!<\/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<blockquote>\n<p>great product but also want to add i love your design style.<\/p>\n<\/blockquote>\n<p>spot on! taste is sooooooo underrated these days. s\/o for the great work, ?makers<\/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 assembly-block framing is very real. The risk I\u2019d watch is that \u201csounds like you\u201d can mean two different things: surface tone, or preserving the actual judgment behind the old essays\/posts\/podcast moments.<\/p>\n<\/p>\n<p>For a book workflow, I\u2019d love a source-to-chapter map: which passages came from the creator\u2019s original material, which connective tissue Prosed added, and where the author marked \u201cnot me\u201d or \u201cnot my point.\u201d That would make the manuscript feel less like an AI rewrite and more like an editable spine for the body of work they already built.<\/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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> one of the best comments\/feedback we’ve gotten today.<\/p>\n<\/p>\n<p>You nailed it. “Sounds like you” has layers. Surface tone is the easier part (vocabulary, sentence patterns, rhythm). The harder part is preserving the actual judgment behind someone’s writing. What they were arguing, not just how they said it.<\/p>\n<\/p>\n<p>That’s where Inkwell spends most of its time. What you argue and how you build your points. When we score chapters on our D1-D10 dimensions, faithfulness to source reasoning is a big chunk of what we’re looking at.<\/p>\n<\/p>\n<p>The source-to-chapter map is a great idea! \ud83d\udca1 We don’t have that today, but creators review every chapter and can flag anything that feels off inside the portal once the first draft is assembled. It’s back and forth, not a one-shot “here’s your book.” But a visual map showing “this paragraph came from newsletter #14, this is connective tissue we added” would be really useful. Going on the roadmap for sure!<\/p>\n<\/p>\n<p>Love the “editable spine” framing btw. That’s exactly what we’re building! \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What\u2019s the most unexpected use case you discovered?<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Most unexpected use case so far: someone wanted to turn a dieting\/health protocol into a book to send to clients. Women with chronic health conditions who needed a physical guide (not just the digital guides their teams have built\/offered so far). Didn’t see that coming, but it makes total sense. Strong voice, lots of existing content and guides, just wanted a deeper book structure to get to the shelf of their customers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">What inputs produce the best outcomes today (e.g., Substack essays vs podcast transcripts vs LinkedIn posts), and what are the most common failure cases where the pipeline struggles (repetition, inconsistent topics, missing narrative arc)? How do you guide users through those tradeoffs?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> great questions, honestly, ones we thought about a lot and put time into avoiding failures and keeping quality high!<\/p>\n<\/p>\n<p><strong>Best inputs:<\/strong><\/p>\n<p><strong>1 <\/strong>Long-form newsletters and essays win by a mile. Already written, already structured, already sounds like you. Inkwell has the most to work with there.<\/p>\n<\/p>\n<p><strong>2 <\/strong>Course content is a surprisingly close second. Lessons already have a logical flow baked in.<\/p>\n<\/p>\n<p><strong>3 <\/strong>Podcast transcripts are strong on voice but messier. Works well, just needs more editing and possibly more iterations of the first draft. Solo episodes are best >> where the creator is doing most of the talking, rather than multiple guests. Same for other types of video. <\/p>\n<\/p>\n<p><strong>4 <\/strong>LinkedIn posts and social threads are great for voice fingerprinting and filling gaps, but hard to build a full book from those alone. Too fragmented on their own.<\/p>\n<\/p>\n<p>Sweet spot is someone with 30-50+ pieces of long-form content around a consistent theme.<\/p>\n<\/p>\n<p><strong>Where it breaks:<\/strong><\/p>\n<p>Topic sprawl. If you write about productivity one week and crypto the next and parenting the next, that’s where it gets harder, and the post’s first draft back and forth becomes important. We can’t manufacture coherence that doesn’t exist.<\/p>\n<\/p>\n<p><strong>How we handle it:<\/strong><\/p>\n<p>The questionnaire at the start is more important than users think. It asks about content type, volume, themes, and where they upload the content. If someone has less content, we adjust the scope. Shorter book, tighter focus.<\/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\/products\/prosed-turn-your-content-into-a-book\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"prosed-turn-your-content-into-a-book\" target=\"_blank\" rel=\"noopener\">@Prosed<\/a> reminds me <a href=\"https:\/\/x.com\/naval\/status\/1002107377598873600?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">this thread<\/a> <a href=\"https:\/\/www.producthunt.com\/@naval\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"naval\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naval<\/a> posted on Twitter\/X in 2018 on how to get rich:<\/p>\n<blockquote>\n<p>If you can’t code, write books and blogs, record videos and podcasts.<\/p>\n<\/blockquote>\n<p>No more excuses. Thank you, <a href=\"https:\/\/www.producthunt.com\/@rails\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rails\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rails<\/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\/@naval\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naval<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Ha, that’s a great one! Yeah, I’m a writer, and I personally struggled to take on the assembly effort a book demands. I have so many essays sitting in my G drive, and I’m finally giving them a spine!<\/p>\n<\/p>\n<p>Can’t wait to watch what people write \u270d\ufe0f<\/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\/U7RY625H2RL3IF\" class=\"app-title\">moop<\/a><\/p>\n<div class=\"one-liner\">A social network without media<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Moop\u662f\u4e00\u4e2a\u7eaf\u6587\u5b57\u5217\u8868\u5f0f\u793e\u4ea4\u7f51\u7edc\uff0c\u65e8\u5728\u66ff\u4ee3\u89c6\u89c9\u8f70\u70b8\u7684\u201c\u8111\u8150\u201d\u5185\u5bb9\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u5206\u4eab\u4e66\u5355\u3001\u7535\u5f71\u3001\u63a2\u5e97\u7b49\u4e2a\u4eba\u54c1\u5473\u5217\u8868\u6765\u6fc0\u53d1\u7075\u611f\uff0c\u800c\u975e\u9760\u7b97\u6cd5\u63a8\u9001\u7684\u77ed\u89c6\u9891\u548c\u56fe\u7247\u6d88\u8017\u65f6\u95f4\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\/5ae720e0-7e51-420d-a5e4-0a31635c15ff.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\/e478364c-3d5a-468b-8bdd-d5f7ccb8de43.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\/2d73153c-6d75-497e-82ce-d941c4aa8a65.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Books<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7eaf\u6587\u5b57\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u5217\u8868\u5f0f\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u53cd\u8111\u8150<\/span><br \/>\n <span class=\"tag\">\u54c1\u5473\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u53d1\u73b0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u65e0\u5a92\u4f53<\/span><br \/>\n <span class=\"tag\">\u54c1\u5473\u7b56\u5c55<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u793e\u4ea4\u5a92\u4f53<\/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\u7eaf\u6587\u5b57\u3001\u6781\u7b80\u7684\u8bbe\u8ba1\u65b9\u5411\uff0c\u4f46\u591a\u6570\u8ba4\u4e3a\u5b83\u66f4\u50cf\u201c\u53d1\u73b0\u5de5\u5177\u201d\u800c\u975e\u793e\u4ea4\u7f51\u7edc\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u534f\u4f5c\u5217\u8868\u529f\u80fd\u3001\u5141\u8bb8\u8d85\u94fe\u63a5\uff08\u5982\u5730\u56fe\/\u8d2d\u4e70\u9875\uff09\u3001\u4e30\u5bcc\u672c\u5730\u5316\u5185\u5bb9\uff08\u4f4e\u4ef7\u7f8e\u98df\u3001\u6df1\u591c\u53bb\u5904\uff09\uff0c\u5e76\u62c5\u5fe7\u65e0\u5a92\u4f53\u6a21\u5f0f\u80fd\u5426\u907f\u514d\u9677\u5165\u4f20\u7edf\u5e73\u53f0\u7684\u6d41\u91cf\u4f18\u5316\u9677\u9631\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 Moop\u7684\u6807\u8bed\u548c\u5b9a\u4f4d\u6781\u5176\u7cbe\u51c6\u2014\u2014\u201c\u6ca1\u6709\u5a92\u4f53\u7684\u793e\u4ea4\u7f51\u7edc\u201d\u76f4\u63a5\u547d\u4e2d\u4e86\u5f53\u4ee3\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u8fc7\u8f7d\u3001\u6ce8\u610f\u529b\u788e\u7247\u5316\u7684\u5e7f\u6cdb\u75db\u70b9\u3002\u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u7ed3\u6784\u5316\u7248\u7684\u524d\u4e92\u8054\u7f51\u8bba\u575b+BBS\u201d\uff0c\u7528\u201c\u5217\u8868\u201d\u8fd9\u4e00\u53e4\u8001\u800c\u9ad8\u6548\u7684\u5355\u5143\uff0c\u6210\u529f\u5207\u5165\u4e86\u7528\u6237\u7684\u6536\u85cf\u7656\u3001\u7b56\u5c55\u6b32\u548c\u54c1\u5473\u6807\u699c\u9700\u6c42\u3002\u5b83\u5de7\u5999\u5730\u5c06\u201c\u54c1\u5473\u201d\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u3001\u53ef\u5173\u8054\u3001\u53ef\u6df7\u6392\u7684\u6570\u636e\u70b9\uff0c\u6253\u901a\u4e86\u4ece\u201c\u4e2a\u4eba\u7b14\u8bb0\u201d\u5230\u201c\u516c\u5171\u53d1\u73b0\u201d\u7684\u94fe\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u6311\u6218\u5e76\u975e\u8bbe\u8ba1\u7406\u5ff5\uff0c\u800c\u662f\u5546\u4e1a\u903b\u8f91\u4e0e\u7528\u6237\u7559\u5b58\u673a\u5236\u3002\u8bc4\u8bba\u4e2d\u4e00\u4f4d\u7528\u6237\u7cbe\u51c6\u5730\u53d1\u95ee\uff1a\u201c\u662f\u4ec0\u4e48\u8bbe\u8ba1\u51b3\u7b56\u8ba9\u5b83\u7ed3\u6784\u6027\u5730\u4e0d\u540c\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5ba1\u7f8e\u4e0d\u540c\uff1f\u201d\u7b54\u6848\u6050\u6015\u5728\u4e8e\uff0cMoop\u76ee\u524d\u7684\u7eaf\u6587\u5b57\u5217\u8868\u5176\u5b9e\u53ea\u6709\u4e00\u4e2a\u9690\u5f62\u7684\u201c\u6392\u5e8f\u5668\u201d\u2014\u2014\u70b9\u8d5e\u6570\u3002\u5982\u679c\u672a\u6765\u5e73\u53f0\u6309\u70b9\u8d5e\u70ed\u5ea6\u63a8\u8350\u5217\u8868\uff0c\u5fc5\u7136\u4f1a\u5f15\u5bfc\u7528\u6237\u521b\u4f5c\u201c\u6700\u4f73XXX\u201d\u6216\u201c\u6700\u602aXXX\u201d\u8fd9\u7c7b\u8ffd\u6c42\u4f20\u64ad\u529b\u7684\u6807\u9898\u515a\u5185\u5bb9\uff0c\u4ece\u800c\u91cd\u8e48\u201c\u8111\u8150\u201d\u7684\u8986\u8f99\u3002\u540c\u65f6\uff0c\u65e0\u5a92\u4f53\u6a21\u5f0f\u5929\u7136\u7f3a\u4e4f\u77ed\u89c6\u9891\u7684\u6c89\u6d78\u5f0f\u9ecf\u6027\uff0c\u7528\u6237\u7684\u6253\u5f00\u9891\u6b21\u548c\u65f6\u957f\u5b8c\u5168\u53d6\u51b3\u4e8e\u5176\u201c\u4ea7\u751f\u65b0\u5217\u8868\u201d\u7684\u9891\u7387\uff0c\u5546\u4e1a\u5316\u8def\u5f84\uff08\u5e7f\u544a\u4f4d\uff1f\u4ed8\u8d39\u7b56\u5c55\uff1f\uff09\u6781\u5176\u72ed\u7a84\uff0c\u7a0d\u6709\u4e0d\u614e\u5c31\u4f1a\u53d8\u6210\u201c\u4e00\u4e2a\u5f88\u597d\u770b\u7684\u624b\u673a\u5907\u5fd8\u5f55\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n Moop\u6700\u5b9d\u8d35\u7684\u8d44\u4ea7\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u5b83\u5438\u5f15\u6765\u7684\u7b2c\u4e00\u6279\u7528\u6237\u2014\u2014\u90a3\u4e9b\u5bf9\u201c\u54c1\u5473\u201d\u6709\u660e\u786e\u8ffd\u6c42\u3001\u613f\u610f\u4e3a\u201c\u53cd\u7b97\u6cd5\u201d\u7ad9\u53f0\u7684KOL\u3002\u5982\u679cMoop\u80fd\u575a\u5b9a\u5730\u8d70\u201c\u6162\u793e\u4ea4\u201d\u8def\u7ebf\uff0c\u4e0d\u505a\u901a\u7528\u5e73\u53f0\uff0c\u800c\u662f\u6210\u4e3a\u4e9a\u6587\u5316\u5708\u5b50\u3001\u8bfb\u4e66\u4f1a\u3001\u63a2\u5e97\u8fbe\u4eba\u7684\u7ec4\u7ec7\u5316\u5de5\u5177\uff0c\u5e76\u5f00\u653eAPI\u8ba9\u6570\u636e\u56de\u6d41\u5230\u7528\u6237\u7684\u4e2a\u4eba\u7b14\u8bb0\u6216\u535a\u5ba2\uff0c\u5b83\u6216\u8bb8\u80fd\u6210\u4e3a\u4e00\u4e2a\u5c0f\u800c\u7f8e\u7684\u5782\u76f4\u751f\u6001\u3002\u4f46\u82e5\u8bd5\u56fe\u5bf9\u6807TikTok\u6216\u5c0f\u7ea2\u4e66\uff0c\u5b83\u53ea\u4f1a\u662f\u201c\u5b8c\u7f8e\u201d\u7684\u53e6\u4e00\u6b3e\u9759\u9ed8\u4ea7\u54c1\u3002\u8fd9\u662f\u4e00\u4e2a\u5173\u4e8e\u201c\u89c4\u6a21\u201d\u4e0e\u201c\u7eaf\u5ea6\u201d\u7684\u7ecf\u5178\u535a\u5f08\uff0c\u800cMoop\u76ee\u524d\u7684\u9009\u62e9\u975e\u5e38\u52c7\u6562\u2014\u2014\u4f46\u8def\u8fd8\u5f88\u957f\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\">moop<\/span>\n <\/div>\n<div class=\"comment-content\">Social media without media. Moop is a social network designed to spark inspiration and combat brainrotting. List the things you’re into \u2014 places, books, ideas, the small moments worth saving.<\/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>We built moop because social media has become visual, loud, and a honeypot for brainrotting. Meanwhile, the internet\u2019s best culture still lives and dies through lists. Best movies. Worst first-date spots. Books that changed your brain. Restaurants you\u2019d gatekeep. Things you\u2019d die defending.<\/p>\n<p>moop is a text-only social network for lists.<\/p>\n<p>You can create lists about anything, follow people for their taste, jump to new lists through shared elements, and remix lists into your own version.<\/p>\n<p>The idea is simple: instead of a social graph based on likes and clicks, moop creates a the network effect through genuine taste and creativity.<\/p>\n<p>We\u2019d love feedback on three things:<br \/>\n 1. Does the item-to-other-lists discovery loop feel intuitive?<br \/>\n 2. What list categories would you want to see more of?<br \/>\n 3. Does moop feel more like a social network, a discovery tool, or something else?<\/p>\n<p> Thanks for checking it out! We\u2019ll be here all day responding to comments.<\/p><\/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><a href=\"https:\/\/www.producthunt.com\/@joseph_fattal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_fattal<\/a> It’s a good idea with a nice design<\/p>\n<\/p>\n<p> reminds me of BJ Novaks old app called <a href=\"https:\/\/li.st\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">li.st<\/a>. <\/p>\n<\/p>\n<p>Maybe add collaborative lists?<\/p>\n<\/p>\n<p>How did you get your first users?<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_fattal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_fattal<\/a> what a cool idea! I personaly love the text-only approach, but to me it feels more like a discovery tool, not so much a social media. I can definitely see myself using it to organize my own lists + to follow curators and discover new places, not so much to connect to friends for example.<\/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>Text-only lists? Into it. I already stash movie recs + food spots in Notes, so this clicks. The item->other lists hop made sense after a minute. Feels more discovery than social. Would love more hyper-local stuff (cheap eats, late-night spots) and \u201ccomfort rewatches.\u201d<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks Alex – we definitely see it as both a discovery and a social tool, depending on the user. Encouraging curators to make content like you suggested is exactly our mission 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\">I think that concept of taste is something more people should be engaging with. AI doesn\u2019t have taste like a human does. So understand and refining our \u2018taste\u2019 is an important human effort. Good luck<\/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\/@davem_0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davem_0<\/a> tiktok algo has great taste<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea is pretty cool. Having media in social networks sometimes can be too much. I remember when other social networks were about chat. The idea kind of reminds me of forums and BBS’s.<\/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\">What specific behaviors or moments convinced you that people wanted a *public, social* place for lists (not just private notes\/bookmarks), and what did early usage data or tests show about repeat engagement?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We’ve been seeing a trend for a while now, where users prefer to minimalize their social media experience – they don’t want to compete with flashy distractions all the time, but still want a place to share their creativity. Moop offers a platform where the “social network” is entirely based on creativity, and anyone can start scrolling\/creating right away<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 media” constraint is such a bold bet. Do you find that lists actually create more meaningful connections than photos do, or is it more that they attract a different <em>type<\/em> of person altogether?<\/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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Definitely – and both of these are true. We hope to convert existing social media users who want a more focused experience, and we also believe this caters to an audience that doesn’t usually resonate with modern social media. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 brainrot framing is doing real positioning work here because it names the specific feeling the product is designed against. but i’d want to understand the mechanism. most social networks that promise to be different from doomscrolling still end up optimizing for engagement once they have users and engagement metrics tend to reward the same things everywhere. what’s the specific design decision in moop that makes it structurally different rather than just aesthetically different<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Good question – and I think there’s a distinction here, because I can absolutely see users spending an hour or two on moop. The idea is that without any fast videos, loud audio, flashy visuals, etc… the experience will be more similar to reading a book or flipping through a magazine. we think a lot of people trying to to disconnect from modern social media do have an appetite for this kind of experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 feels so comforting and less chaotic to go through new social updates. Love the idea of simply listing things in a very minimalistic way which is very uncommon atp.<\/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\/@anushravrathi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anushravrathi<\/a> Thank 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>I love the idea. This could at least help with better focus \ud83d\ude42<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika! we love minimalist phone too \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">This feels like artisan social media. Feels like it might be popular with a very specific niche. This is a bold bet<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We would love to get your feedback on one particular feature: <em>external links<\/em>. <\/p>\n<\/p>\n<p>It’s been debated in our team whether or not to allow those, so that you can link an element to Google Maps, an Amazon page, a song, etc… <\/p>\n<\/p>\n<p>In its current form, do you feel like moop is lacking that? Or do you prefer the clean, internal-only scrolling experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 design. <\/p>\n<p>Does the design have a specific name?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 long did it take to get the first working version live?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> It’s been a month or two – but we’ve been going through several versions and adjusting on our end based on initial feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/XUY2356ELRAHHI\" class=\"app-title\">Nugget AI<\/a><\/p>\n<div class=\"one-liner\">Turn customer interviews into your product roadmap<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nugget AI \u5c06\u7528\u6237\u8bbf\u8c08\u5f55\u97f3\u8f6c\u4e3a\u7ed3\u6784\u5316\u4ea7\u54c1\u8bc1\u636e\uff0c\u81ea\u52a8\u63d0\u53d6\u75db\u70b9\u3001\u529f\u80fd\u8bf7\u6c42\u5e76\u751f\u6210\u5e26\u771f\u5b9e\u7528\u6237\u5f15\u8a00\u7684PRD\uff0c\u76f4\u63a5\u5bf9\u63a5\u5f00\u53d1\u5de5\u5177\uff0c\u89e3\u51b3PM\u201c\u8bbf\u8c08\u4fe1\u606f\u6c89\u7761\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\/a101c0b5-eeec-48a4-a8d8-75854c38e1ab.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\/b34df5bf-971a-4209-b66b-c14899702059.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\/e026fa0b-c32a-40e4-9cea-6dd968f69214.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\/97b4aa06-ad74-47ae-aa2d-224daec271c6.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\/36e4e113-243c-47e0-a47d-71b8e345ed77.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u7814\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8bbf\u8c08\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">PRD\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8def\u7ebf\u56fe<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u8bc1\u636e\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/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>\u8bc4\u8bba\u80af\u5b9a\u5176\u89e3\u51b3\u8bbf\u8c08\u4fe1\u606f\u6d41\u5931\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u8d5e\u8d4fMCP\u670d\u52a1\u5668\u8ba9AI\u5f15\u7528\u771f\u5b9e\u7528\u6237\u3002\u7528\u6237\u5173\u6ce8\uff1a\u5982\u4f55\u5904\u7406\u4f4e\u8d28\u91cf\u8bbf\u8c08\uff08\u5982\u5f15\u5bfc\u6027\u95ee\u9898\uff09\uff1b\u673a\u4f1a\u8bc4\u5206\u5982\u4f55\u907f\u514d\u504f\u91cd\u201c\u55a7\u95f9\u7528\u6237\u201d\uff1b\u80fd\u5426\u5904\u7406\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u5e94\u7528\u5546\u5e97\u8bc4\u8bba\uff09\uff1b\u4e70\u5bb6\u4e0e\u7528\u6237\u5206\u79bb\u573a\u666f\u7684\u5408\u6210\u903b\u8f91\uff1b\u4ee5\u53ca\u751f\u6210\u7684PRD\u662f\u5426\u5305\u542b\u8bc1\u636e\u5b58\u6839\u548c\u201c\u672a\u91c7\u7eb3\u8bf7\u6c42\u201d\u7684\u51b3\u7b56\u8bf4\u660e\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 Nugget AI\u6293\u5230PM\u7fa4\u4f53\u4e00\u4e2a\u6781\u6df1\u4e14\u666e\u904d\u7684\u75db\u70b9\uff1a\u201c\u7528\u76f4\u89c9\u5199PRD\uff0c\u5047\u88c5\u6570\u636e\u9a71\u52a8\u201d\u3002\u5b83\u4e0d\u53ea\u662f\u4e00\u4e2a\u8f6c\u5f55\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u6784\u4ece\u201c\u7528\u6237\u8bc1\u636e\u201d\u5230\u201c\u5f00\u53d1\u6307\u4ee4\u201d\u7684\u5168\u94fe\u8def\u3002MCP\u670d\u52a1\u5668\u662f\u5176\u6700\u5177\u6218\u7565\u4ef7\u503c\u7684\u52a8\u4f5c\u2014\u2014\u8ba9AI agent\u5728\u7f16\u7801\u6216\u64b0\u5199\u65f6\u76f4\u63a5\u68c0\u7d22\u5e76\u5f15\u7528\u771f\u5b9e\u8bbf\u8c08\uff0c\u8fd9\u610f\u5473\u7740Nugget\u4e0d\u518d\u662f\u4fe1\u606f\u575f\u573a\u7684\u641c\u96c6\u8005\uff0c\u800c\u662fAI\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u4e8b\u5b9e\u5c42\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u4e5f\u5728\u6b64\u3002\u4ea7\u54c1\u58f0\u79f0\u80fd\u5bf9\u6297\u201c\u5f15\u5bfc\u6027\u8bbf\u8c08\u201d\u548c\u201c\u566a\u97f3\u7528\u6237\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4eba\u7c7b\u7814\u7a76\u8005\u7684\u4e13\u4e1a\u5224\u65ad\uff0c\u62bd\u8c61\u4e3a\u4e00\u5957\u53ef\u91cf\u5316\u7684\u89c4\u5219\u3002\u5728\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u201c\u4fe1\u53f7\u5f3a\u5ea6\u201d\u7684\u52a0\u6743\u6807\u51c6\u3001\u4f4e\u8d28\u91cf\u8bbf\u8c08\u7684\u8bef\u5224\u7387\uff0c\u90fd\u4f1a\u76f4\u63a5\u5f71\u54cd\u4ea7\u51fa\u8d28\u91cf\u7684\u4fe1\u4efb\u5ea6\u3002\u5982\u679cAI\u751f\u6210\u7684PRD\u56e0\u4e3a\u6e90\u5934\u6570\u636e\u504f\u5dee\u88ab\u5de5\u7a0b\u56e2\u961f\u8d28\u7591\u8fc7\u4e00\u6b21\uff0c\u6574\u4e2a\u5de5\u5177\u7684\u53ef\u4fe1\u5ea6\u5c31\u4f1a\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5f53\u524d\u751f\u6001\u7ed1\u5b9a\u8fc7\u7d27\uff08Linear\u3001GitHub\u3001Cursor\uff09\uff0c\u867d\u5229\u4e8e\u6df1\u6316\uff0c\u4f46\u6392\u9664\u4e86Jira\/\u9489\u9489\u7b49\u4e3b\u6d41\u4f01\u4e1a\u7684\u771f\u5b9e\u573a\u666f\u3002\u5b9a\u4ef7\u6545\u4e8b\u4e0d\u9519\uff08\u201c\u4e00\u534aDovetail\u4ef7\u683c\u201d\uff09\uff0c\u4f46\u5982\u4f55\u5411\u975ePM\u7528\u6237\u7fa4\uff08\u5982\u8bbe\u8ba1\u5e08\u3001\u5e02\u573a\u4eba\u5458\uff09\u8bc1\u660e\u4ef7\u503c\uff0c\u662f\u7834\u5708\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aNugget\u662f**\u8bc1\u636e\u9a71\u52a8\u7684\u5de5\u7a0b\u5316\u5de5\u5177**\uff0c\u4f46\u5982\u679c\u60f3\u6210\u4e3a\u4ea7\u54c1\u56e2\u961f\u51b3\u7b56\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5b83\u9700\u8981\u6bd4\u4e9a\u4f26\u00b7\u57c3\u74e6\u5179\u7684\u300a\u5988\u5988\u6d4b\u8bd5\u300b\u66f4\u4e25\u683c\u5730\u5904\u7406\u201c\u5b9a\u6027\u8bc1\u636e\u7684\u6709\u6548\u6027\u201d\u95ee\u9898\u3002\u4ea7\u54c1\u5f88\u68d2\uff0c\u4f46\u7528\u6237\u4fe1\u4efb\u7684\u79ef\u7d2f\u4f1a\u6bd4\u529f\u80fd\u8fed\u4ee3\u6162\u5f97\u591a\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\">Nugget AI<\/span>\n <\/div>\n<div class=\"comment-content\">Nugget AI turns customer interviews into product evidence. Record or upload calls \u2192 AI extracts pain points and feature requests \u2192 synthesis surfaces themes \u2192 auto-generated PRDs with real customer quotes \u2192 dev-ready handoff to Linear & GitHub. NEW: MCP server. Connect Claude, ChatGPT, Cursor, or Codex \u2014 your AI agent can search every interview and draft specs grounded in real evidence. No more copy-pasting. Half the price of Dovetail.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI’m Brodie \u2014 PM by day, builder by night. Nugget is my answer to a problem I’ve lived with for 6+ years of doing customer discovery: great interviews generate incredible signal, then it dies in transcripts no one reads.<br \/>\nEvery PM I know has the same broken workflow: run 5 great interviews \u2192 take messy notes \u2192 forget half of it \u2192 write a PRD from gut feeling \u2192 pretend it was data-driven. Engineers then ship from your gut, not your customers.<br \/>\nNugget closes that loop:<br \/>\n\ud83c\udf99\ufe0f Real-time transcription (or drop in Zoom, support tickets, Slack threads)<br \/>\n\ud83e\udd16 AI extracts “Nuggets” \u2014 pain points, feature requests, sentiment<br \/>\n\ud83e\udde9 Cross-interview synthesis surfaces themes ranked by frequency + severity<br \/>\n\ud83d\udcc4 Auto-generated PRDs with real customer quotes attached<br \/>\n\ud83d\udd0c NEW: MCP server so Claude, ChatGPT, Cursor, and Codex can query your interviews directly<br \/>\nThe MCP piece is the one I’m most excited about. Your AI agent stops hallucinating users and starts citing real ones.<br \/>\n\ud83c\udf81 Alpha Day offer: 66% off the first year of Pro for anyone who comments here \u2014 DM me your handle.<br \/>\nWould love honest feedback \u2014 especially from PMs and founders doing discovery. What’s broken in your workflow that I haven’t solved yet?<\/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>Interview graveyard vibes here. Notes in Notion, gut in the PRD. If it really pulls themes and spits PRDs with quotes, that’s useful. The MCP angle is neat grounding chatgpt on real calls. Keen to try on my next batch. Solo PM here, time savers matter.<\/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\">@alexcloudstar \u201cinterview graveyard\u201d is going on the landing page \u2014 that\u2019s exactly the problem.<\/p>\n<p>Short answer: yes. Pulls themes across calls, drops PRDs with customer quotes inline so every claim traces back to who actually said it. Built it as a solo PM myself, so the time-saver math was the whole point.<\/p>\n<p>Reach out when you\u2019re on that next batch \u2014 happy to help you get set up. Would 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Indie iOS founder here, doing a lot of customer discovery ahead of an App Store launch, so the “interviews die in transcripts no one reads” line hits home. The MCP server is the smart unlock; an agent citing real users instead of hallucinating them is the whole game.<\/p>\n<p>Answering your q: the gap I’d flag is upstream of synthesis: interview <em>quality<\/em> varies wildly, and a confident-but-shallow interview produces clean-looking Nuggets that are actually just the customer agreeing with my leading questions. Does Nugget do anything to flag low-signal interviews (interviewer talked 70% of the time, all closed questions, sentiment too uniformly positive), or does it treat every transcript as equally trustworthy evidence?<\/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\">@ferdi_sigona honestly the exact upstream problem we obsessed over.<\/p>\n<p>The Mom Test is baked into Nugget at two layers:<br \/>\nPre-interview: a Mom Test script generator that takes your hypothesis and produces non-leading, behavior-focused questions (past actions over future intent, specifics over abstractions). It flags leading or solution-seeking phrasing before you ever hit the call.<\/p>\n<p>Post-interview: synthesis scores each transcript for signal quality before nuggets get extracted \u2014 interviewer talk ratio, open-vs-closed question mix, sentiment distribution, follow-up depth. Low-signal interviews get flagged so they don\u2019t pollute the evidence base.<\/p>\n<p>Exactly the goal you described: an agent citing real users instead of laundering confirmation bias as insight.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can you walk through how \u201cSmart Prioritization \/ opportunity scoring\u201d works in practice\u2014what inputs it uses (frequency, severity, segment, recency, goals), how it avoids overweighting loud customers, and what knobs a PM can tune to match their strategy?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Good question. The short version: opportunity scoring uses frequency, severity, segment, and recency as inputs \u2014 but those are weighted against the goals and strategy you define on the Priorities page. That’s the main tuning surface.<\/p>\n<p>This is also how we handle the loud-customer problem. Without strategic context, scoring just reflects volume. Because Nugget anchors to your priorities, a critical pain point from a key segment can outrank a noisy-but-irrelevant request. The PM’s judgment about what matters is baked into the system, not overridden by 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\u2019ve personally been in situations where we did multiple customer calls, captured tons of feedback, and still ended up writing PRDs mostly from memory because nobody had time to go back through long transcripts. A lot of valuable insights just get lost in docs and scattered notes.<\/p>\n<p>Really like how Nugget focuses on connecting customer conversations directly to product decisions instead of letting that context disappear. The MCP integration is especially interesting because AI tools become much more useful when they can reference actual user feedback instead of assumptions.<\/p>\n<p>Congrats on the launch, Brodie!<\/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\">@sanjana_yadav2 Thanks Sanjana, this is exactly the pain that pushed us to build Nugget. The PRD-from-memory loop is so common, and it\u2019s wild how much hard-won customer signal just evaporates between the call and the doc.<\/p>\n<p>Two things we built specifically for this: an insight feed that auto-surfaces themes from your interviews and shares them with the team (so the context lives where decisions happen, not buried in transcripts), and structured insight reports that roll up patterns across calls into something you can actually act on. The MCP layer then makes all of that referenceable when you\u2019re drafting in Cursor, Claude, etc.<\/p>\n<p>Really appreciate the kind words, means a lot coming from someone who\u2019s lived the problem.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning user feedback into roadmap decisions is one of the hardest parts of solo dev you get scattered signals and have to find the pattern yourself. Does it work with App Store reviews or mostly structured interview 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In EdTech the buyer and the user are different people – e.g. the teacher decides, the student uses it. Do interviews from both groups get synthesized together, or can you keep them separate and see where they diverge? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>hi brodie, the right pain to solve! how do you weight one confident interview against five lukewarm ones? and what stops the AI from inventing patterns from a thin sample? very cool – congrats and good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiyamojo<\/a> Really good pushback – both of those are live design problems.<\/p>\n<p>Honest answer on weighting: we don’t want the AI making that call. It should surface the signal strength and the context (who said it, when, with what level of conviction) and let the PM decide. That judgment call is the job.<\/p>\n<p>On invented patterns: strict attribution is the constraint. No pattern without a source, and thin sample sizes are surfaced explicitly. The goal is for AI to be a rigorous research assistant, not an opinionated analyst.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 MCP piece is a smart wedge because the evidence can travel into the actual spec-writing environment instead of dying in a research repo.<\/p>\n<\/p>\n<p>One thing I\u2019d want in every generated PRD is an evidence receipt: strongest quotes, counterexamples, last-heard date, interview-quality score, and which asks were intentionally left out. That last bit matters because product teams don\u2019t just need \u201ccustomers said X\u201d; they need to see the judgment call behind why X became roadmap material and Y didn\u2019t.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Love this framing \u2014 especially ‘interview-quality score.’ That’s the signal that usually gets lost when research moves from the PM’s head into a doc. A quote from one frustrated power user and a pattern across 12 churned SMBs look identical in a PRD today.<\/p>\n<p>The ‘left out’ field is the one I think would change team dynamics the most. It shifts the PRD from ‘here’s what customers want’ to ‘here’s a defensible call’ \u2014 and that’s a different kind of accountability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 are early users reacting to the product so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@nithin_raju1 so far it has been positive, have had a few users who did not meet the system requirements. We will look at expanding our platform to older machines soon.<\/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 the MCP server \u2192 Cursor setup.<\/p>\n<p>Does it auto-pull context from all past interviews, or do you select specific ones for each 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@munis_abbas Thanks Munis! Hybrid setup \u2014 it auto-pulls interviews relevant to the session\u2019s topic instead of loading everything or making me select manually. Gets me the connective tissue across past convos without blowing up the context window.<\/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\">I really like nugget AI<br \/>\nDoes it integrate with systems like Jira or any type of kanban board?<\/p>\n<p>What type of artifacts does it help the PMs produce?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@myrto_skourletou Thanks Myrto, really appreciate that! <\/p>\n<p>Jira and Monday integrations are actively in the works, and we already have a limited Linear integration running with a few existing clients. Which one would be most useful for your workflow?<\/p>\n<p>On artifacts: Nugget helps PMs produce PRDs, themes, priorities, and insight reports grounded in customer interviews \u2014 all quickly shareable into Slack so the team stays in the loop.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting… isn’t this similar to ReadAI\/Other notetakers? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ashishkingdom it is similar to them but heavily focused on product builders. It also sits on your desktop instead of needing to join your meetings.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QIPWD6QWVEKOUW\" class=\"app-title\">SuprSend AI<\/a><\/p>\n<div class=\"one-liner\">AI-first platform for multi-channel notifications<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SuprSend AI \u662f\u4e00\u4e2a\u5c06 AI \u539f\u751f\u96c6\u6210\u5230\u901a\u77e5\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u5e73\u53f0\uff0c\u901a\u8fc7 MCP\u3001CLI\u3001Agent \u7b49\u516d\u5927 AI \u754c\u9762\uff0c\u8ba9\u5f00\u53d1\u8005\u548c\u8fd0\u8425\u4eba\u5458\u5728 IDE\u3001Slack \u6216\u4eea\u8868\u76d8\u4e2d\u7528\u81ea\u7136\u8bed\u8a00\u5feb\u901f\u521b\u5efa\u3001\u8c03\u8bd5\u548c\u7ba1\u7406\u591a\u901a\u9053\u901a\u77e5\uff0c\u5c06\u96c6\u6210\u65f6\u95f4\u4ece\u6570\u5468\u7f29\u77ed\u5230\u6570\u5c0f\u65f6\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\/80dbdef2-3b21-4947-8fbf-3369f3ebb88e.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\/cfbf5027-92e2-44d4-8205-dc16505fb765.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\/87913faf-35c5-478d-81e4-ba3138cdc411.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\/dabb1929-6919-4908-8c63-260e2159a377.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\/c94cb9a5-354a-4ace-8f96-1012e7d55490.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\/1bc21b06-94ff-4f94-bf41-ba15257c37dd.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\/e61eee5d-4db9-4648-8188-96f2b13d2c50.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\/8222469d-a598-46d7-8e70-f8c2b54bba4b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4T0V4lkEYRM?si=EMEK8u23R-gV0iZ-\"><source src=\"https:\/\/youtu.be\/4T0V4lkEYRM?si=EMEK8u23R-gV0iZ-\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u901a\u77e5\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u901a\u9053\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u901a\u77e5\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">Copilot<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\u5176\u5927\u5e45\u7f29\u77ed\u4e86\u6a21\u677f\u521b\u5efa\u3001\u8c03\u8bd5\u548c\u96c6\u6210\u65f6\u95f4\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u5728\uff1a1\ufe0f\u20e3 \u5b89\u5168\u6027\uff1aMCP \u5c42\u7684\u9650\u5236\u662f\u670d\u52a1\u7aef\u5f3a\u5236\u8fd8\u662f\u4ec5\u9760\u63d0\u793a\uff0c\u80fd\u5426\u9632\u5fa1\u63d0\u793a\u6ce8\u5165\uff1f2\ufe0f\u20e3 \u67b6\u6784\uff1a\u5982\u4f55\u5904\u7406\u6a21\u5f0f\u6f02\u79fb\uff1f\u53bb\u91cd\u903b\u8f91\u5982\u4f55\u907f\u514d\u8de8\u901a\u9053\u91cd\u590d\u53d1\u9001\uff1f3\ufe0f\u20e3 \u7ec6\u8282\uff1aAI \u662f\u5426\u611f\u77e5\u81ea\u5b9a\u4e49\u5b57\u4f53\u3001\u4e0d\u540c\u6e20\u9053\u7684\u8bed\u6c14\u9002\u914d\u7b49\u7ec6\u8282\u573a\u666f\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 SuprSend AI \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u201c\u7ed9\u901a\u77e5\u5de5\u5177\u52a0\u4e2a\u804a\u5929\u6846\u201d\uff0c\u800c\u662f\u4e00\u6b21\u57fa\u7840\u8bbe\u65bd\u4ea4\u4e92\u8303\u5f0f\u7684\u91cd\u6784\u3002\u5b83\u7528\u516d\u5927 AI \u754c\u9762\uff08MCP\u3001CLI\u3001Copilot\u3001Agent\u7b49\uff09\u628a\u901a\u77e5\u7684\u201c\u914d\u7f6e-\u7f16\u7801-\u8c03\u8bd5-\u8fd0\u8425\u201d\u5168\u94fe\u8def\u585e\u8fdb\u4e86\u81ea\u7136\u8bed\u8a00\u548c IDE \u4e2d\uff0c\u8bd5\u56fe\u62b9\u5e73\u5de5\u7a0b\u5e08\u3001\u4ea7\u54c1\u7ecf\u7406\u548c\u8fd0\u7ef4\u4eba\u5458\u4e4b\u95f4\u7684\u6c9f\u901a\u9e3f\u6c9f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u9886\u57df\u77e5\u8bc6\u9884\u8f7d+\u884c\u4e3a\u7ea6\u675f\u201d\uff1aAgent Skills \u89e3\u51b3\u4e86 AI \u5e7b\u89c9 API \u7684\u81f4\u547d\u4f24\uff0c\u800c\u751f\u4ea7\u73af\u5883\u53ea\u8bfb\u3001\u64cd\u4f5c\u524d\u7f6e\u68c0\u67e5\u7b49\u673a\u5236\u8868\u660e\u56e2\u961f\u6e05\u695a MCP \u5316\u7684\u98ce\u9669\u2014\u2014\u5b83\u4eec\u4e0d\u662f\u628a\u5b89\u5168\u7529\u9505\u7ed9\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u800c\u662f\u5728\u670d\u52a1\u7aef\u505a\u4e86\u786c\u9694\u79bb\uff0c\u8fd9\u70b9\u6bd4\u591a\u6570\u8ddf\u98ce\u201cAI+\u5de5\u5177\u201d\u7684\u4ea7\u54c1\u6210\u719f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1a\u5f53\u7528\u6237\u95ee\u201c\u6a21\u5f0f\u6f02\u79fb\u201d\u201c\u8de8\u6e20\u9053\u53bb\u91cd\u201d\u65f6\uff0c\u66b4\u9732\u7684\u662f AI \u5c42\u7684\u77e5\u8bc6\u65f6\u6548\u6027\u4e0e\u52a8\u6001\u914d\u7f6e\u7684\u51b2\u7a81\u3002\u76ee\u524d\u7684\u201c\u9884\u52a0\u8f7d\u201d\u65b9\u6848\u5bf9\u9759\u6001 schema \u6709\u6548\uff0c\u4e00\u65e6\u7528\u6237\u9891\u7e41\u8c03\u6574\u901a\u77e5\u89c4\u5219\u6216\u8def\u7531\u903b\u8f91\uff0cAgent \u80fd\u5426\u5b9e\u65f6\u611f\u77e5\u5e76\u4fdd\u6301\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\uff1f\u53e6\u4e00\u4e2a\u9690\u5fe7\u662f\uff1a24 \u4e2a\u5de5\u5177\u66b4\u9732\u4e86\u6781\u9ad8\u7684\u80fd\u529b\u5bc6\u5ea6\uff0c\u4f46\u8fb9\u754c\u8d8a\u5bbd\uff0c\u88ab\u6076\u610f\u5229\u7528\u7684\u6f5c\u5728\u7f3a\u53e3\u8d8a\u5927\u2014\u2014\u9664\u975e\u5b89\u5168\u7b56\u7565\u80fd\u505a\u5230\u201c\u4efb\u4f55\u5ba2\u6237\u7aef\u3001\u4efb\u4f55\u63d0\u793a\u5747\u4e0d\u80fd\u7ed5\u8fc7\u670d\u52a1\u7aef\u7b56\u7565\u201d\uff0c\u5426\u5219 MCP \u4e0d\u8fc7\u662f\u66f4\u5feb\u7684\u7834\u574f\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8868\u9762\u4e0a\u770b\uff0c\u5b83\u5e2e\u7528\u6237\u7701\u4e86\u201c\u6570\u5468\u201d\u7684\u65f6\u95f4\uff1b\u4f46\u771f\u6b63\u957f\u4e45\u7684\u4ef7\u503c\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u591a\u6a21\u4ea4\u4e92\u201d\u4e0e\u201c\u8fd0\u7ef4\u4e25\u8c28\u6027\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u2014\u2014\u5373\u8ba9 AI \u8db3\u591f\u61c2\u4f60\uff0c\u53c8\u4e0d\u8ba9\u4f60\u56e0\u4e3a\u61c2\u5b83\u800c\u7ffb\u8f66\u3002\u76ee\u524d\u6765\u770b\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u7ec6\u8282\uff08\u5982 schema \u540c\u6b65\u673a\u5236\u3001\u53bb\u91cd\u7b56\u7565\uff09\u4ecd\u9700\u5728\u5b9e\u9645\u5927\u89c4\u6a21\u90e8\u7f72\u4e2d\u63a5\u53d7\u62f7\u6253\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\">SuprSend AI<\/span>\n <\/div>\n<div class=\"comment-content\">SuprSend now ships six AI-native interfaces for notification infrastructure. MCP Server with 24 tools in your IDE, CLI for notification config as code versioned in Git, Agent Skills so AI knows your schemas instead of hallucinating your API, an AI Copilot inside the dashboard, a Slack Agent to trigger and debug from Slack, and a Claude Extension. Works across Cursor, Claude, Windsurf, and Slack. Used by 500+ companies. Free tier available.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Folks! \ud83d\udc4b<\/p>\n<p>I’m Nikita, co-founder of SuprSend. We’ve been building notification infrastructure since 2022 – used by 500+ companies to send customer engagement notifications across email, SMS, push, WhatsApp, Slack, MS Teams, and in-app.<\/p>\n<p>Today we’re launching the AI-first notification platform.<\/p>\n<p>The problem: notification infrastructure has too many moving parts. Workflows, templates, preferences, tenants, channels, routing logic. New customers spent weeks just learning how things connect before writing code. We tried better docs, better UI \u2014 it helped but didn’t solve it.<\/p>\n<p>So we shipped 6 AI-native interfaces:<\/p>\n<p>\u2192 MCP Server – 24 tools inside Cursor, Claude, Windsurf. Build workflows, create users, manage preferences, debug delivery – all from your IDE. One prompt does what used to take 20 lines of API code.<br \/>\u2192 CLI – notification config as code. Pull, version in Git, promote via CI\/CD. Your notification stack ships like the rest of your code.<br \/>\u2192 Agent Skills – domain knowledge loaded into AI context so it doesn’t hallucinate your API.<br \/>\u2192 SuprSend Agent – AI copilot in the dashboard for PMs and ops.<br \/>\u2192 Slack Agent – trigger, debug, manage from Slack.<br \/>\u2192 Claude Extension – use SuprSend directly inside Claude.<\/p>\n<p>What makes this different from just “adding AI” to a product:<\/p>\n<p>\u2192 Every AI action follows notification best practices automatically: channel selection, frequency capping, preference cascades, spam avoidance. You don’t need to be a notification expert. The AI already is.<br \/>\u2192 Works across your entire team: engineers in Cursor, PMs in the dashboard, ops in Slack. One platform, every interface.<br \/>\u2192 Production-safe: destructive operations are restricted, updates do read-before-write, production environments can be locked to read-only.<\/p>\n<p>Results we’re seeing:<br \/>\u2192 Integration time: weeks \u2192 hours<br \/>\u2192 Template creation: ~8 hours \u2192 5 minutes<br \/>\u2192 Test setup: 15 min manual work \u2192 one prompt<\/p>\n<p>Free tier available – try it: <a href=\"http:\/\/suprsend.com\/ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">suprsend.com\/ai<\/a><\/p>\n<p>Would love your feedback \u2014 what’s missing? What notification problems are you still solving manually?<\/p>\n<p>Happy to answer anything here! \ud83d\ude4c<\/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\/@nikita_navral\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_navral<\/a> Hey Nikita, congrats on shipping \ud83c\udf89<\/p>\n<p>The line that caught me: “destructive operations restricted, updates do read-before-write, production locked to read-only.” That is the right instinct and most teams bolting MCP onto a product skip it entirely.<\/p>\n<p>Building in an adjacent layer myself (permission control between agents and the apps they touch), so the question I keep circling: where does that restriction actually live? Enforced server-side in the MCP layer regardless of which client calls it, or is it the agent prompt being told to behave? Because the first holds when a prompt-injected agent in Cursor tries something destructive, the second does not. With 24 tools exposed across Cursor, Claude, Windsurf, the enforcement boundary is the whole ballgame.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 use the SuprSend Agent daily now. The biggest time saver is delivery tracing – when someone says “I didn’t get the notification,” I used to dig through logs, check preference settings, channel availability, workflow execution. Now I just ask the copilot “why didn’t user X receive the confirmation” and it traces the entire path in 10 seconds. Used to take 15 minutes.<\/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\">\n<p>As a marketer, the Slack Agent is surprisingly useful. Quick lookups that used to mean opening the dashboard. “Show me delivery stats for my last campaign” or “what channel is working for campaigns sent to the free tier users” \u2014 now happen right in the Slack channel, visible to the whole team. For the 20 quick checks you do daily, it’s way faster than switching apps.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have tried the new agent and Slack App Integration. Honestly, big time saver for me.<\/p>\n<p><strong>Tried building a workflow through the agent and it was surprisingly quick<\/strong>. What I liked is it actually thinks about edge cases I’d probably miss on my own.<\/p>\n<p><strong>The analytics part is what sold me though<\/strong>. Earlier, if something failed, I’d be digging through logs trying to figure out what went wrong. Now I just ask and it tells me \u2014 right inside Slack, which is even better.<\/p>\n<p>So now at EOD I literally just ping it \u2014 how many notifications went out today, how’s engagement looking, did anything fail, and if yes why and how do I fix it. Done in like 30 seconds.<\/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\/@anjali_arya1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anjali_arya1<\/a> Thanks for trying and giving good feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Template creation was our biggest bottleneck. Designing email HTML, creating channel-specific variants for push and in-app, testing with dynamic variables, iterating on copy, testing, observing the stats – a single notification template used to take 6-8 hours end to end. With all these AI tools, I describe what I want and it generates the template with the right structure. Down to under <30 minutes now!<\/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\/@yashika_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashika_mehta<\/a> Thanks for trying! Glad agent saved time for you! \ud83d\ude42<\/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 Agent Skills approach is smart. Pre-loading your notification schema into AI context means the model isn’t guessing field names at inference time. At RetainSure we’ve been building customer-facing alert pipelines, and channel fallback logic when primary delivery fails is the hardest part. Does the MCP server surface delivery failures synchronously to the calling agent, or does it require polling?<\/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>Six AI-native interfaces for the same underlying infrastructure is the right call. The Agent Skills piece stands out: loading domain knowledge into context so AI doesn’t hallucinate your API schema is what most platform teams miss. How are you handling schema drift when notification configs evolve between agent sessions?<\/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>The hardest part of multi-channel notifications isn’t the send logic, it’s the orchestration layer that decides which channel wins when user preferences conflict with urgency. The AI routing angle is interesting here. How do you handle deduplication across channels when a user might receive the same notification via email and push within seconds of each other?<\/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>The Slack Agent is surprisingly useful. Quick lookups that used to mean opening the dashboard – “show me delivery stats for this tenant” or “what preferences does user X have” – now happen right in the Slack channel, visible to the whole team. For the 20 quick checks you do daily, it’s way faster than switching apps.<\/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>Love the versatility Suprsend gives me. Must have for any early or growing startup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 SuprSend AI handle notification templates that use custom web fonts? Wondering whether the AI copilot is aware of font fallback stacks when composing email templates \u2014 and whether there’s any guidance on when to embed vs. reference a custom typeface given email client rendering inconsistencies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multi-channel notifications get hard when teams need different tone per channel. Does SuprSend AI adapt the same message differently for email, Slack, and in-app alerts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6ALSW62AX34KID\" class=\"app-title\">Reader Alive<\/a><\/p>\n<div class=\"one-liner\">Translate, listen to, and ask questions about your ebooks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Reader Alive \u662f\u4e00\u6b3e\u4e13\u4e3aiPhone\/iPad\u8bbe\u8ba1\u7684AI\u7535\u5b50\u4e66\u9605\u8bfb\u5668\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u9605\u8bfb\u5916\u6587\u3001\u4e13\u4e1a\u4e66\u7c4d\u7b49\u201c\u786c\u6838\u201d\u5185\u5bb9\u65f6\uff0c\u9700\u8981\u5207\u6362\u5de5\u5177\u7ffb\u8bd1\u3001\u542c\u8bfb\u3001\u67e5\u8d44\u6599\u3001\u505a\u6458\u8981\u7684\u788e\u7247\u5316\u75db\u70b9\uff0c\u5c06\u7ffb\u8bd1\u3001\u8bed\u97f3\u6717\u8bfb\u3001AI\u95ee\u7b54\u3001\u7ae0\u8282\u603b\u7ed3\u96c6\u6210\u5728\u9605\u8bfb\u573a\u666f\u5185\uff0c\u5b9e\u73b0\u201c\u8fb9\u8bfb\u8fb9\u95ee\u8fb9\u542c\u201d\u7684\u4e00\u7ad9\u5f0f\u4f53\u9a8c\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\/d1807a88-6b01-41b9-a5a8-3d061a3d2afd.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\/1fb43383-bba6-4a8b-add8-baf1b8a83386.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\/b8db975f-f9b3-44d4-974c-051c06fc8e05.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\/285b6f54-c5cc-427b-92c4-edde48167098.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\/e939b1a6-b203-40ff-9772-0d6ab37f4384.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\/0145c4cd-afcb-4326-98a4-b27c2f0700cc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-8Ooc-uzcdY\"><source src=\"https:\/\/www.youtube.com\/watch?v=-8Ooc-uzcdY\" 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\">eBook Reader<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9605\u8bfb\u5668<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u4e66\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">AI\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u6458\u8981\u751f\u6210<\/span><br \/>\n <span class=\"tag\">PDF\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">EPUB\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u5916\u8bed\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\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\u4e3b\u8981\u5173\u6ce8\uff1a\u95ee\u7b54\u662f\u5426\u4e25\u683c\u4ece\u4e66\u4e2d\u5185\u5bb9\u751f\u6210\uff08\u9700\u5f15\u6587\u9a8c\u8bc1\uff09\u3001\u7ffb\u8bd1\u662f\u5426\u4f1a\u524a\u5f31\u4f5c\u8005\u539f\u610f\u3001\u662f\u5426\u652f\u6301Android\u548cAmazon\u4e0b\u8f7d\u4e66\u7c4d\u683c\u5f0f\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u79f0AI\u56de\u7b54\u4f1a\u5f15\u7528\u539f\u6587\u5e76\u652f\u6301\u9010\u7ae0\u7ffb\u8bd1\uff08\u91c7\u7528Deepseek V4\u964d\u4f4e\u6210\u672c\uff09\uff0c\u540c\u65f6\u8003\u8651\u672a\u6765\u63a8\u51faAndroid\u7248\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 Reader Alive \u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u91cd\u9020\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u9605\u8bfb\u5668\u201d\uff0c\u800c\u662f\u628aAI\u5d4c\u5165\u9605\u8bfb\u573a\u666f\uff0c\u89e3\u51b3\u7684\u662f\u201c\u8bfb\u4e0d\u4e0b\u53bb\u201d\u8fd9\u4e2a\u8001\u95ee\u9898\u3002\u7528\u6237\u5bf9\u7ffb\u8bd1\u3001\u95ee\u7b54\u3001TTS\u7684\u8ffd\u6c42\u80cc\u540e\uff0c\u672c\u8d28\u662f\u5bf9\u201c\u4fe1\u606f\u83b7\u53d6\u6548\u7387\u201d\u548c\u201c\u7406\u89e3\u95e8\u69db\u8de8\u8d8a\u201d\u7684\u53cc\u91cd\u521a\u6027\u9700\u6c42\u3002\u4ea7\u54c1\u5728\u529f\u80fd\u5806\u53e0\u4e0a\u8f83\u4e3a\u9762\u9762\u4ff1\u5230\uff1a\u652f\u6301\u4e03\u79cd\u683c\u5f0f\u3001\u7ae0\u8282\u7ffb\u8bd1\u3001\u4e0a\u4e0b\u6587\u95ee\u7b54\uff0c\u751a\u81f3\u5728\u56de\u7b54\u4e2d\u6807\u6ce8\u5f15\u7528\u6765\u6e90\u2014\u2014\u8fd9\u76f8\u6bd4\u4e00\u4e2a\u72ec\u7acb\u7684ChatGPT\u201c\u6cdb\u7b54\u201d\u6709\u660e\u663e\u8fdb\u6b65\uff0c\u56e0\u4e3a\u9605\u8bfb\u573a\u666f\u4e0b\u201c\u7cbe\u786e\u5f15\u7528\u201d\u6bd4\u201c\u80e1\u8bcc\u201d\u91cd\u8981\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\u201cAI\u7684\u8fb9\u754c\u611f\u201d\u3002\u7528\u6237\u8bc4\u8bba\u91cc\u5df2\u7ecf\u6709\u4eba\u5bdf\u89c9\u5230\uff1a\u7ffb\u8bd1\u4f1a\u4e0d\u4f1a\u78e8\u5e73\u4f5c\u8005\u98ce\u683c\uff1f\u95ee\u7b54\u662f\u5426\u771f\u7684\u53ea\u9650\u5f53\u524d\u4e66\uff1f\u8fd9\u4e9b\u90fd\u662fAI\u5728\u9605\u8bfb\u573a\u666f\u4e0b\u7684\u201c\u81f4\u547d\u8106\u70b9\u201d\u3002\u5982\u679c\u7528\u6237\u95ee\u4e00\u53e5\u201c\u4e3b\u89d2\u7684\u540d\u5b57\u662f\u4ec0\u4e48\u201d\uff0cAI\u7ed9\u51fa\u6b63\u786e\u5f15\u7528\u662f\u52a0\u5206\uff1b\u4f46\u5982\u679c\u95ee\u201c\u4f60\u89c9\u5f97\u8fd9\u672c\u4e66\u548c\u300a\u4e09\u4f53\u300b\u8c01\u66f4\u597d\uff1f\u201d\uff0cAI\u4e00\u65e6\u5f00\u59cb\u81ea\u7531\u53d1\u6325\uff0c\u9605\u8bfb\u7684\u6c89\u6d78\u611f\u7acb\u523b\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u4ea7\u54c1\u660e\u786e\u9762\u5411\u4e2a\u4eba\u7528\u6237\uff0c\u6ca1\u6709\u8d70\u56e2\u961f\u534f\u4f5c\u8def\u5f84\uff0c\u8fd9\u65e2\u662f\u514b\u5236\u4e5f\u662f\u514b\u5236\u3002\u95ee\u9898\u5728\u4e8e\uff1aAI\u7ffb\u8bd1\u548c\u63a8\u7406\u7684API\u6bcf\u6b21\u8c03\u7528\u90fd\u6709\u6210\u672c\uff0c109\u7968\u7684\u4f17\u7b79\u7ea7\u70ed\u5ea6\u5f88\u96be\u6491\u8d77\u957f\u671f\u8fd0\u8425\u3002\u66f4\u503c\u5f97\u601d\u8003\u7684\u662f\uff0c\u662f\u5426\u771f\u7684\u6709\u4eba\u4f1a\u56e0\u4e3a\u201cTTS\u8bed\u97f3\u81ea\u7136\u201d\u6216\u201c\u5185\u7f6eAI\u95ee\u7b54\u201d\u5c31\u653e\u5f03Apple Books\u3001Kindle\u7b49\u62e5\u6709\u6210\u719f\u751f\u6001\u548c\u540c\u6b65\u4f53\u9a8c\u7684\u7ade\u54c1\uff1f\u7b54\u6848\u53ef\u80fd\u53d6\u51b3\u4e8e\uff1a\u5feb\u611f\u662f\u5426\u80fd\u8986\u76d6\u8fc1\u79fb\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1aAI\u8ba9\u8bfb\u201c\u96be\u4e66\u201d\u7684\u5927\u95e8\u5f00\u4e86\u6761\u7f1d\uff0c\u4f46\u95e8\u69db\u4f9d\u7136\u5728\u201c\u4e66\u201d\u672c\u8eab\u2014\u2014\u4f60\u7684PDF\u8981\u662f\u626b\u63cf\u4ef6\uff0c\u6216\u4f5c\u8005\u98ce\u683c\u50cf\u4e54\u4f0a\u65af\uff0cAI\u518d\u5f3a\u4e5f\u5e2e\u4e0d\u4e86\u4f60\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\">Reader Alive<\/span>\n <\/div>\n<div class=\"comment-content\">Reader Alive is an AI ebook reader for iPhone and iPad. Import EPUB, PDF, AZW3, and MOBI, then translate chapters, listen with natural text-to-speech, summarize dense sections, and ask questions grounded in the book.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this. I’ve been searching for a competent ebook reader. Is it possible to ask it about a word you don’t know? And are you planning a Google Play launch eventually?<\/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\/@joseph_fattal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_fattal<\/a> Yes, will consider android as 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\">\n<p>Hi Phil! the missing ebook feature! when you ask a question, does it answer from this book only or pull from wider AI knowledge? those go very different places fast. how do you handle translation that flattens the author’s voice? this seems great, though as an Android user I’ll keep an eye out for when it lands in the Play store! congratulations on shipping and good luck \ud83d\ude42<\/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\">Hi Product Hunt,<\/p>\n<p>I built Reader Alive for the kind of reading that usually makes people leave the reader: foreign-language books, dense nonfiction, long PDFs, and technical material.<\/p>\n<p>The app supports EPUB, PDF, AZW3, and MOBI on iPhone and iPad. Inside the reader you can translate selected text or full chapters, listen with natural text-to-speech, generate summaries, and ask questions grounded in the book content.<\/p>\n<p>I would love feedback on three things:<br \/>\n1. Does the import and reading experience feel calm enough to use every day?<br \/>\n2. Does AI help inside the reader feel more useful than switching to a separate chatbot?<br \/>\n3. What book format or reading workflow should be improved first?<\/p>\n<p>Thanks for taking a look.<\/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\">How does your \u201cask questions grounded in the book\u201d capability work in practice\u2014do you provide quotes\/page anchors or other ways for the reader to verify answers, and how do you handle ambiguity or reduce hallucinations on long PDFs?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Yes, you can try it out. There are quote marks in the AI answers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>what types of books does it help with? for example can i use books i have downloaded from amazon? do they need to be in specific format?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This could be an excellent tool helping people learn or improve in a foreign language.<\/p>\n<p>Is this also one of your goals?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myrto_skourletou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myrto_skourletou<\/a> Exactly. It is made for myself from the beginning. Thanks to Deepseek V4 Flash, the whole chapter translation becomes cost efficient.<\/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 kind of teams are seeing the most value from 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> it’s for individual obviously<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RPYOXDIHCLUBYV\" class=\"app-title\">buildpipe<\/a><\/p>\n<div class=\"one-liner\">Compose, run and automate multi step AI developer workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>buildpipe\u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u7684\u591a\u6b65\u9aa4AI\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u684c\u9762\u5e94\u7528\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u7f16\u5199YAML\u6216\u4f9d\u8d56\u4e91\u7aef\u670d\u52a1\uff0c\u5373\u53ef\u901a\u8fc7\u53ef\u89c6\u5316\u65b9\u5f0f\u5c06Shell\u547d\u4ee4\u3001AI\u8c03\u7528\u3001HTTP\u8bf7\u6c42\u548c\u6587\u4ef6\u64cd\u4f5c\u7f16\u6392\u6210\u53ef\u590d\u7528\u7684\u7ba1\u9053\uff0c\u5e76\u901a\u8fc7\u5b9a\u65f6\u3001\u6587\u4ef6\u53d8\u66f4\u6216Webhook\u89e6\u53d1\u6267\u884c\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\/aa403be4-853b-4213-81d8-32bf0ab59414.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\/f4920065-cfd9-4dfc-9573-850b91e5cf34.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\/2e781fd0-d465-4668-855c-3c39b3648e4e.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\/b8be2d97-e402-4f9f-97a4-9dd2521682c7.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\/d15d8885-7b8f-4e72-9da6-1106b7c387f6.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\/fe1441b1-a212-45a2-bd26-03bc2ee3fd08.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\/8aca21ef-d6d9-4848-a57a-40ff8dc7544f.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ba1\u9053\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Zapier\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/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\u672c\u5730\u6027\u80fd\u9700\u6c42\uff08\u65e0\u9700\u9ad8\u914d\uff09\u3001\u5de5\u4f5c\u6d41\u5ba1\u6279\u8282\u70b9\u7f3a\u5931\u3001\u8fd0\u884c\u5386\u53f2\u53ef\u641c\u7d22\u6027\u3001\u51ed\u8bc1\u5b89\u5168\u4e0eOAuth\u652f\u6301\u3001AI\u6b65\u9aa4\u7684\u975e\u786e\u5b9a\u6027\u5904\u7406\uff08\u5efa\u8bae\u5b9a\u4e49JSON\u8f93\u51fa\u4e0e\u7f6e\u4fe1\u5ea6\uff09\uff0c\u4ee5\u53ca\u4e8c\u8fdb\u5236\u6587\u4ef6\u7ba1\u9053\u4e0e\u8d44\u4ea7\u5de5\u4f5c\u6d41\u9002\u914d\u6027\u3002\u5f00\u53d1\u8005\u8ba1\u5212\u8def\u7ebf\u56fe\u589e\u52a0\u5ba1\u6279\u53caOAuth\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 buildpipe\u8bd5\u56fe\u89e3\u51b3\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u75db\u70b9\u2014\u2014\u5f00\u53d1\u8005\u5bf9\u4e34\u65f6\u811a\u672c\u7684\u4f9d\u8d56\u548c\u9057\u5fd8\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u201d\uff0c\u800c\u5728\u4e8e\u201c\u672c\u5730\u4f18\u5148\u201d+\u201c\u53ef\u89c6\u5316\u7f16\u6392\u201d\u7684\u7ec4\u5408\u62f3\u3002\u5728n8n\u3001Zapier\u7b49\u4e91\u7aef\u5de5\u5177\u8ba9\u6570\u636e\u6d41\u7ecf\u4ed6\u4eba\u670d\u52a1\u5668\u65f6\uff0cbuildpipe\u9009\u62e9\u8ba9\u4e00\u5207\u7559\u5728\u672c\u5730\uff0c\u8fd9\u65e2\u662f\u6280\u672f\u4e0a\u7684\u786c\u6838\u9009\u62e9\uff0c\u4e5f\u662f\u9690\u79c1\u5408\u89c4\u7684\u806a\u660e\u62bc\u6ce8\u3002\u7136\u800c\uff0cv1\u7248\u672c\u7684\u7f3a\u5931\u76f8\u5f53\u660e\u663e\uff1a\u65e0OAuth\u652f\u6301\u3001\u65e0\u5ba1\u6279\u8282\u70b9\u3001\u65e0\u539f\u751fAI\u6a21\u578b\u652f\u6301\uff08\u4f9d\u8d56\u5916\u90e8API\uff09\uff0c\u8fd9\u5bfc\u81f4\u5176\u201cAI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u201d\u7684\u5ba3\u79f0\u66f4\u50cf\u662f\u4e00\u4e2a\u534a\u6210\u54c1\u2014\u2014\u4f60\u4f9d\u7136\u9700\u8981\u5c06API\u5bc6\u94a5\u4ea4\u7ed9\u5916\u90e8\u5927\u6a21\u578b\u4f9b\u5e94\u5546\uff0c\u800c\u975e\u771f\u6b63\u5b9e\u73b0\u672c\u5730\u63a8\u7406\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0cShell\u811a\u672c\u548cMakefile\u7684\u7f16\u7a0b\u7075\u6d3b\u5ea6\u8fdc\u9ad8\u4e8e\u53ef\u89c6\u5316\u7ba1\u9053\uff0cbuildpipe\u771f\u6b63\u9762\u5bf9\u7684\u5bf9\u624b\u4e0d\u662fZapier\uff0c\u800c\u662f\u5f00\u53d1\u8005\u6839\u6df1\u8482\u56fa\u7684\u201c\u5199\u811a\u672c\u201d\u4e60\u60ef\u3002\u5b83\u7684\u751f\u5b58\u7a7a\u95f4\u5728\u4e8e\uff1a\u90a3\u4e9b\u9700\u8981\u9891\u7e41\u4fee\u6539\u3001\u8de8\u6b65\u9aa4\u8c03\u8bd5\u3001\u4e14\u5e0c\u671b\u6709UI\u56de\u6eaf\u5386\u53f2\u7684\u5de5\u4f5c\u6d41\u573a\u666f\u3002\u4f46\u5982\u679c\u4e0d\u80fd\u89e3\u51b3AI\u6b65\u9aa4\u7684\u975e\u786e\u5b9a\u6027\u4e0e\u53ef\u8c03\u8bd5\u6027\u95ee\u9898\uff0c\u5355\u51ed\u201c\u672c\u5730JSON\u65e5\u5fd7\u201d\u548c\u201c48\u4e2a\u6a21\u677f\u201d\u5f88\u96be\u5f62\u6210\u62a4\u57ce\u6cb3\u3002\u672a\u6765\u82e5\u5f00\u653e\u63d2\u4ef6\u7cfb\u7edf\u3001\u652f\u6301\u672c\u5730LLM\u8c03\u7528\u3001\u5e76\u5f3a\u5316\u6587\u4ef6\u8d44\u4ea7\u7ba1\u7406\uff08\u5982WOFF2\u8f93\u51fa\uff09\uff0c\u624d\u53ef\u80fd\u4ece\u201c\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5de5\u5177\u201d\u3002\u5f53\u524d1.0.0\u7248\u672c\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u8d5b\u9053\u5360\u4f4d\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\">buildpipe<\/span>\n <\/div>\n<div class=\"comment-content\">A local-first pipeline automation app for developers powered by AI, running natively on your machine. Think of it as a local Zapier or n8n, built specifically for developers who want to chain shell commands, AI calls, HTTP requests, and file operations into reusable pipelines then trigger them on a schedule, on a file change, or via webhook.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, congrats on the launch! This might be a dumb question, but does a device need powerful specs to run your app locally?<\/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\/@haldavaroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haldavaroman<\/a> question is completely valid. Currently there is no support for local models so you do not need powerful specs. Just run it on a normal PC.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Multi-step AI workflows are powerful when they include clear checkpoints. Can a buildpipe workflow pause for approval before a step changes code, posts externally, or calls a paid API?<\/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\/@cyrus_elmtalab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyrus_elmtalab<\/a> great suggestions currently there is no approval process but I’ll add it to the roadmap. Thank you 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>hey buddy!<br \/>The idea looks very interesting for productivity.<\/p>\n<p>Just my concern for recurring workflows like Hacker News summaries or daily briefings, do you maintain a searchable history of previous runs?<br \/>For example, if I saw a story in the morning and later wanted to revisit the ai summary or outputs, having run history would be super useful. It is what we usually do.<\/p>\n<p>But at the same time, storing every pipeline output\/log long-term could also become a storage challenge locally specially for heavy AI workflows.<\/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\/@naresh_chandanbatve\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naresh_chandanbatve<\/a> great question…yes the logs are stored of each run under the .build-pipe folder in your user directory \ud83d\ude42<\/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\">A lot of automation effort gets stuck on auth and secrets: how do credentials work in practice (API keys, OAuth flows, rotation, per-project scoping), and what tradeoffs did you make versus hosted tools that can smooth OAuth but require sending data through their servers?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I have not added any auth flows yet. Your llm api keys are encrypted and stored locally. Adding auth flow to the app in the next version I didn’t feel it was a top req for v1. The goal was local pipes as a desktop app and I wanted to focus on that. <\/p>\n<\/p>\n<p>Thank you for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 looks super clean. Love the direction you\u2019re taking with AI workflows \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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> thank you thank you <\/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 AI calls step in the pipeline is the one i’d want to understand better. chaining shell commands and HTTP requests is well-understood territory. adding AI calls introduces non-determinism into the pipeline which changes how you think about error handling and retry logic. if an AI step returns something unexpected does the pipeline fail, retry, or branch? and how do you define what unexpected means for a step that’s inherently probabilisti<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> I would define json outputs to everything so that you can measure with a field that there was a success in atleast processing the ai request. A score of confidence as well. It is upto you and how you decide to write your 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>Nice work keeping this local-first with encrypted keys, that’s the trade-off most pipeline tools skip. Good luck with 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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> thanks for the support \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\">Hey PH! \ud83d\udc4b I’m the maker of buildpipe, and I’m really excited to share this today.<\/p>\n<p>The idea came from a simple frustration: I kept writing the same throwaway shell scripts to chain together AI calls, HTTP requests and file operations then losing them, forgetting what they did and rewriting them from scratch. I wanted something visual, local, and fast. No YAML. No cloud account. No vendor lock-in.<\/p>\n<p>So I built buildpipe, a desktop app where you compose pipelines out of typed steps (shell commands, AI calls, HTTP requests, file ops, conditionals, loops, notifications) and wire them together by referencing outputs like {{step_id.output}}. Everything runs on your machine and stays there.<\/p>\n<p>A few things I’m particularly proud of:<br \/>\n\ud83d\udd01 **Triggers** \u2014 cron, file-watch, or webhook. Set it and forget it.<br \/>\n\u2726 **AI Build** \u2014 describe a pipeline in plain English and it scaffolds the steps for you.<br \/>\n\ud83d\udccb **48 templates** \u2014 from daily standups to Docker health checks, ready to clone.<br \/>\n\ud83d\udd12 **Privacy-first** \u2014 no telemetry, no accounts, API keys encrypted.<\/p>\n<p>I’d love to hear what workflows you’d automate first. And if anything feels broken or missing, please tell me. This is v1.0.0 and I’m all ears. \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>The file-watch trigger is interesting \u2014 curious whether buildpipe can handle asset pipelines where the output is binary files rather than code. For instance, running a font build step that produces WOFF2 files and then pushing them to a CDN as a chained step. Is the pipeline model flexible enough for arbitrary file artifact workflows, or is it currently more focused on shell\/AI\/HTTP 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<\/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\/QEVQT23QAVRUFN\" class=\"app-title\">motionvid.ai<\/a><\/p>\n<div class=\"one-liner\">Your AI Motion & Video Editor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>motionvid.ai \u662f\u4e00\u6b3e AI \u9a71\u52a8\u7684\u8fd0\u52a8\u56fe\u5f62\u4e0e\u89c6\u9891\u7f16\u8f91\u5668\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u8bbe\u8ba1\u6280\u80fd\uff0c\u51e0\u5206\u949f\u5185\u5373\u53ef\u751f\u6210\u5e26\u65c1\u767d\u548c\u97f3\u4e50\u7684\u89c6\u9891\uff0c\u89e3\u51b3\u89c6\u9891\u5236\u4f5c\u4e2d\u526a\u8f91\u3001\u8282\u594f\u628a\u63a7\u548c\u52a8\u753b\u5408\u6210\u7684\u8017\u65f6\u75db\u70b9\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\/46a7c754-9bce-4ec1-a22a-7743d3982da8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=dGIyp1Btav4&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=dGIyp1Btav4&feature=youtu.be\" 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\/74fede81-7a9d-467d-88b2-78dde3e7ff46.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\/b9c6ab06-9f2f-4162-99b3-c919919c6284.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\/049dd6f6-f2e4-4325-a423-469c9045102c.jpeg?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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u56fe\u5f62<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">Miltos\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u8282\u594f\u611f\u77e5<\/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\u5173\u6ce8\u4e0ePremiere\u7b49\u4f20\u7edf\u8f6f\u4ef6\u7684\u4ea4\u63a5\uff08\u80fd\u5426\u5bfc\u51fa\u540e\u5fae\u8c03\uff09\u3001\u98ce\u683c\u4e00\u81f4\u6027\uff08\u591a\u5c3a\u5bf8\u80fd\u5426\u7edf\u4e00\uff09\u3001\u81ea\u5b9a\u4e49\u97f3\u4e50\u53ca\u4e0a\u4f20\u53c2\u8003\u56fe\u50cf\u7684\u80fd\u529b\u3002\u6838\u5fc3\u7591\u8651\u5728\u4e8e\u201c\u7eaf\u6587\u672c\u63cf\u8ff0\u201d\u5bf9\u98ce\u683c\u548c\u8bed\u6c14\u7684\u63a7\u5236\u7cbe\u7ec6\u5ea6\u662f\u5426\u8db3\u591f\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 \u5fc5\u987b\u627f\u8ba4\uff0cmotionvid.ai \u627e\u51c6\u4e86\u526a\u8f91\u6d41\u7a0b\u4e2d\u6700\u67af\u71e5\u7684\u73af\u8282\u2014\u2014\u8282\u594f\u5339\u914d\u548c\u955c\u5934\u62fc\u63a5\u3002\u5176\u81ea\u7814\u7684\u201cMiltos 5.0\u201d\u6a21\u578b\u5f3a\u8c03\u201c\u7406\u89e3\u65f6\u95f4\u548c\u77e5\u9053\u54ea\u91cc\u8be5\u526a\u201d\uff0c\u8fd9\u6bd4\u90a3\u4e9b\u53ea\u4f1a\u751f\u6210\u4f4e\u6548\u77ed\u89c6\u9891\u7684AI\u5de5\u5177\u66f4\u61c2\u4e13\u4e1a\u521b\u4f5c\u8005\u7684\u75db\u70b9\u3002\u7136\u800c\uff0c98\u7968\u7684\u51b7\u6e05\u5f00\u5c40\uff0c\u4ee5\u53ca\u8bc4\u8bba\u533a\u6e05\u4e00\u8272\u6765\u81ea\u521b\u59cb\u4eba\u7684\u81ea\u95ee\u81ea\u7b54\u548c\u7c89\u4e1d\u5f0f\u63d0\u95ee\uff0c\u66b4\u9732\u51fa\u8fd9\u662f\u5178\u578b\u7684\u201c\u6280\u80fd\u5bfc\u5411\u578b\u201d\u4ea7\u54c1\uff0c\u7f3a\u5c11\u771f\u5b9e\u6076\u52a3\u573a\u666f\u7684\u538b\u529b\u6d4b\u8bd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u626e\u6f14\u201c\u81ea\u52a8\u526a\u8f91\u5e08\u201d\u7684\u89d2\u8272\uff0c\u5374\u5ffd\u89c6\u4e86\u526a\u8f91\u662f\u4e00\u95e8\u201c\u9009\u62e9\u201d\u7684\u827a\u672f\u3002\u7528\u6237\u8ffd\u95ee\u7684\u201c\u80fd\u5426\u5728Premiere\u4e2d\u5fae\u8c03\u201d\u3001\u201c\u80fd\u5426\u4fdd\u6301\u54c1\u724c\u98ce\u683c\u4e00\u81f4\u6027\u201d\uff0c\u76f4\u6307AI\u89c6\u9891\u5de5\u5177\u7684\u6838\u5fc3\u786c\u4f24\uff1a\u81ea\u52a8\u5316\u8f93\u51fa\u4e0e\u53ef\u63a7\u7cbe\u4fee\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5982\u679c\u6bcf\u6b21\u8f93\u51fa\u90fd\u662f\u4e00\u6b21\u72ec\u7acb\u7684\u201c\u9ed1\u76d2\u201d\u751f\u6210\uff0c\u65e0\u6cd5\u5bfc\u51fa\u53ef\u7f16\u8f91\u7684\u5de5\u7a0b\u6587\u4ef6\uff0c\u4ec5\u9760\u6d4f\u89c8\u5668\u7684\u201c\u8c03\u6574\u201d\u529f\u80fd\uff0c\u90a3\u5b83\u53ea\u4f1a\u662fAfter Effects\u7684\u5ec9\u4ef7\u5e73\u66ff\uff0c\u800c\u975e\u98a0\u8986\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u4e8e\u8425\u9500\u56e2\u961f\u800c\u8a00\uff0c\u4e00\u4e2a\u4e0d\u80fd\u7edf\u4e00\u7ba1\u7406\u89c6\u89c9\u8d44\u4ea7\u7684AI\u7f16\u8f91\u5668\uff0c\u6ce8\u5b9a\u53ea\u80fd\u505a\u5feb\u901f\u51fa\u7247\u7684\u4e00\u6b21\u6027\u751f\u610f\u3002\u5b83\u5728\u89e3\u51b3\u201c\u6548\u7387\u201d\u95ee\u9898\u7684\u540c\u65f6\uff0c\u5236\u9020\u4e86\u201c\u63a7\u5236\u6743\u201d\u7684\u7126\u8651\u3002\u5efa\u8bae\u56e2\u961f\u805a\u7126\u4e8e\u201c\u98ce\u683c\u9501\u5b9a\u201d\u548c\u201c\u591a\u5c3a\u5bf8\u81ea\u9002\u5e94\u201d\u8fd9\u4e24\u4e2a\u9ad8\u9891\u9700\u6c42\uff0c\u800c\u975e\u70ab\u8000\u6a21\u578b\u7684\u201c\u667a\u80fd\u201d\u3002\u5426\u5219\uff0c\u5373\u4fbf\u5439\u5f97\u5929\u82b1\u4e71\u5760\uff0c\u5b83\u4e5f\u4e0d\u8fc7\u662f\u526a\u8f91\u5e08\u8349\u7a3f\u7bb1\u91cc\u4e00\u4e2a\u6619\u82b1\u4e00\u73b0\u7684\u73a9\u5177\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\">motionvid.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI Motion & Video Editor Generate animated videos with narration and music in minutes \u2014 no design skills needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is honestly exactly what I have been looking for. I spend hours in After Effects and Premiere Pro tweaking motion graphics and trying to get the pacing right. Hearing that Miltos 5.0 understands timing and knows where to cut is a massive deal for my workflow.<\/p>\n<p>I already use AI tools for generating assets and conceptualizing 3D stuff so having an editor that handles the heavy lifting for animation right in the browser is huge. I do a lot of projects with upbeat funk and pop aesthetics so I am super excited to see how the motion model handles those vibes. Definitely giving this a try today.<\/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\">Hey Product Hunt,<\/p>\n<p>I am super excited to announce two launches today: Miltos 5.0, the most advanced video model we’ve shipped, and the Motionvid AI Editor, the workspace we built around it.<\/p>\n<p>I’ve been making videos for years, and the part that always slowed me down wasn’t shooting or ideas, it was the hours of pulling clips together, cutting for pace, hunting for the right moments. <\/p>\n<p>Motionvid started as a tool I needed for myself. <\/p>\n<p>Miltos is the model that powers it.<\/p>\n<p>With 5.0, the model got noticeably better at the things that actually matter when you’re editing: timing, motion, knowing where to cut, picking the moments that hook. The new editor puts all of that in one place so you can guide it, tweak it, and finish a full video without leaving the tab.<\/p>\n<p>What’s new in this release:<\/p>\n<p>Miltos 5.0 – Our most advanced motion graphics modal.<br \/>\nMotionvid Editor – Your autonomous editing experience.<br \/>\nCustom Editing – Custom editing experience to refine your video.<\/p>\n<p>Built with Anatoly, Nick and the team. We’d love your feedback, especially the parts that don’t work yet. If something feels off, tell us.<\/p>\n<p>Thanks for checking it out.<\/p>\n<p>Kay<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justkay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justkay<\/a> Hey Kay, what about custom music? and most importantly the video in your gallery, is it by motionvid?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 is the hand off to NLEs like Premiere – any ability to tweak and find tune after export? Is overlaying on other video possible?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>AI video editors are getting crowded, so the workflow details matter. For marketing teams, can motionvid keep one campaign style consistent across multiple aspect ratios and short variants, or is each output edited as a separate video?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Yeah wow this is really cool I spent ages looking for something like this at one point<\/p>\n<p>One thing – can you upload images that represent a style of video<br \/>\nBecause one thing I always thought would be cool Is uploading references from creators you like to make content like them.<\/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>How much control do you have over the style and tone? “Describe in plain words” can mean very different things depending on whether you need something polished for a school presentation vs something punchy for social. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/HP33TBMZS4ERZK\" class=\"app-title\">Zero Assist<\/a><\/p>\n<div class=\"one-liner\">Real-time AI cheating detection for technical interviews<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zero Assist\u662f\u4e00\u6b3e\u5b9e\u65f6AI\u4f5c\u5f0a\u68c0\u6d4b\u5de5\u5177\uff0c\u7528\u4e8e\u8fdc\u7a0b\u6280\u672f\u9762\u8bd5\u573a\u666f\uff0c\u901a\u8fc7\u76d1\u63a7\u5019\u9009\u4eba\u7684\u64cd\u4f5c\u7cfb\u7edf\u8fdb\u7a0b\uff0c\u68c0\u6d4bParakeet AI\u3001Final Round AI\u7b4920\u591a\u79cd\u9690\u85cf\u5f0fAI\u4f5c\u5f0a\u5de5\u5177\uff0c\u5e2e\u52a9\u62db\u8058\u65b9\u89c4\u907f\u57fa\u4e8eAI\u4f2a\u9020\u80fd\u529b\u505a\u51fa\u7684\u9519\u8bef\u8058\u7528\u51b3\u7b56\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\/d92e0b58-7d72-4c71-8841-7af79056003e.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\/2d5fdb6f-bfeb-480b-b7da-2e97b747a852.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\/33a561df-826d-4940-92b0-45e9e0904845.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\/a813b576-8247-49f0-af59-0b56377b1887.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/3NBFJA2A8Ws?si=amExXlrp5q0Tg_Nn\"><source src=\"https:\/\/youtu.be\/3NBFJA2A8Ws?si=amExXlrp5q0Tg_Nn\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f5c\u5f0a\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u9762\u8bd5\u76d1\u8003<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u62db\u8058<\/span><br \/>\n <span class=\"tag\">OS\u7ea7\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u9632\u4f2a<\/span><br \/>\n <span class=\"tag\">\u4eba\u529b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8fc7\u7a0b\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u53cd\u6b3a\u8bc8<\/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\u4e24\u5927\u6838\u5fc3\u95ee\u9898\uff1a\u4e00\u662f\u6cd5\u5f8b\u5408\u89c4\u6027\uff0c\u8d28\u7591\u201c\u9759\u9ed8\u90e8\u7f72\u201d\u662f\u5426\u4f1a\u672a\u7ecf\u540c\u610f\u76d1\u63a7\u5019\u9009\u4eba\uff0c\u5236\u9020\u8005\u56de\u5e94\u9700\u660e\u786e\u540c\u610f\u4e14\u53ea\u76d1\u63a7\u8fdb\u7a0b\u975e\u5c4f\u5e55\uff1b\u4e8c\u662f\u8bef\u62a5\u7387\uff0c\u62c5\u5fc3Copilot\u7b49\u5408\u6cd5\u5de5\u5177\u88ab\u8bef\u5224\uff0c\u5b98\u65b9\u79f0\u68c0\u6d4b\u76ee\u6807\u662f\u9690\u85cf\u8986\u76d6\u5c42\u7684\u201c\u7279\u5b9a\u6280\u672f\u6307\u7eb9\u201d\uff0c\u652f\u6301\u5b9e\u65f6\u767d\u540d\u5355\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 Zero Assist\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u5feb\u901f\u81a8\u80c0\u7684\u75db\u70b9\uff1a\u8fdc\u7a0b\u6280\u672f\u9762\u8bd5\u4e2d\u7684AI\u8f85\u52a9\u4f5c\u5f0a\u5df2\u7ecf\u4e0d\u518d\u662f\u201c\u5077\u770b\u4e00\u773c\u5c0f\u6284\u201d\uff0c\u800c\u662f\u5f62\u6210\u4e86\u4ee5Parakeet AI\u3001Final Round AI\u4e3a\u4ee3\u8868\u7684\u201c\u94a2\u76d4\u884c\u4e1a\u201d\u3002\u8fd9\u7c7b\u5de5\u5177\u80fd\u591f\u7ed5\u8fc7\u4f20\u7edf\u5c4f\u5e55\u5171\u4eab\uff0c\u7528GPU\u8986\u76d6\u5c42\u9690\u85cf\u7b54\u6848\u6295\u5c04\uff0c\u8ba9\u9762\u8bd5\u5b98\u5b8c\u5168\u65e0\u4ece\u5bdf\u89c9\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cZero Assist\u63d0\u4f9b\u7684OS\u7ea7\u8fdb\u7a0b\u76d1\u63a7\uff0c\u6bd4\u201c\u773c\u795e\u8ffd\u8e2a\u201d\u548c\u201c\u4e8b\u540e\u770b\u56de\u653e\u201d\u66f4\u8d34\u8fd1\u4f5c\u5f0a\u884c\u4e3a\u7684\u7269\u7406\u672c\u6027\u2014\u2014\u65e0\u8bbaAI\u53d8\u5f97\u591a\u806a\u660e\uff0c\u5b83\u7ec8\u7a76\u8981\u4f5c\u4e3a\u4e00\u4e2a\u9690\u853d\u7684\u8fdb\u7a0b\u8fd0\u884c\u5728\u5019\u9009\u4eba\u7684\u673a\u5668\u4e0a\u3002\u8fd9\u79cd\u201c\u68c0\u6d4b\u6267\u884c\u8fc7\u7a0b\u201d\u800c\u975e\u201c\u63e3\u6d4b\u884c\u4e3a\u610f\u56fe\u201d\u7684\u601d\u8def\uff0c\u662f\u5176\u6838\u5fc3\u5dee\u5f02\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\u662f\u6cd5\u5f8b\u7070\u8272\u5730\u5e26\uff1a\u5373\u4fbf\u5f97\u5230\u77e5\u60c5\u540c\u610f\uff0c\u5728\u9762\u8bd5\u573a\u666f\u4e2d\u8981\u6c42\u5019\u9009\u4eba\u5b89\u88c5\u76d1\u63a7\u8f6f\u4ef6\uff0c\u4f9d\u7136\u5b58\u5728\u56e0\u5730\u57df\u6cd5\u5f8b\u4e0d\u540c\u5bfc\u81f4\u7684\u4e0d\u5408\u89c4\u98ce\u9669\uff0c\u5c24\u5176\u5728\u6b27\u76dfGDPR\u6216\u52a0\u5ddeCCPA\u4e0b\uff0c\u9690\u79c1\u6743\u7684\u6297\u8fa9\u53ef\u80fd\u76f4\u63a5\u8ba9\u4ea7\u54c1\u4e0d\u53ef\u7528\u3002\u5176\u6b21\u662f\u5546\u4e1a\u6a21\u5f0f\u7684\u4fe1\u4efb\u56f0\u5883\uff1a\u62db\u8058\u65b9\u613f\u610f\u4ed8\u94b1\u7684\u52a8\u673a\u662f\u201c\u6293\u51fa\u4f5c\u5f0a\u8005\u201d\uff0c\u800c\u4e00\u65e6\u4ea7\u54c1\u6f0f\u62a5\uff08\u5047\u9634\u6027\uff09\uff0c\u4ed6\u4eec\u4f1a\u8ba4\u4e3a\u5de5\u5177\u65e0\u6548\uff1b\u4e00\u65e6\u8bef\u62a5\uff08\u5047\u9633\u6027\uff09\uff0c\u5219\u53ef\u80fd\u5f15\u53d1\u6cd5\u5f8b\u7ea0\u7eb7\u6216\u6bc1\u6389\u4e00\u4e2a\u771f\u5b9e\u5019\u9009\u4eba\u7684\u673a\u4f1a\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u201c\u68c0\u6d4b\u7279\u5b9a\u6280\u672f\u6307\u7eb9\u201d\uff0c\u4f46\u8fd9\u5957\u6307\u7eb9\u5e93\u80fd\u8986\u76d6\u591a\u5c11\u5de5\u5177\uff1f\u66f4\u65b0\u901f\u5ea6\u80fd\u5426\u8ddf\u4e0a\u4f5c\u5f0a\u5de5\u5177\u7684\u8fed\u4ee3\uff1f\u8fd9\u4e9b\u624d\u662f\u7528\u6237\u771f\u6b63\u4f1a\u638f\u94b1\u7684\u51b3\u5b9a\u6027\u56e0\u7d20\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u5175\u6765\u5c06\u6321\u201d\u578b\u7684\u4ea7\u54c1\uff0cAI\u4f5c\u5f0a\u5de5\u5177\u5347\u7ea7\u4e00\u6b65\uff0c\u5b83\u5c31\u5f97\u7d27\u8ddf\u7740\u5347\u7ea7\u4e00\u6b65\uff0c\u5426\u5219\u4ef7\u503c\u5f52\u96f6\u3002\u77ed\u671f\u6709\u4ef7\u503c\uff0c\u957f\u671f\u770b\uff0c\u76d1\u7ba1\u548c\u6280\u672f\u7684\u53cc\u91cd\u535a\u5f08\u624d\u662f\u771f\u6b63\u7684\u8d5b\u573a\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\">Zero Assist<\/span>\n <\/div>\n<div class=\"comment-content\">Detect Parakeet AI, Final Round AI, Cluely & 20+ AI cheating tools in real time. Secure your remote technical interviews with Zero Assist.Zero Assist is a forensic-grade interview monitor that detects AI cheating tools like ChatGPT, Parakeet AI, and Copilot in real time. Deploy a silent agent and get instant alerts on your dashboard if candidates use unauthorized AI assistance.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the silent agent deployment is the part i’d want to understand from a legal and consent standpoint. depending on jurisdiction, installing monitoring software on a candidate’s machine during an interview has compliance implications that vary pretty significantly. does Zero Assist require explicit candidate consent before deployment and how are you thinking about the liability if a candidate later claims unauthorized monitoring? that’s not a hypothetical question in 2026, it’s already happening in employment law<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> That’s the great question and something we take incredibly seriously, especially given the strictness of modern law .<br \/>To clarify: Zero assist is never deployed silently without the candidate’s knowledge. The monitoring is what is happening silently during the interview, so as not to distract the candidate with any pop-ups, but the deployment itself requires explicit informed consent.<br \/>We have Explicit Upfront opt-in consent — the agent physically cannot run until they explicitly click accept and continue <br \/>We are logging a forensic audit trail of the consnet <br \/>And we are having a data retention policy period…<br \/>Unlike the legacy proctoring tool, we are not recording screen, webcam footage, and personal files …<\/p>\n<p>We built this to protect both the integrity of the hiring company and the privacy of the candidate. If you have any other questions about the architecture, I’d be happy to dive deeper!<\/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>We are currently witnessing a massive arms race in remote tech hiring. A year ago, cheating meant a candidate looking down at their phone or having a hidden browser tab open.<\/p>\n<p>Today, it is a completely different landscape. There is an entire industry of “Stealth AI” tools (like Parakeet AI, Final Round AI, and Cluely) specifically engineered to defeat traditional video interviews and screen sharing. These tools intercept system audio, transcribe the interviewer’s questions in real-time, and project the exact code or answers onto the candidate’s screen using invisible GPU overlays that standard screen-sharing software physically cannot see.<\/p>\n<p>The cost of this is staggering. Companies are making $150k+ hiring decisions based on AI-generated performance, leading to massive sunk costs in onboarding and immediate productivity bottlenecks. Even worse, brilliant, honest candidates are losing out on jobs to people using software to fake their skills.<\/p>\n<p>We can’t rely on webcam “eye-tracking” or “gut feelings” anymore. I built Zero Assist because the only way to detect stealth AI is with forensic, OS-level monitoring. We have to restore integrity to the hiring process so that the best engineers win on merit, not on who has the most expensive hidden copilot<\/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>Hey Product Hunt! \ud83d\udc4b I’m Vaibhav, the maker of Zero Assist.<\/p>\n<p>Remote technical hiring is fundamentally broken right now. Candidates are increasingly using stealth AI tools like Parakeet AI, Final Round AI, and ChatGPT to pass interviews. Traditional screen sharing can’t detect audio-based whispers, hidden browser tabs, or GPU overlays.<\/p>\n<p>I built Zero Assist to fix this and restore integrity to remote hiring. It\u2019s a lightweight, forensic-grade agent that runs on the candidate’s machine during the interview and monitors OS-level processes.<\/p>\n<p>\u2728 Key Features:<\/p>\n<p>Real-Time Detection: Catches 20+ known AI cheating tools the moment they launch.<br \/>Silent & Seamless: Runs in the background with no intrusive pop-ups for the candidate.<br \/>Live Interviewer Dashboard: Instant alerts delivered via WebSockets (<500ms latency).<br \/>Deep Forensic Evidence: Post-session audit reports with exact timestamps and process metadata.<br \/>Privacy-First: Legal compliant. Exits cleanly after the session, leaving no persistent footprint.<br \/>Zero Assist empowers engineering and HR teams to make hiring decisions based on genuine ability, not AI assistance.<\/p>\n<p>I’d love to hear your feedback, answer any questions about how the detection works, or take feature requests below! \ud83d\udc47<\/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\/@vaibhav_devere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhav_devere<\/a> Congrats on the launch, Vaibhav. This feels like a timely product because remote hiring has quietly become harder to trust, especially in technical interviews where AI assistance can blur the line between real skill and generated answers.<\/p>\n<\/p>\n<p>What stands out is the focus on real-time detection instead of only reviewing interviews afterward. That gives hiring teams a clearer signal during the process itself, not days later. I can see this being genuinely useful for engineering teams trying to keep remote hiring fair without making interviews more intrusive for candidates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>just curious about privacy invasion with your product. <\/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\">When your agent flags something, how do you minimize false positives\u2014especially for legitimate tools engineers might have open (Copilot, IDE assistants, accessibility apps)\u2014and what does the \u201cevidence\u201d look like that an interviewer could confidently use in a dispute?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. Copilot, IDE assistants, accessibility apps \u2014 none of these use a capture-excluded always-on-top overlay. They’re normal visible windows. Our detection targets that very specific combination of flags, not just “any AI tool is running.”<\/p>\n<p>The evidence in the report is a timestamped log of exactly what was detected \u2014 process category, window flags, and time of detection. Factual, not interpretive. The hiring team decides what to do with 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love seeing products focused on improving interview integrity.<\/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\">@nithin_raju1 Thanks Nithin! It’s definitely becoming a critical issue in the industry, and we’re really passionate about leveling the playing field for genuine candidates.<\/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>Ohh yeah, the must needed one! Facing this problem in almost 60% of interviews where we can’t judge if the candidate is cheating or not. And the result, we waste our days, hours on interview rounds of irrelevant candidates who’re actually caught cheating in interviews. <br \/>Hopefully it helps now. Congrats on the launch team. 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great mission and concept! As mentioned the false positives is the big concern. Have you tried testing it with “generic” sounding interviews? ones that might be flagged as AI but aren’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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@joseph_fattal Yes Joseph \u2014 we’ve tested extensively across multiple platforms and generic interview setups. False positives are not something we’ve encountered in testing because our detection targets a very specific technical fingerprint, not answer quality or phrasing.<\/p>\n<p>But we also built for the edge case. If something does get flagged during a live session \u2014 say Zoom itself or any tool the interviewer recognises as legitimate \u2014 the interviewer can whitelist it on the spot in real time and continue. No disruption, no unfair flags stuck on a candidate’s report.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting problem to solve, but I’m curious about the flip side, as AI tools get better at mimicking “natural” behavior, how do you stay ahead without the detection itself becoming a false-positive machine that flags good candidates unfairly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Great point Camelia \u2014 but that\u2019s actually where we\u2019re fundamentally different from behaviour-based tools.<\/p>\n<p>We don\u2019t care how naturally the AI behaves. We don\u2019t watch typing speed, answer pacing, or eye movement at all.<\/p>\n<p>No matter how much these tools evolve, they still have to do two things \u2014 run on the machine and stay hidden from the interviewer. The moment they drop the overlay, they show up in screen share and the candidate is caught instantly. So the overlay isn\u2019t optional for them. It\u2019s structural. And that\u2019s exactly what we detect.<\/p>\n<\/p>\n<p>So the AI getting smarter at mimicking natural behaviour doesn\u2019t move the needle for us. The detection surface doesn\u2019t change.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Curious how it works in the background?<\/div>\n<div class=\"comment-actions\">\n<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\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> <strong> <\/strong>Great question! We specifically designed the architecture to be incredibly fast and lightweight without requiring invasive kernel-level drivers.<br \/>Zero Assist acts like a highly specialized digital security guard on the candidate’s computer. It constantly scans the background for unauthorized processes, screen overlays, and hidden browser tabs. If a known AI cheating tool is launched during the interview, the agent instantly beams a live alert directly to the interviewer’s dashboard in under half a second ..<\/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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6KHRSILQIS5A3F\" class=\"app-title\">DCP<\/a><\/p>\n<div class=\"one-liner\">Give your AI agents encrypted permission and keys<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DCP \u662f\u4e00\u6b3e\u672c\u5730\u52a0\u5bc6\u6743\u9650\u4fdd\u9669\u5e93\uff0c\u8ba9AI\u4ee3\u7406\u5728\u6267\u884c\u4ea4\u6613\u3001\u8c03\u7528API\u7b49\u654f\u611f\u64cd\u4f5c\u65f6\uff0c\u5fc5\u987b\u7ecf\u8fc7\u7528\u6237\u5ba1\u6279\u6388\u6743\uff0c\u5bc6\u94a5\u6c38\u4e0d\u6cc4\u9732\u7ed9\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u4ee3\u7406\u5b89\u5168\u4e0e\u8d44\u4ea7\u63a7\u5236\u7684\u6838\u5fc3\u77db\u76fe\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\/9e0eb0c8-25a4-4805-8d83-76f3e466e584.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\/46b26e5d-b44d-4b49-bef7-c8840a171a7e.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\/d8025751-f1e5-4e54-b4e6-e038ffc7d97d.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\/c61f5a94-2b9a-4923-a85a-a47579dbbe55.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\/aa2a3e48-943d-4fea-a27f-3a63a17d4952.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\/e8db2f4f-af97-4399-9f77-a014efa7fc1c.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\/5bdda267-9c11-4831-9b5c-63fc96e7148d.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\/bfb5ad38-e0d7-476d-bfe8-dc1332dd4827.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/784a1562a6d94ed88351ae8c58ceb5e3\"><source src=\"https:\/\/www.loom.com\/share\/784a1562a6d94ed88351ae8c58ceb5e3\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u4fdd\u9669\u5e93<\/span><br \/>\n <span class=\"tag\">\u975e\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5bc6\u94a5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP<\/span><br \/>\n <span class=\"tag\">Telegram\u5ba1\u6279<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u7b7e\u540d<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Web3<\/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\u5173\u6ce8\u201c\u4ee3\u7406\u5728\u8fdc\u7a0b\u670d\u52a1\u5668\u8fd0\u884c\u201d\u65f6\u7684\u90e8\u7f72\u6a21\u5f0f\u4e0e\u201c\u672c\u5730\u4fdd\u9669\u5e93\u201d\u7684\u77db\u76fe\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u80fd\u5426\u652f\u6301\u4e34\u65f6\/\u5b9a\u65f6\u8fc7\u671f\u5bc6\u94a5\u3001\u6bcf\u65e5\u9884\u7b97\u8017\u5c3d\u540e\u7684\u884c\u4e3a\u3002\u4e00\u6761\u8bc4\u8bba\u5c16\u9510\u5bf9\u6bd4\u4e86DCP\u4e0e\u4f20\u7edf\u5bc6\u94a5\u7ba1\u7406\u5668\uff08\u5982Vault\uff09\u53ca\u4ee3\u7406\u94b1\u5305\u65b9\u6848\u7684\u672c\u8d28\u5dee\u5f02\u3002\u53e6\u6709\u4e00\u540d\u7528\u6237\u53cd\u9988macOS\u5b89\u88c5\u65f6\u9047\u5230\u201c\u5e94\u7528\u5df2\u635f\u574f\u201d\u7684Gatekeeper\u95ee\u9898\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 DCP\u5207\u4e2d\u4e86\u4e00\u4e2a\u6b63\u5728\u88ab\u5ffd\u89c6\u4f46\u81f4\u547d\u7684\u75db\u70b9\uff1aAI\u4ee3\u7406\u7684\u6743\u9650\u5931\u63a7\u3002\u5f53\u4ee3\u7406\u4ece\u201c\u95ee\u7b54\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u6267\u884c\u5de5\u5177\u201d\uff0c\u5bc6\u94a5\u6cc4\u9732\u98ce\u9669\u6025\u5267\u653e\u5927\u3002DCP\u7684\u201c\u4ee3\u7406\u53ea\u8bf7\u6c42\u52a8\u4f5c\uff0c\u4e0d\u63a5\u89e6\u5bc6\u94a5\u201d\u8bbe\u8ba1\uff0c\u662f\u6bd4\u4f20\u7edf\u79d8\u5bc6\u7ba1\u7406\u5668\uff08\u5982HashiCorp Vault\uff09\u548c\u4ee3\u7406\u94b1\u5305\uff08\u5982Privy\uff09\u66f4\u6839\u672c\u7684\u89e3\u6cd5\u2014\u2014\u524d\u8005\u7ba1\u7684\u662f\u201c\u5b58\u50a8\u201d\uff0c\u540e\u8005\u7ba1\u7684\u662f\u201c\u8eab\u4efd\u201d\uff0c\u800cDCP\u7ba1\u7684\u662f\u201c\u6388\u6743\u77ac\u95f4\u201d\u3002\u5176\u672c\u5730\u7b7e\u540d+Telegram\u5ba1\u6279\u7684\u67b6\u6784\uff0c\u5728\u5b89\u5168\u4e0e\u6613\u7528\u95f4\u627e\u5230\u4e86\u5e73\u8861\u70b9\uff0c\u5c24\u5176\u5bf9\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\uff0c\u662f\u95e8\u69db\u6781\u4f4e\u7684\u96f6\u4fe1\u4efb\u5b9e\u8df5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u4e0b\u6700\u5927\u7684\u9690\u5fe7\u5728\u4e8e\u90e8\u7f72\u6a21\u578b\u7684\u5c40\u9650\u6027\u3002\u793e\u533a\u5df2\u654f\u9510\u6307\u51fa\uff0c\u201c\u672c\u5730\u684c\u9762\u4fdd\u9669\u5e93\u201d\u4e0e\u201c\u4e91\u7aef\u8fd0\u884c\u4ee3\u7406\u201d\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u6027\u51b2\u7a81\u3002\u82e5\u65e0\u6cd5\u63d0\u4f9b\u5408\u7406\u7684\u5b88\u62a4\u8fdb\u7a0b\u6216\u4e2d\u7ee7\u6a21\u5f0f\uff0cDCP\u5c06\u5929\u7136\u5730\u5c4f\u853d\u6389\u670d\u52a1\u5668\u7aef\u548c\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u573a\u666f\uff0c\u800c\u8fd9\u6070\u6070\u662f\u4ee3\u7406\u6700\u6709\u4ef7\u503c\u3001\u6700\u9700\u8981\u5b89\u5168\u9632\u62a4\u7684\u6218\u573a\u3002\u6b64\u5916\uff0cmacOS\u7684Gatekeeper\u95ee\u9898\u66b4\u9732\u51fa\u4ea7\u54c1\u5c1a\u672a\u7ecf\u8fc7\u6b63\u5f0f\u5206\u53d1\u6d41\u7a0b\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u5904\u7406\u5bc6\u94a5\u7684\u654f\u611f\u5de5\u5177\uff0c\u8fd9\u4f1a\u4e25\u91cd\u635f\u5bb3\u65e9\u671f\u7528\u6237\u7684\u4fe1\u4efb\u3002DCP\u7684\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u4e14\u6b63\u786e\uff0c\u4f46\u82e5\u4e0d\u80fd\u5feb\u901f\u5f25\u5408\u90e8\u7f72\u9e3f\u6c9f\u5e76\u63d0\u5347\u5de5\u7a0b\u6210\u719f\u5ea6\uff0c\u5b83\u53ef\u80fd\u53ea\u80fd\u6210\u4e3a\u4e00\u4e2a\u201c\u7406\u60f3\u573a\u666f\u201d\u4e0b\u7684\u6f02\u4eaeDemo\uff0c\u800c\u975e\u751f\u4ea7\u7ea7\u7684\u57fa\u7840\u8bbe\u65bd\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\">DCP<\/span>\n <\/div>\n<div class=\"comment-content\">Today, many agents read keys and sensitive info from dotenv files, configs, or memory. One bad prompt or compromised tool can drain your wallet, API bill, or private data. DCP makes agents safe for real work: your wallets and API keys stay encrypted on your own machine. Give each agent only the scopes it needs; it asks, you approve from Telegram or App. Daily budgets, logs, and instant revoke keep you in control. Open source, non-custodial, and works with Claude, Cursor, OpenClaw, and Hermes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I\u2019m Iftakhar, building DCP.<\/p>\n<\/p>\n<p>AI agents are moving from answering questions to executing real work: signing transactions, using API keys, making payments, and calling tools across apps.<\/p>\n<\/p>\n<p>But there\u2019s a problem: agents should not hold private keys, raw credentials, or sensitive information.<\/p>\n<\/p>\n<p>DCP is my attempt to solve that. It is a local permission vault for AI agents.<\/p>\n<\/p>\n<p>The flow is simple:<\/p>\n<\/p>\n<p>agent asks <\/p>\n<p>you approve on Telegram or in the app <\/p>\n<p>DCP signs locally <\/p>\n<p>secret never enters the model context<\/p>\n<\/p>\n<p>What works today:<\/p>\n<\/p>\n<p>– desktop app<\/p>\n<p>– local encrypted vault<\/p>\n<p>– Telegram approvals<\/p>\n<p>– Solana wallet signing<\/p>\n<p>– API credential storage<\/p>\n<p>– budgets and approval limits<\/p>\n<p>– MCP-compatible agent flow<\/p>\n<p>– open source repo<\/p>\n<\/p>\n<p>I built this because I think the next bottleneck for agents is not intelligence. It is permission.<\/p>\n<\/p>\n<p>If agents are going to act for us, they need a safe way to use wallets, credentials, and sensitive tools without taking custody.<\/p>\n<\/p>\n<p>Would love feedback from people building agents, wallets, MCP tools, x402 apps, or anything around agent commerce.<\/p>\n<\/p>\n<p>Website: <a href=\"https:\/\/dcpagent.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dcpagent.com<\/a> <\/p>\n<p>Docs: <a href=\"https:\/\/dcpagent.com\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dcpagent.com\/docs<\/a> <\/p>\n<p>Download: <a href=\"https:\/\/dcpagent.com\/#download\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dcpagent.com\/#download<\/a> <\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/1lystore\/dcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/1lystore\/dcp<\/a><\/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\/@iftakhar_rahmany\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iftakhar_rahmany<\/a> Congrats on the launch Iftakhar \ud83c\udf89 <br \/>Permission as the next bottleneck rather than intelligence is the right framing.<\/p>\n<p>Question on the deployment model: the vault is a local desktop app and signs locally, which is clean for an agent running on my own machine. But a lot of agents now run server-side or in hosted environments, not next to a desktop. How does DCP work when the agent lives on a remote host? Does the vault need to run on the same machine, is there a daemon\/relay pattern, or is the local-desktop model an intentional scope choice for now? Asking because “non-custodial + local” and “my agent runs in the cloud” are in tension, and that gap is where permission tools usually have to make a hard architectural call.<\/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\">Would you give your private keys to your AI agents?<\/p>\n<p>What if an agent makes the wrong decision?<\/p><\/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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> <br \/>Exactly, that\u2019s the core problem DCP is built around.<\/p>\n<p>I don\u2019t think agents should directly hold private keys. They should request an action, show the scope\/amount\/destination, and let the user approve or reject it.<\/p>\n<p>If the agent makes the wrong decision, DCP gives you guardrails: budgets, approval limits, logs, and instant revoke. The agent can ask, but it should not have custody.<\/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\">@iftakharrahmany agreed. Agents can ask for permission to use private keys and humans can approve on a case by case basis.<\/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 seeing builders focus on secure AI systems early.<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Exactly. Agent security has to be designed early, not patched in later.<br \/>If agents are going to take real actions for us, permission and control need to be built in from the start.<\/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! One question, if we hit the daily cap does it pause and wait for next day or does it notify you?<\/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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Thanks Prateek, good question.<\/p>\n<p>If the daily cap is reached, agent can\u2019t continue under that budget. The user gets notified, and they can either raise the limit manually or wait for the next budget window.<\/p>\n<p>The goal is that agents can automate work, but they should never silently exceed the permission you gave 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>Scoped permissions for agents feel important. Can teams issue temporary task-level keys that expire or revoke automatically after an agent run, instead of giving the agent broad credentials?<\/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\/@cyrus_elmtalab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyrus_elmtalab<\/a>DCP supports per-agent permissions, budgets\/limits, approvals, logs, and instant revoke.<\/p>\n<p>We don\u2019t yet support automatic time-based revoke after a run, but it\u2019s on the roadmap. The direction is exactly what you described: temporary\/task-level scopes that can expire automatically.<\/p>\n<p>For now, teams can revoke access instantly when an agent should no longer have that permission.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>good luck, guys. let’s support each other!<\/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\/@rahimwws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahimwws<\/a> Thanks Rahim, appreciate it.<\/p>\n<p>Good luck with Cleo too. Founder becoming the PM is a real pain, and the transparent memory\/trust-levels piece feels important if an AI PM is going to actually run parts of a team.<\/p>\n<p>Also feels like there could be an interesting DCP \u00d7 Cleo angle at some point: as Cleo moves from observer to operator, DCP could act as the permission layer for sensitive actions, approvals, budgets, and audit logs.<\/p>\n<p>Would be happy to compare notes after launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>FYI, I <em>REALLY <\/em>want to try DCP, but downloading the installer (made sure it’s the right version for my Apple silicon Macbook Air 15″) it <em>does <\/em>install, but then gives me a “DCP is damaged; you should move it to trash” which I cannot get around – tried re-downloading and reinstalling, tried a few different things (running as admin, etc.) – nothing works.<\/p>\n<\/p>\n<p>This is exactly and precisely the solution I need, so, I hope I can figure it out… congrats on the launch, regardless!<\/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\/@grey_seymour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grey_seymour<\/a> thank you for flagging this \u2014 and sorry you hit it.<\/p>\n<p>This is the macOS unsigned beta\/Gatekeeper issue. We added a note on the site for it, but clearly it needs to be more visible.<\/p>\n<p>Please try this in Terminal:<\/p>\n<p>xattr -cr \/Applications\/<a href=\"http:\/\/DCP.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">DCP.app<\/a><\/p>\n<p>Then right-click DCP in Applications and choose Open.<\/p>\n<p>We\u2019re working on notarization so this step goes away. Really appreciate you wanting to try it \u2014 and please let me know if that command doesn\u2019t fix it for your Mac.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">A lot of teams try to solve this with a secrets manager (Vault\/Infisical\/Doppler) or by giving each agent its own wallet (Privy\/Coinbase AgentKit\/Sponge). What\u2019s the crisp technical difference in DCP\u2019s model of authority\u2014i.e., what does DCP prevent that those approaches still can\u2019t, and where are the tradeoffs?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. The difference is custody and authority.<\/p>\n<p>Secrets managers are great at storing and rotating secrets. But in most agent setups, the dangerous moment is when the secret leaves the manager and enters the agent runtime.<\/p>\n<p>At that point, the agent can leak it, misuse it, log it, pass it to a tool, or keep using it until you rotate\/revoke.<\/p>\n<p>Per-agent wallets reduce blast radius, but they still make the agent the custodian of that wallet.<\/p>\n<p>DCP takes a different path: the agent does not get the wallet key; it asks for the outcome.<\/p>\n<p>Example:<\/p>\n<p>agent: \u201csign this Solana transaction\u201d<\/p>\n<p>DCP: checks scope, budget, session, and approval policy<\/p>\n<p>vault: signs locally<\/p>\n<p>agent receives: signed tx \/ signature<\/p>\n<p>agent never receives: private key<\/p>\n<p>DCP decides whether that action is allowed, under which policy, for which agent, and at what limit.<\/p>\n<p>You also get one permission layer across multiple agents: Claude, Cursor, OpenClaw, Hermes, VPS agents, etc. Set DCP once, then grant each agent its own permissions, budgets, approvals, and audit trail.<\/p>\n<p>That means the permission boundary stays with the user, not the model, prompt, toolchain, server, or relay.<\/p>\n<p>Tradeoff: there is an extra permission layer. But for sensitive actions, that is the point.<\/p>\n<p>Secrets managers protect secrets at rest.<\/p>\n<p>DCP protects authority at the moment an agent tries to act.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Telegram approval flow is a clever UX choice for mobile-first teams. Curious how DCP handles permission scoping for design tool APIs specifically \u2014 if an agent is accessing a design system’s token API, can you define read-only vs. write permissions per tool, or is it a single permission gate per service? Granular scoping seems key for preventing over-permissioned agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 definitely sounds like one of the most useful products I’ve seen launched in some time. I’ve wanted to build something with OpenClaw for some time now, but always stopped myself because of the fear of possible leaks. Would you say it is a good use case for your vault?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 harder question underneath this product is whether detecting AI use in a technical interview is actually the right goal. a senior engineer who knows how to use AI tools effectively might be more valuable than one who can whiteboard without them. curious if there’s a way to configure what counts as unauthorized versus what’s just 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>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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Thanks Ansari, I think this may have been meant for another launch today, but I agree with the broader point that AI tools are becoming part of real workflows.<\/p>\n<p>For DCP, we\u2019re focused on the permission layer: how agents can safely use wallets, keys, and sensitive tools without directly holding secrets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AULUNO7MPHWPFG\" class=\"app-title\">JAMtime.ai<\/a><\/p>\n<div class=\"one-liner\">Just tell your guitar pedal how to sound<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>JAMtime.ai\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5b9e\u65f6\u751f\u6210\u771f\u5b9eDSP\u5409\u4ed6\u6548\u679c\u5668\u94fe\u7684\u5de5\u5177\uff0c\u8ba9\u4e50\u624b\u544a\u522b\u7e41\u7410\u65cb\u94ae\u8c03\u53c2\uff0c\u7528\u201c\u66f4\u4eae\u3001\u66f4\u810f\u3001\u677f\u5f0f\u6df7\u54cd\u52a0\u68b3\u72b6\u6ee4\u6ce2\u201d\u7b49\u53e3\u8bed\u6307\u4ee4\u76f4\u63a5\u8bbe\u8ba1\u51fa\u53ef\u7f16\u8f91\u3001\u53ef\u5206\u4eab\u7684\u7cbe\u51c6\u97f3\u8272\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\/4e2bb68e-e25d-4c13-9305-61a6c3fb5bbf.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\/088f6da4-24e5-4016-8d85-dddc2a21394a.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\/7162cf6e-4732-4d16-9c53-d8b9dda71397.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\/dea33ef2-fe0a-4999-ab1a-4f55207c8ecf.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=D2hDKdgzX70\"><source src=\"https:\/\/www.youtube.com\/watch?v=D2hDKdgzX70\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span><br \/>\n <span class=\"tag\">Alpha<\/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>\u5f00\u53d1\u8005Jeff\u5f3a\u8c03\u4ea7\u54c1\u7528\u771f\u5b9eDSP\u4ee3\u7801\u800c\u975eAI\u751f\u6210\u97f3\u9891\uff0c\u5e76\u900f\u9732\u672a\u6765\u5c06\u63a8\u51fa\u5b9e\u4f53\u8e0f\u677fOmega FX1\u3002\u7528\u6237\u5173\u5fc3\u5b9e\u65f6\u5ef6\u8fdf\u548c\u7a33\u5b9a\u6027\uff0cJeff\u56de\u5e94\u5df2\u6df1\u5ea6\u4f18\u5316C++\u5f15\u64ce\u5e76\u63d0\u4f9b\u4e86\u5206\u53c9\u56de\u6eda\u673a\u5236\uff1b\u62c5\u5fc3\u97f3\u91cf\u5931\u63a7\u6216\u5171\u632f\uff0c\u4ed6\u5efa\u8bae\u901a\u8fc7\u591a\u8f6e\u5bf9\u8bdd\u8c03\u6574\u53c2\u6570\u3002\u591a\u6570\u8bc4\u8bba\u8868\u8fbe\u4e86\u5bf9\u6982\u5ff5\u7684\u5174\u594b\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 JAMtime.ai\u6700\u503c\u5f97\u79f0\u9053\u7684\u4ef7\u503c\uff0c\u4e0d\u662f\u201c\u7528AI\u53d6\u4ee3\u8c03\u97f3\u5e08\u201d\uff0c\u800c\u662f\u5b83\u7cbe\u51c6\u5730\u6293\u4f4f\u4e86\u97f3\u4e50\u786c\u4ef6\u9886\u57df\u957f\u671f\u5b58\u5728\u5374\u88ab\u5ffd\u89c6\u7684\u9e3f\u6c9f\uff1a\u4e50\u624b\u7528\u201c\u6e29\u6696\u201d\u201c\u7c89\u788e\u611f\u201d\u8fd9\u7c7b\u6a21\u7cca\u8bcd\u6c47\u601d\u8003\u97f3\u8272\uff0c\u800c\u4f20\u7edf\u6548\u679c\u5668\u5374\u5f3a\u8feb\u7528\u6237\u7406\u89e3\u589e\u76ca\u3001\u622a\u6b62\u9891\u7387\u3001\u5e72\u6e7f\u6bd4\u8fd9\u4e9b\u5de5\u7a0b\u53c2\u6570\u3002\u5b83\u6ca1\u6709\u8d70\u201cAI\u751f\u6210\u97f3\u9891\u201d\u7684\u6377\u5f84\u2014\u2014\u90a3\u4e0d\u8fc7\u662f\u53e6\u7c7b\u91c7\u6837\u5668\u2014\u2014\u800c\u662f\u8ba9AI\u5b66\u4f1a\u5199\u53ef\u7f16\u8f91\u3001\u53ef\u590d\u73b0\u7684DSP\u56fe\uff0c\u8fd9\u4fdd\u7559\u4e86\u4e13\u4e1a\u97f3\u8272\u8bbe\u8ba1\u7684\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u63a7\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u6280\u672f\u60ca\u9e3f\u201d\u9636\u6bb5\u300290\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u8bf4\u660e\u5b83\u5c1a\u672a\u7834\u5708\u3002\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u4e00\u4f4d\u5409\u4ed6\u624b\u8bf4\u201c\u7ed9\u6211\u4e00\u4e2a\u540e\u6447\u5899\u5f0f\u5931\u771f\u7684\u7a7a\u7075\u97f3\u8272\u201d\u65f6\uff0cAI\u80fd\u5426\u7a33\u5b9a\u8f93\u51fa\u5728\u821e\u53f0\u6f14\u51fa\u7ea7\u5ef6\u8fdf\uff08<10ms\uff09\u4e0b\u4e0d\u70b8\u97f3\u3001\u4e0d\u5578\u53eb\u7684\u8865\u4e01\uff1f\u5f00\u53d1\u8005\u867d\u7136\u5728\u56de\u590d\u4e2d\u63d0\u5230\u4e86CPU\u4f18\u5316\u548c\u7aef\u53e3\u9694\u79bb\uff0c\u4f46\u8fd9\u5728\u5806\u53e0\u590d\u6742\u7684\u6a21\u5757\u94fe\uff08\u5982\u591a\u7ea7\u5931\u771f+\u98a4\u97f3+\u7acb\u4f53\u58f0\u5ef6\u8fdf\uff09\u65f6\u4ecd\u662f\u5de8\u5927\u5de5\u7a0b\u6311\u6218\u3002\u6b64\u5916\uff0c\u5b9e\u4f53\u8e0f\u677fOmega FX1\u7684\u843d\u5730\u5c06\u76f4\u63a5\u68c0\u9a8c\u201c\u81ea\u7136\u8bed\u8a00\u201d\u4ea4\u4e92\u662f\u5426\u6bd4\u4f20\u7edf\u65cb\u94ae\u66f4\u5feb\u2014\u2014\u5728\u9700\u8981\u5373\u5174\u5207\u97f3\u8272\u7684\u6f14\u51fa\u4e2d\uff0c\u6253\u5b57\u804a\u5929\u8fdc\u6ca1\u6709\u811a\u8e29\u9884\u8bbe\u5feb\u3002\u5047\u5982\u672a\u6765\u80fd\u52a0\u5165\u8bed\u97f3\u8bc6\u522b\u6216\u573a\u666f\u5316\u8865\u4e01\u63a8\u8350\uff0c\u5b83\u624d\u771f\u6b63\u5177\u5907\u98a0\u8986\u4f20\u7edf\u8c03\u97f3\u5de5\u4f5c\u6d41\u7684\u6f5c\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\">JAMtime.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Tweaking knobs is a time-honored tradition in sound design. Chatting with AI is revolutionizing industries. JAMtime.ai embraces both, while keeping the human firmly in the driver’s seat. Build and tweak your guitar pedal with phrases as simple or technical as you like, from “brighter” to “comb filter into a plate reverb.” The AI writes a real DSP graph, not generated audio. Come fall in love with the JAMtime.ai workflow. Then take it to your DAW with free VST\/AU plugins for Mac, Windows, Linux.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’ve been writing software for 20+ years, and playing with music my whole life. Watching how AI has revolutionized software development made me realize: Audio devices have always been knobs and menus, but musicians describe sound in words – bright, gritty, doomy, or that 80s rock ballad intro. That gap is exactly where I started building a bridge.<\/p>\n<p>I built a small language (JDL) that describes a real DSP graph, taught an AI how to write it fluently, and let my C++ engine run the graph against your guitar in real time. No AI generated music here, just actual DSP code, fully editable, knob-twistable, sharable, forkable. And it runs in your browser, your DAW, and later – my forthcoming physical pedal, codename Omega FX1.<\/p>\n<p>Thanks for reading! Questions and comments welcome!<\/p>\n<p>Cheers,<br \/>\nJeff<\/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\/@jcward\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jcward<\/a> what’s the process of making a pedal? there’s so much you could do with a smart pedal that you can talk to. very interesting<\/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\">Real-time audio is unforgiving: how do you keep the experience playable (latency\/CPU stability) while still allowing the AI to propose complex chains, and what guardrails do you add to prevent the classic problems\u2014runaway gain, harsh resonances, feedback-y patches, or settings that don\u2019t translate across rigs?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> this is a great question! So, it helps that I’m coding the C++ engine from the ground up. I design and test the DSP nodes with performance in mind with a debugger watching the CPU profile:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ff3ea0c-fb27-4f05-8631-852d66a201aa.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>That said, there’s always going to be a limit when you start layering on many sounds, so I just have to make sure there’s enough room to get creative.<\/p>\n<\/p>\n<p>As for harsh sounds, the chat has a few mechanisms to help: you can always go back and fork a previous point in the conversation if something goes wrong. And the AI is pretty good at explaining the sound, too, so you can ask – “I hear a really ugly resonance in the mid range – what is that and how can we get rid of it?”<\/p>\n<\/p>\n<p>Regarding various rigs, the cool part of the C++ engine is that it’s portable: the same code running in the browser via WASM, the DAW plugin, and the embedded code. So for a given patch, the sound generated should be exactly the same across devices.<\/p>\n<\/p>\n<p>Thanks for your questions! Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>As someone into music tech, this feels super interesting.<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Thank you – me, too, and it’s been a blast working on 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\">I have a group of friends who would absolutely love this!<\/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\/@myrto_skourletou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myrto_skourletou<\/a> \ud83d\ude0a Thank you! Let me know what they think! Don’t forget to share my coupon code, EARLYBIRD<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3V5MS6LKATYAHQ\" class=\"app-title\">Shuffle Design CLI <\/a><\/p>\n<div class=\"one-liner\">Multi-AI CLI for building and redesigning websites<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shuffle Design CLI \u662f\u4e00\u6b3e\u7ec8\u7aef\u5185\u8fd0\u884c\u7684\u3001\u805a\u5408\u591a\u6b3eAI\u6a21\u578b\uff08\u5982Claude\u3001Gemini\u3001GPT\uff09\u7684\u7f51\u7ad9\u8bbe\u8ba1\u5de5\u5177\uff0c\u65e8\u5728\u8ba9\u5f00\u53d1\u8005\u4ece\u547d\u4ee4\u884c\u76f4\u63a5\u751f\u6210\u843d\u5730\u9875\u6216\u91cd\u65b0\u8bbe\u8ba1\u73b0\u6709\u7f51\u7ad9\uff0c\u89e3\u51b3\u201c\u5728\u8bbe\u8ba1\u6d41\u7a0b\u4e2d\u6765\u56de\u5207\u6362\u5de5\u5177\u4e0e\u6a21\u578b\u201d\u7684\u4f4e\u6548\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\/54be335c-4454-4675-9c12-50fe451890e6.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\/fd3d4492-28a4-40f1-8550-f057cee1c98f.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\/ce4a08d8-f471-4695-b1cb-7a970259a55d.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>\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\u70b9\u96c6\u4e2d\u5728\uff1a1\uff09\u5982\u4f55\u4e0e\u73b0\u6709\u8bbe\u8ba1\u7cfb\u7edf\uff08\u5982\u56fe\u6807\u5e93\u3001\u8bbe\u8ba1Token\uff09\u5bf9\u63a5\uff0c\u907f\u514dAI\u8f93\u51fa\u504f\u79bb\u54c1\u724c\u98ce\u683c\uff1b2\uff09\u591a\u6a21\u578b\u534f\u540c\u5982\u4f55\u9632\u6b62\u98ce\u683c\u201c\u6f02\u79fb\u201d\uff1b3\uff09\u201c\u66f4\u5feb\u201d\u7684\u5177\u4f53\u6307\u6807\u2014\u2014\u4e0e\u76f4\u63a5\u7528Claude\u3001Cursor\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u662f\u4ec0\u4e48\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 Shuffle Design CLI \u7684\u5b9a\u4f4d\u5f88\u53d6\u5de7\uff1a\u5b83\u4e0d\u8bd5\u56fe\u9020\u8f6e\u5b50\uff0c\u800c\u662f\u505a\u201cAI\u6a21\u578b\u7684\u8c03\u5ea6\u5668+\u5de5\u4f5c\u6d41\u7684\u4e2d\u8f6c\u7ad9\u201d\u3002\u5728AGI\u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u8fd9\u4e2a\u601d\u8def\u65e2\u52a1\u5b9e\u53c8\u5371\u9669\u3002\u52a1\u5b9e\u5728\u4e8e\uff0c\u5b83\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u201c\u5728\u591a\u6a21\u578b\u95f4\u6765\u56de\u590d\u5236\u7c98\u8d34\u63d0\u793a\u8bcd\u3001\u5206\u522b\u7b49\u5f85\u8f93\u51fa\u3001\u518d\u624b\u52a8\u5408\u5e76\u201d\u7684\u4f53\u529b\u6d3b\uff0c\u628a\u201c\u591a\u6a21\u578b\u5e76\u884c\u751f\u6210+\u622a\u56fe+\u5728\u7ebf\u9884\u89c8+\u53ef\u7f16\u8f91\u9879\u76ee\u5bfc\u51fa\u201d\u6253\u5305\u6210\u4e00\u4e2a\u7ec8\u7aef\u547d\u4ee4\uff0c\u8fd9\u786e\u5b9e\u5951\u5408\u6280\u672f\u56e2\u961f\u7684\u81ea\u52a8\u5316\u573a\u666f\uff08\u6bd4\u5982CI\/CD\u4e2d\u7684\u81ea\u52a8\u8bbe\u8ba1\u5ba1\u67e5\u3001A\/B\u6d4b\u8bd5\u7d20\u6750\u751f\u6210\uff09\u3002\u5371\u9669\u5219\u5728\u4e8e\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6a21\u578b\u4ee3\u7406\u5c42\u201d\uff0c\u6280\u672f\u58c1\u5792\u4e0d\u9ad8\uff0cCursor\u3001V0\u3001\u751a\u81f3Claude\u81ea\u5df1\u7684MCP\u534f\u8bae\u90fd\u53ef\u4ee5\u8f7b\u677e\u590d\u523b\u7c7b\u4f3c\u529f\u80fd\u3002\u66f4\u6df1\u5c42\u7684\u95ee\u9898\u662f\uff1a\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u51fa\u7684\u201c\u8bbe\u8ba1Token\u9501\u5b9a\u201d\u201c\u56fe\u6807\u5e93\u63a5\u5165\u201d\u7b49\u5b9e\u64cd\u75db\u70b9\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u91cc\u53ea\u5b57\u672a\u63d0\u3002\u5982\u679cShuffle\u53ea\u505a\u8868\u9762\u7f16\u6392\uff0c\u4e0d\u505a\u6df1\u5ea6\u7684\u201c\u8bbe\u8ba1\u7cfb\u7edf\u6620\u5c04\u5c42\u201d\uff0c\u90a3\u4e48\u5b83\u5f88\u5feb\u4f1a\u6ca6\u4e3a\u201c\u53c8\u4e00\u4e2a\u7528\u94b1\u4e70\u65f6\u95f4\u7684\u5de5\u5177\u201d\u2014\u2014\u7a0d\u5fae\u590d\u6742\u4e00\u70b9\u7684\u54c1\u724c\u5b9a\u5236\u9700\u6c42\uff0c\u7528\u6237\u4f1a\u53d1\u73b0\u8fd8\u662f\u8981\u81ea\u5df1\u5199\u5927\u91cf\u80f6\u6c34\u4ee3\u7801\u53bb\u7ea0\u6b63AI\u7684\u8dd1\u504f\u3002\u4e00\u53e5\u8bdd\uff1aShuffle Design CLI \u662f\u4e00\u4e2a\u5f88\u597d\u7684\u201c\u811a\u624b\u67b6\u201d\u578b\u4ea7\u54c1\uff0c\u4f46\u82e5\u60f3\u771f\u6b63\u5d4c\u5165\u7814\u53d1\u6d41\u7a0b\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u80fd\u5b88\u4f4f\u8bbe\u8ba1\u4e00\u81f4\u6027\u8fd9\u6761\u5e95\u7ebf\uff0c\u800c\u4e0d\u662f\u53ea\u505aAI\u7684\u201c\u4f20\u58f0\u7b52\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\">Shuffle Design CLI <\/span>\n <\/div>\n<div class=\"comment-content\">Shuffle\u2019s Design CLI lets you generate landing pages and redesign websites directly from your terminal. Automate design workflows, leverage multiple AI models, and ship better websites faster.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>Replying to <a href=\"https:\/\/www.producthunt.com\/@math_biomes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"math_biomes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@math_biomes<\/a> , but this might be useful for everyone.<\/p>\n<\/p>\n<p>Shuffle’s Design CLI is the command-line version of <a href=\"https:\/\/shuffle.dev\/ai-website-redesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Website Redesign<\/a> (and design), so you can generate results from multiple leading models at once – including Claude, Gemini, and GPT.<\/p>\n<\/p>\n<p>The CLI returns:<\/p>\n<ul>\n<li>\n<p>URL to online project preview,<\/p>\n<\/li>\n<li>\n<p>a screenshot of the result,<\/p>\n<\/li>\n<li>\n<p>and a fully editable project inside Shuffle (you can download it using CLI too)<\/p>\n<\/li>\n<\/ul>\n<p>It’s especially useful for automating workflows where multiple design directions, a live preview, and screenshot generation are important.<\/p>\n<\/p>\n<p>We also included two ready-to-use demo examples:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/shuffle.dev\/design-cli\/slack-bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Design Slack Bot<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/shuffle.dev\/design-cli\/design-outreach-automation\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Design Outreach Automation<\/a><\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>CLI-first approach to design is interesting \u2014 curious how Shuffle handles custom icon sets in the generated output. Does the CLI support feeding it your own component library’s icon system (icon fonts or SVG sprites), or does it default to a generic icon set? Wondering how well it plays with existing design tokens when redesigning rather than starting fresh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multi-AI redesign from the CLI is interesting for shipping UI changes quickly. How do you prevent different models from drifting away from an existing design system when they generate sections or components? Is there a way to lock tokens, spacing, and component conventions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>when you say “ships websites better faster”, in what sense do you mean? what is the difference between you and let’s say gemini, claude and cursor?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GXF4BURO3XJRSH\" class=\"app-title\">Our Stories<\/a><\/p>\n<div class=\"one-liner\">A storytelling tool for raising bilingual kids<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Our Stories\u662f\u4e00\u6b3e\u5e2e\u52a9\u8de8\u56fd\/\u53cc\u8bed\u5bb6\u5ead\u4e3a\u513f\u7ae5\u521b\u5efa\u4e2a\u6027\u5316\u591a\u8bed\u6545\u4e8b\u7684\u4eb2\u5b50\u5de5\u5177\uff0c\u8ba9\u7236\u6bcd\u3001\u7956\u8f88\u7b49\u5bb6\u4eba\u5728\u5f02\u5730\u4e5f\u80fd\u7528\u5404\u81ea\u6bcd\u8bed\u4e3a\u5b69\u5b50\u8bb2\u8ff0\u8fde\u8d2f\u7684\u7761\u524d\u6545\u4e8b\uff0c\u89e3\u51b3\u53cc\u8bed\u5bb6\u5ead\u8ba9\u5b69\u5b50\u81ea\u7136\u63a5\u89e6\u7236\u6bcd\u6bcd\u8bed\u3001\u5e76\u8de8\u8d8a\u65f6\u7a7a\u8fdb\u884c\u4eb2\u5b50\u9605\u8bfb\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\/7269c2e8-98a5-4d90-a34a-1ee57f003392.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\/b89f8b56-b2c1-465b-a30c-6809937cd1d0.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\/e510d97f-5013-4755-a498-3770b8cf216f.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\/1953102d-c51b-4f63-b708-ba11ce551d61.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\/8602354e-6e39-4cb0-9966-8335ccf4ecae.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\/6cd8617a-2a11-4e7a-ab58-181f29ebd63c.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\/11200e4e-af02-4aca-859e-482a70b60f8d.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\/2123fbd5-ceba-4056-b780-631ea978e71d.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\/38de5f1d-2a54-4f66-8111-81617a110591.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\/c4f0ed69-edae-415f-a0a5-d5db88427e3f.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\/12a8fe1d-8e03-42ee-9610-f4720e618af0.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\/b585aa2c-8d02-4aeb-946f-c45a72dce48d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2bu2lG_XHU4\"><source src=\"https:\/\/youtu.be\/2bu2lG_XHU4\" 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\">Kids<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u8bed\u4eb2\u5b50\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u53cc\u8bed\u80b2\u513f<\/span><br \/>\n <span class=\"tag\">OPOL\u80b2\u513f\u6cd5<\/span><br \/>\n <span class=\"tag\">\u7761\u524d\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6545\u4e8b\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4eb2\u5b50\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u4eb2\u60c5\u8054\u7edc<\/span><br \/>\n <span class=\"tag\">\u975e\u5c4f\u5e55\u80b2\u513f<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u6545\u4e8b\u4e66<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6559\u80b2<\/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\u521b\u610f\u4e0e\u610f\u4e49\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a1) \u4e00\u4f4d\u7528\u6237\u9047\u5230TTS\u751f\u6210\u9519\u8bef\uff08quota_exceeded\uff09\uff0c\u5f00\u53d1\u8005\u6b63\u5728\u8ffd\u95ee\u5177\u4f53\u8bed\u8a00\uff1b2) \u6709\u7528\u6237\u62c5\u5fe7\u8de8\u8bed\u8a00\u6545\u4e8b\u7684\u89d2\u8272\u4e0e\u60c5\u8282\u8fde\u8d2f\u6027\uff0c\u5f00\u53d1\u8005\u89e3\u91ca\u901a\u8fc7OPOL\u6a21\u5f0f\u53ca\u201c\u7ee7\u7eed\u6545\u4e8b\u201d\u201c\u540c\u4e00\u4e3b\u89d2\u201d\u529f\u80fd\u89e3\u51b3\uff0c\u5e76\u627f\u8ba4\u5e0c\u814a\u8bed\u65c1\u767d\u8d28\u91cf\u662f\u96be\u70b9\uff1b3) \u7528\u6237\u79f0\u8d5e\u201ckeep your hero\u201d\u529f\u80fd\u5e26\u6765\u8fde\u7eed\u6027\u4f53\u9a8c\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u4e14\u5f00\u53d1\u8005\u4e0e\u8bc4\u8bba\u8005\u4e92\u52a8\u5766\u8bda\u3001\u5177\u4f53\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 Our Stories\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5c0f\u4f17\u7684\u521a\u9700\uff1a\u8de8\u56fd\u5a5a\u59fb\u5bb6\u5ead\u4e2d\uff0c\u7236\u6bcd\u5404\u81ea\u6bcd\u8bed\u4e0e\u4e3b\u73af\u5883\u8bed\u8a00\u4e4b\u95f4\u7684\u4ee3\u9645\u65ad\u88c2\u3002\u5b83\u6ca1\u6709\u8d2a\u5927\u6c42\u5168\uff0c\u800c\u662f\u805a\u7126\u5728\u201c\u7761\u524d\u6545\u4e8b\u201d\u8fd9\u4e00\u9ad8\u9891\u3001\u9ad8\u60c5\u611f\u6d53\u5ea6\u573a\u666f\uff0c\u8ba9\u7236\u6bcd\u89d2\u8272\u81ea\u7136\u878d\u5165\u5404\u81ea\u8bed\u8a00\u7684\u8bb2\u8ff0\uff0c\u800c\u975e\u9677\u5165\u7ffb\u8bd1\u5f0f\u751f\u786c\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u4e00\u4e2atap\u751f\u6210\u6545\u4e8b\uff0c\u5b69\u5b50\u4f5c\u4e3a\u4e3b\u89d2\uff0c\u540c\u4e00\u89d2\u8272\u53ef\u5ef6\u7eed\u3001\u53ef\u4ea4\u53c9\u8bb2\u8bed\u8a00\u7248\u672c\uff0c\u7956\u8f88\u53ef\u8fdc\u7a0b\u53c2\u4e0e\uff0c\u4e14\u4e25\u683c\u907f\u5f00\u4e86\u513f\u7ae5\u5c4f\u5e55\u6c89\u8ff7\u2014\u2014\u5b9a\u4ef7\u4e0a\u514d\u8d39\u751f\u6210+\u6709\u9650\u65c1\u542c\uff0c\u4ec5\u5bf9\u201c\u5370\u5237\u6210\u4e66\u201d\u548c\u201c\u65e0\u9650\u65c1\u542c\u201d\u6536\u8d39\uff0c\u65e2\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\uff0c\u4e5f\u8868\u660e\u53d8\u73b0\u91cd\u5fc3\u5728\u5b9e\u7269\u7eaa\u5ff5\u54c1\u548c\u8ba2\u9605\uff0c\u800c\u975e\u5185\u5bb9\u4ed8\u8d39\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201cTTS\u9519\u8bef\u201d\u548c\u201c\u8de8\u8bed\u8a00\u60c5\u611f\u8fde\u8d2f\u6027\u201d\u95ee\u9898\u8bf4\u660e\u5176\u6280\u672f\u5b9e\u73b0\u5c1a\u672a\u6210\u719f\uff0c\u5c24\u5176\u5bf9\u5c0f\u8bed\u79cd\u7684\u8bed\u97f3\u5408\u6210\u548c\u81ea\u7136\u53d9\u4e8b\u903b\u8f91\u4ecd\u9700\u6253\u78e8\u3002\u672a\u6765\u82e5\u4e0d\u80fd\u89e3\u51b3\u7528\u6237\u53cd\u9988\u7684\u6838\u5fc3\u6280\u672f\u201c\u5361\u987f\u201d\uff0c\u5f88\u5feb\u5c31\u9762\u4e34\u201c\u521b\u610f\u751c\u871c\uff0c\u6267\u884c\u9178\u6da9\u201d\u7684\u7ed3\u5c40\u3002\u53e6\u5916\uff0c\u4ea7\u54c1\u8fc7\u4e8e\u4f9d\u8d56\u7236\u6bcd\u4e3b\u52a8\u751f\u6210\u6545\u4e8b\uff0c\u5bf9\u9605\u8bfb\u65f6\u6bb5\u672c\u8eab\u5c31\u75b2\u60eb\u7684\u53cc\u8bed\u7236\u6bcd\uff0c\u957f\u671f\u4f7f\u7528\u610f\u613f\u5b58\u7591\u3002\u82e5\u80fd\u5728\u201c\u88ab\u52a8\u7269\u7406\u4e66\u63a8\u9001\u201d\u4e0e\u201c\u8bed\u97f3\u7eed\u64ad\u201d\u7b49\u61d2\u4eba\u4f53\u9a8c\u4e0a\u518d\u6df1\u6316\uff0c\u624d\u662f\u771f\u6b63\u7684\u9ecf\u6027\u6765\u6e90\u3002\u4e00\u53e5\u8bdd\uff1a\u7acb\u610f\u52a8\u4eba\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u80b2\u513f\u7684\u201c\u6bcf\u65e5\u4e00\u6545\u4e8b\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u6bd4\u7236\u6bcd\u81ea\u5df1\u778e\u7f16\u66f4\u7701\u5fc3\u3001\u66f4\u597d\u542c\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\">Our Stories<\/span>\n <\/div>\n<div class=\"comment-content\">Are you raising bilingual kids? Do you want your children to grow up hearing the languages you speak at home \u2014 not just the language of the country they live in? Do grandparents, yiayia, nonna, or loved ones live far away but still want to be part of bedtime stories? Our Stories helps families create personalized multilingual stories, listen to narration, and turn favorite adventures into illustrated keepsake books \u2014 without endless screen time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m getting a ‘TTS failed [401]’ error when trying to add language content to the stories (‘quota_exceeded’).<\/p>\n<p>Regardless, I just wanted to say that this website is such a fantastic idea! Really love the creativity 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\">@summerxia thanks for the feedback. What feature are you referring to by adding language content? Are you referring to adding a language that doesn\u2019t exist as a new language? If so please can you tell me which language? <\/p>\n<p>If I misunderstood please can you clarify <\/p>\n<p>Thanks so much in advance<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When a family reads the \u201csame\u201d story in Greek one night and Italian the next, how do you keep continuity (character names\/traits, plot beats, tone, reading level) across languages\u2014and what have been the hardest languages or edge cases to get \u201cparent-approved\u201d quality?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question!<\/p>\n<\/p>\n<p>A lot of multilingual families actually don\u2019t read the exact same story across languages every night \u2014 many follow approaches like OPOL (one parent, one language). In our case, I read in Greek and my husband reads in Italian, so our baby naturally hears both languages in different contexts.<\/p>\n<\/p>\n<p>That said, there <em>are<\/em> stories families love and want to revisit across languages, so we built the ability to read the same story in another language while trying to preserve the same characters, tone, and emotional flow. We also have \u201ccontinue story\u201d and \u201csame hero\u201d features so children can build familiarity with recurring characters and worlds over time.<\/p>\n<\/p>\n<p>The hardest part quality-wise has honestly been narration and emotional nuance rather than direct translation itself. Greek, for example, can sometimes sound slightly too formal or have odd intonations in narration, while some languages are much better supported out of the box. <\/p>\n<\/p>\n<p>We are learning a lot from multilingual families testing the app and iterating language-by-language based on what actually feels natural to parents reading aloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 great idea especially if you are tired but still wants to entertain the kids:)<\/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\">@campixl thanks! Are you referring to the narration? <\/p>\n<p>Just want to clarify we don\u2019t promote screen time for kids – this app is primarily for parents and family members to do the reading and storytelling- of course illustrated books can be accessed on the app by kids but can also be printed and shipped to families so they can stay on the shelf<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Helping bilingual kids through storytelling is such a meaningful 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\">@nithin_raju1 thank you – I am sure there\u2019s plenty other ways to help but this has been proven very helpful for me so far!<\/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 so cute \u2665\ufe0f it will be so easy to be part of my niece’s every days, especially when time difference makes it impossible to make video calls. I have recorded some voiceovers of fairy tales and songs, but it’s not engaging for her to only listen <\/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\/@nino_ungiadze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nino_ungiadze<\/a> thank you for stopping by and taking a look! really appreciate your feedback! if you end up using it please let me know how it feels, and i am open to feedback\/ new feature requests. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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><em>My favourite feature is “keep your hero” and being able to narrate every night new adventure of the Pirate Barbavento to my young Nicholas<\/em><\/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\">@marco_altea haha looking forward to printing them<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 built Our Stories for a very specific moment in my own home.<\/p>\n<p>I’m Greek, living in London. My husband is Italian. Our son is 3 months old. We’re trying to do one parent, one language \u2014 and we already know bedtime stories are going to be the heartbeat of that. The problem is: making up a fresh story every single night is hard and sourcing a variety of books in our own language is not so easy.<\/p>\n<p>I wanted a story ready with a tap. That was the whole brief.<\/p>\n<p>From there it grew into the things we actually needed as a bilingual family:<\/p>\n<p>\ud83c\udf19 One tap, one story \u2014 hero, value, language, done. No prompt engineering at bedtime.<br \/>\n\ud83d\udc76 Your child as the hero \u2014 personalised by name, with a gentle lesson woven in<br \/>\n\ud83d\udd01 Continue the story \u2014 same hero, next chapter, so a world builds over weeks<br \/>\n\ud83c\udf0d Any language, properly \u2014 read the same story in Greek tonight and Italian tomorrow, so each parent gets their language with the same characters<br \/>\n\ud83c\udfa8 Illustrate the ones you love \u2014 turn a favourite into a keepsake storybook<br \/>\n\ud83c\udfa7 Studio-quality narration \u2014 for the nights when reading aloud feels like too much (newborn life is real)<br \/>\n\ud83d\udcde Share across distance \u2014 send a story link to yiayia in Athens or nonna in Sardinia so they can read it over the phone in their own language. Connection, not just content.<br \/>\nAnd one principle I held tight to: Our Stories is a tool for parents, not an app for our kids. No child-facing screens, no feeds, no streaks. <\/p>\n<p>Pricing is honest: generating and reading stories is free. Pay only if you want illustrated keepsake books or unlimited narration (\u00a37.99\/mo). One free narration per day so everyone can try it.<\/p>\n<p>I’d love your feedback on two things:<\/p>\n<p>Bilingual \/ multilingual families \u2014 does this fit how you actually do bedtime? What’s missing?<br \/>\nWhich heritage should we add next? We have a starter set (Greek, Italian, Japanese, West African, Nordic, more) \u2014 tell me yours.<\/p>\n<p>Try it free: <a href=\"https:\/\/readourstories.org\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/readourstories.org\/<\/a><\/p>\n<p>Asking on behalf of every parent doing OPOL across a kitchen table \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 love this. I have four kids, 11 through 19 now, and bedtime stories are a thing we’ll always remember! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jcward\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jcward<\/a> thank you Jeff. I feel the same – from the stories parents read or made up along the way. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/USVER2TXT435HR\" class=\"app-title\">Shroomie<\/a><\/p>\n<div class=\"one-liner\">AI-powered news made fun and habit-forming<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">79<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shroomie\u662f\u4e00\u6b3e\u5c06\u9605\u8bfb\u65b0\u95fb\u4e0e\u517b\u6210\u8611\u83c7\u82b1\u56ed\u6e38\u620f\u76f8\u7ed3\u5408\u7684\u4fe1\u606f\u5e94\u7528\uff0c\u901a\u8fc7AI\u9a71\u52a8\u7684\u4e2a\u6027\u5316\u6458\u8981\u4e0e\u4ea4\u4e92\u5f0f\u9605\u8bfb\uff0c\u89e3\u51b3\u7528\u6237\u89c9\u5f97\u4f20\u7edf\u65b0\u95fb\u9605\u8bfb\u67af\u71e5\u3001\u96be\u4ee5\u575a\u6301\u7684\u4e60\u60ef\u517b\u6210\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\/ba297079-ad3a-406f-8ccc-4bc1a6db24a3.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\/b031fe75-4cca-4290-9f3e-901b684d88c5.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\/7566c509-81f9-4f4c-8336-29f4e04bf5cb.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\/3eeabdfa-c7bd-471c-99d5-58edeb63f647.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\/a4510389-ca58-4475-9a95-64c95da40b80.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/x_UWvzcY0Xo?si=TkypZik1nzNg--yU\"><source src=\"https:\/\/youtu.be\/x_UWvzcY0Xo?si=TkypZik1nzNg--yU\" 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\">News<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65b0\u95fb<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u788e\u7247\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u8611\u83c7\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u65b0\u95fb\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6d41<\/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\u559c\u7231\u53ef\u7231\u7684\u624b\u7ed8\u8611\u83c7\u5f62\u8c61\uff0c\u5e76\u8ba4\u53ef\u5176\u521b\u610f\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u4e2a\u6027\u5316\u7a0b\u5ea6\uff08\u80fd\u5426\u5c4f\u853d\u7279\u5b9a\u4e3b\u9898\u5982\u653f\u6cbb\uff09\u3001\u7528\u6237\u53ef\u63a7\u6027\uff08\u81ea\u5b9a\u4e49\u6e90\u4e0e\u8bdd\u9898\u7684\u6dfb\u52a0\uff09\u3001Android\u7248\u672c\u4f55\u65f6\u63a8\u51fa\uff0c\u4ee5\u53caAI\u529f\u80fd\u7684\u672a\u6765\u89c4\u5212\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 Shroomie\u7684\u521b\u610f\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4f20\u7edf\u65b0\u95fbApp\u5728\u7528\u6237\u4f53\u9a8c\u4e0a\u7684\u4e00\u4e2a\u6838\u5fc3\u6096\u8bba\uff1a\u4fe1\u606f\u8d8a\u91cd\u8981\uff0c\u9605\u8bfb\u611f\u53d7\u5f80\u5f80\u8d8a\u6c89\u91cd\u3002\u901a\u8fc7\u201c\u79cd\u8611\u83c7\u201d\u8fd9\u4e00\u8f7b\u677e\u3001\u4f4e\u95e8\u69db\u4e14\u5177\u6709\u6210\u957f\u611f\u7684\u6e38\u620f\u5316\u673a\u5236\uff0c\u5b83\u5c1d\u8bd5\u5c06\u65b0\u95fb\u6d88\u8d39\u4ece\u4e00\u79cd\u57fa\u4e8e\u201c\u4e49\u52a1\u201d\u7684\u88ab\u52a8\u63a5\u6536\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u57fa\u4e8e\u201c\u671f\u5f85\u201d\u7684\u4e3b\u52a8\u4e60\u60ef\u3002\u8fd9\u79cd\u201c\u73a9\u4e2d\u5b66\u201d\u7684\u8bbe\u8ba1\u601d\u8def\uff0c\u5728\u5bf9\u6297\u4fe1\u606f\u7126\u8651\u548c\u57f9\u517b\u7528\u6237\u7c98\u6027\u4e0a\uff0c\u786e\u5b9e\u6bd4\u5355\u7eaf\u4f18\u5316\u6458\u8981\u6216Al\u63a8\u9001\u7684\u540c\u7c7b\u4ea7\u54c1\uff08\u5982Artifact\u7684\u9057\u8001\u4eec\uff09\u66f4\u5177\u60c5\u7eea\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6f5c\u529b\u4e0e\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u4ece\u7528\u6237\u5c16\u9510\u7684\u63d0\u95ee\u4e2d\u5df2\u80fd\u770b\u51fa\uff0c\u5176\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u201c\u6e38\u620f\u5316\u201d\u4e0e\u201c\u4fe1\u606f\u6df1\u5ea6\u201d\u7684\u5e73\u8861\u3002\u5982\u679c\u6e38\u620f\u673a\u5236\u8fc7\u4e8e\u6d45\u5c42\uff08\u5982\u53ea\u662f\u88c5\u9970\u6027\u5730\u6536\u96c6\u8611\u83c7\uff09\u800c\u672a\u80fd\u4e0e\u4fe1\u606f\u6d88\u8d39\u6df1\u5ea6\u6302\u94a9\uff0c\u7528\u6237\u7684\u65b0\u9c9c\u611f\u5c06\u8fc5\u901f\u6d88\u9000\uff1b\u5982\u679cAI\u4e2a\u6027\u5316\u8fc7\u4e8e\u201c\u9ed1\u76d2\u201d\uff0c\u65e0\u6cd5\u8ba9\u7528\u6237\u7cbe\u51c6\u63a7\u5236\u5185\u5bb9\u201c\u7981\u5165\u540d\u5355\u201d\uff08\u5982\u5b8c\u5168\u79fb\u9664\u653f\u6cbb\u6216\u8d1f\u9762\u65b0\u95fb\uff09\uff0c\u90a3\u4e48\u201c\u7f13\u89e3\u7126\u8651\u201d\u7684\u521d\u8877\u4fbf\u4f1a\u6ca6\u4e3a\u7a7a\u8c08\u3002\u76ee\u524d\u5176\u201cAI Prompt\u201d\u4e2a\u6027\u5316\u5c42\u662f\u4e00\u4e2a\u6b63\u786e\u7684\u89e3\u6cd5\uff0c\u4f46\u5173\u952e\u5728\u4e8e\u6267\u884c\u7ec6\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4f5c\u4e3aV1\u7248\u672c\uff0c\u4ec5\u652f\u6301iPhone\u4e14\u7528\u6237\u81ea\u5b9a\u4e49\u6e90\u529f\u80fd\u4ecd\u5728\u201croadmap\u201d\u4e0a\uff0c\u610f\u5473\u7740\u5176\u5185\u5bb9\u751f\u6001\u548c\u6570\u636e\u58c1\u5792\u5c1a\u672a\u5efa\u7acb\u3002\u5728\u4e00\u4e2a\u88ab\u4fe1\u606f\u6d41\u5145\u65a5\u7684\u5e02\u573a\u4e2d\uff0cShroomie\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u5236\u9020\u7684\u201c\u8611\u83c7\u201d\uff0c\u4e0d\u4ec5\u662f\u53ef\u7231\u7684\u6570\u5b57\u73a9\u5177\uff0c\u66f4\u662f\u80fd\u5e2e\u52a9\u7528\u6237\u5728\u4fe1\u606f\u4e1b\u6797\u4e2d\u7cbe\u51c6\u89c5\u98df\u7684\u5207\u5b9e\u5de5\u5177\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u6b3e\u77ed\u6682\u7684\u201c\u65b0\u5947\u73a9\u5177\u201d\uff0c\u800c\u975e\u6539\u53d8\u65b0\u95fb\u9605\u8bfb\u4e60\u60ef\u7684\u201c\u5fc5\u9700\u54c1\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\">Shroomie<\/span>\n <\/div>\n<div class=\"comment-content\">Shroomie is an AI-powered news app that makes reading fun, effortless and habit-forming. Every story is bite-sized and interactive, and every day you read, you grow a mushroom garden \u2014 turning daily news into a game. AI handles everything behind the scenes, from sourcing stories and generating visuals to personalizing your feed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The mushroom characters are super adorable! Were they AI-generated, or designed by an illustrator?<\/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\/@yi_he6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yi_he6<\/a> Thanks! Those were actually done by an illustrator friend of ours. We tried AI-generated mushrooms first but they just couldn’t match the hand-drawn quality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Product Hunt! \ud83d\udc4b<\/p>\n<p>Every news product we tried was solving <em>what<\/em> to show us, not <em>how<\/em> it felt to read.<\/p>\n<p>AI has given us smarter curation and better summaries, but the reading experience remains fundamentally… boring to us.<\/p>\n<p>So we asked: <strong>what if reading the news actually felt fun?<\/strong><\/p>\n<p><strong>Shroomie makes news bite-sized and interactive.<\/strong> We designed an immersive flow where you can effortlessly skim through your feed, react, and deep dive on topics of your interest.<\/p>\n<\/p>\n<p><strong>Every day you read, you grow a mushroom garden.<\/strong> We believe the best habits aren’t built through discipline \u2014 they’re built through play. After every session, you walk away with something real: a garden that grew, and a mind that did too.<\/p>\n<p><strong>AI powers everything behind the scenes<\/strong> \u2014 sourcing stories, generating visuals and summaries, and deep-dive research. A personalization engine combines ML and LLMs to curate a feed tailored to each reader.<\/p>\n<p>Check us out on <a href=\"https:\/\/apps.apple.com\/us\/app\/shroomie-bite-sized-news\/id6748891846\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">App Store<\/a>! This is our v1, and we’re shaping what comes next with early adopters. Try it and let us know what you’d change!<\/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>this is good for micro learning, I would like to know how do you profile user or are you sending same news to everyone. and what is the frequency and how do you choose the frequency ?<\/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\">@harshalvc_ai Your feed is personalized based on your interests and reading history, and refreshes every few hours. For breaking news, we push updates as they happen.<\/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!<br \/>Android when? \ud83d\ude09 <\/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\/@hsr88\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hsr88<\/a> Hey Krystian, it’s on our radar! Personally, Kotlin is my more familiar language, so there’s 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>sounds like fun actually. any way to add your own topic and sources? <\/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\/@math_biomes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@math_biomes<\/a> Very good point! This is on our roadmap and should be available soon. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@math_biomes To help us understand what to build \u2014 what sources would you like to choose from, and how do you imagine the feature looking?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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’m in love with your mascot and couldn’t resist leaving a comment \ud83d\ude05\ud83c\udf44<br \/>Where did the metaphor of growing a mushroom garden come from?<\/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\/@foxecila\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@foxecila<\/a> Thanks so much! Two reasons actually:<\/p>\n<ol>\n<li>\n<p>Our team genuinely loves mushrooms \u2014 in the wild and on the plate \ud83d\ude04<\/p>\n<\/li>\n<li>\n<p>The calm, quirky energy of mushrooms is the perfect counterbalance to breaking-news anxiety, which is exactly the vibe we wanted for the app<\/p>\n<\/li>\n<\/ol>\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! How deep does the personalization go? Can I control what topics I see, or does it learn on its own 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\">Both! You can select your interest at the category level, and you can personalize more deeply with AI prompts.<\/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>Just downloaded it. How granular does the personalization get? Can I tell it I want more tech and zero politics, or is it more of a black box?<\/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>Great question! We have three layers:<\/p>\n<ol>\n<li>\n<p>You rank categories like business, tech, and world news.<\/p>\n<\/li>\n<li>\n<p>You can use an AI prompt to describe exactly what you want for deeper personalization (enabled for early users right now).<\/p>\n<\/li>\n<li>\n<p>We analyze your reading patterns and adapts your feed with ML \u2014 so it gets smarter the more you use it.<\/p>\n<\/li>\n<\/ol>\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>Why only iphone? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love whimsy software! \ud83c\udf44 Too many news sites spam you with ads rather than making the content experience actually delightful. <\/p>\n<p>Love the asking follow ups, what other AI features do you have planned? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@seandotexe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seandotexe<\/a> Hey Sean, glad you liked it! <\/p>\n<\/p>\n<p>We have a few AI-related features in mind!<\/p>\n<ul>\n<li>\n<p>Right now, our feed personalization uses a mix of traditional ML + lightweight LLM extraction. We really want to make that more powerful, perhaps allowing users to specify what they like to see and what they don’t like to see in a free-form format. Kinda like Spotify’s AI playlist, but a bit more guided than that.<\/p>\n<\/li>\n<li>\n<p>We are thinking of ways of customizing your mushroom buddies to “grow” with your reading habits in a more personal manner. You can imagine the buddies can have tailored appearances, tags, and achievements themed with “politics enthusiast” or “science scholar”.<\/p>\n<\/li>\n<li>\n<p>An AI-guided “investigative deep-dive” mode, where you can discover more about a news topic, rather than just get a summary of it. This will be functionally an extension to the follow-up feature, but it will be more delightful and interactive.<\/p>\n<\/li>\n<\/ul>\n<p>Curious what you think of AI capabilities nowadays. Have you incorporated the newer models in your older products launched a few years ago? I personally have great confidence in using 2026 AI models to improve customer-facing experiences and not just coding :p.<\/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\">Hi Chenglai<br \/>\nI love the name Shroomie. Is this for adults\/young kids or both? Who is your target audience?<\/p>\n<p>Also do you integrate with news platforms and if so which ones?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myrto_skourletou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myrto_skourletou<\/a> Thanks! We love mushrooms because they are calm and whimsical \u2014 the opposite energy of breaking-news anxiety.<\/p>\n<p>Our main audience is young professionals, but Shroomie really works for anyone who wants to stay informed without the heaviness of traditional news apps.<\/p>\n<p>For every story, we pull from 20+ authoritative sources (Reuters, Bloomberg, etc.) to ensure thorough coverage and minimize bias.<\/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\">@myrto_skourletou Let us know if you have any feedback! Also, what kind of sources would you like to add, and how do you imagine the interaction to look like? This will better help us build the feature!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K7S22VM5P6ITIK\" class=\"app-title\">Faby<\/a><\/p>\n<div class=\"one-liner\">Your virtual coworker with its own computer living in Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Faby \u662f\u4e00\u6b3e\u5d4c\u5165 Slack \u7684\u865a\u62df\u540c\u4e8b\uff0c\u62e5\u6709\u72ec\u7acb\u7684\u8ba1\u7b97\u673a\u3001\u6d4f\u89c8\u5668\u548c\u7f16\u7a0b\u73af\u5883\uff0c\u80fd\u5c06\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u51fa\u7684\u5de5\u4f5c\u8bf7\u6c42\u76f4\u63a5\u6267\u884c\u5230\u5e95\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u804a\u5929\u5de5\u5177\u4e2d\u9700\u6c42\u843d\u5730\u96be\u3001\u4f9d\u8d56\u4eba\u5de5\u6267\u884c\u7684\u75db\u70b9\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\/a3a94018-5347-4991-8885-bb0a88f39952.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Ef6Oj0SvjpI\"><source src=\"https:\/\/www.youtube.com\/watch?v=Ef6Oj0SvjpI\" 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\/e41aa0a6-f84b-469a-8f6b-9f3d0d7b5ea7.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\/b847f287-7397-480a-bf02-09b46c6d4f22.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\/f0927121-a825-4dbb-a0a1-fbdab0b58644.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\/39694cb5-279f-4ead-ac38-e19675b13ebb.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\/567c2162-b439-4fd7-a7bc-320bcfc3b3df.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\">Slack<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Slack \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u540c\u4e8b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u5b89\u5168<\/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\u5b89\u5168\u8fb9\u754c\uff0c\u8be2\u95ee Faby \u662f\u5426\u5728\u6c99\u76d2\u4e2d\u8fd0\u884c\u3001\u80fd\u5426\u5b89\u88c5\u5305\u6216\u8bbf\u95ee\u5185\u90e8\u5de5\u5177\uff1b\u8fd8\u6709\u7528\u6237\u5173\u5fc3\u8f93\u51fa\u8d28\u91cf\u63a7\u5236\uff08QA\uff09\uff1b\u53e6\u6709\u4eba\u597d\u5947\u4ea7\u54c1\u662f\u5426\u4ec5\u9762\u5411\u6280\u672f\u56e2\u961f\uff0c\u975e\u6280\u672f\u4eba\u5458\u80fd\u5426\u4f7f\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 Faby \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u6587\u672c\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5b8c\u6210\u4efb\u52a1\u201d\u3002\u5b83\u5c06 AI \u4ece\u201c\u5efa\u8bae\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u8005\u201d\uff0c\u8fd9\u662f\u5f53\u524d Copilot \u7c7b\u4ea7\u54c1\u666e\u904d\u7f3a\u5931\u7684\u5173\u952e\u4e00\u73af\u3002\u901a\u8fc7\u8d4b\u4e88 AI \u81ea\u5df1\u7684\u8ba1\u7b97\u673a\u3001\u6d4f\u89c8\u5668\u548c\u7f16\u7a0b\u73af\u5883\uff0cFaby \u5b9e\u9645\u4e0a\u521b\u9020\u4e86\u7b2c\u4e00\u4e2a\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u201c\u6570\u5b57\u52b3\u52a8\u529b\u201d\u2014\u2014\u5b83\u80fd\u62c9\u53d6\u6570\u636e\u3001\u751f\u6210\u62a5\u544a\u3001\u5199\u4ee3\u7801\u3001\u7ba1\u7406\u5de5\u5355\uff0c\u751a\u81f3\u8de8\u5de5\u5177\u6d41\u8f6c\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6210\u4e5f\u201c\u81ea\u4e3b\u201d\uff0c\u5371\u4e5f\u201c\u81ea\u4e3b\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5b89\u5168\u6c99\u76d2\u4e0e\u8f93\u51fa QA \u7684\u8d28\u7591\u76f4\u6307\u547d\u95e8\uff1a\u5141\u8bb8\u4e00\u4e2a AI \u4ee3\u7406\u5b89\u88c5\u5305\u3001\u8bbf\u95ee\u5185\u90e8\u7cfb\u7edf\u3001\u6267\u884c\u4ee3\u7801\uff0c\u76f8\u5f53\u4e8e\u5c06\u516c\u53f8 IT \u7684\u540e\u95e8\u94a5\u5319\u4ea4\u7ed9\u4e86\u4e00\u4e2a\u9ed1\u76d2\u3002\u7f3a\u4e4f\u53ef\u4fe1\u7684\u5ba1\u8ba1\u65e5\u5fd7\u548c\u7ec6\u7c92\u5ea6\u6743\u9650\u63a7\u5236\uff0c\u4f01\u4e1a\u5f88\u53ef\u80fd\u4e0d\u6562\u5c06\u5b83\u63a5\u5165\u6838\u5fc3\u751f\u4ea7\u73af\u5883\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u4f1a\u5199\u6b7b\u4ee3\u7801\u201d\u201c\u662f\u5426\u4ec5\u9650\u6280\u672f\u56e2\u961f\u201d\u7b49\u7591\u95ee\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u975e\u6280\u672f\u7528\u6237\u53cb\u597d\u5ea6\u4e0a\u7684\u6f5c\u5728\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n Faby \u7684\u65b9\u5411\u65e0\u7591\u662f\u6b63\u786e\u7684\u2014\u2014AI \u8981\u843d\u5730\uff0c\u5fc5\u987b\u4ece\u201c\u5634\u70ae\u201d\u53d8\u4e3a\u201c\u52a8\u624b\u201d\u3002\u4f46\u5982\u679c\u5b83\u4e0d\u80fd\u5728\u5b89\u5168\u62a4\u680f\u3001\u7ed3\u679c\u53ef\u89e3\u91ca\u6027\u548c\u4f4e\u95e8\u69db\u914d\u7f6e\u4e0a\u5efa\u7acb\u4fe1\u4efb\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u6781\u5ba2\u7684\u73a9\u5177\uff0c\u800c\u975e\u4f01\u4e1a\u7684\u6807\u914d\u3002\u5efa\u8bae Faby \u5c3d\u65e9\u63a8\u51fa\u201c\u6267\u884c\u8bb0\u5f55\u56de\u653e\u201d\u548c\u201c\u53ef\u914d\u7f6e\u6743\u9650\u6a21\u677f\u201d\uff0c\u8ba9\u975e\u6280\u672f\u7ba1\u7406\u8005\u4e5f\u80fd\u653e\u5fc3\u5730\u628a\u5de5\u4f5c\u4ea4\u7ed9\u8fd9\u4e2a\u865a\u62df\u540c\u4e8b\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\">Faby<\/span>\n <\/div>\n<div class=\"comment-content\">Faby is a virtual coworker with its own computer, browser, and coding environment. It plugs into your company stack and completes real tasks end to end from Slack.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Faby is a virtual coworker that lives in Slack. You ask it for work in plain language, and it uses its own computer, browser, coding environment, and connected company tools to complete the task end to end.<\/p>\n<p>It can pull data, build reports or dashboards, research information, update systems, write and ship code, triage tickets, and move work across tools like a teammate would.<\/p>\n<p>Faby started from a simple frustration: teams ask for work in Slack, but most tools only answer with advice and leave the actual execution to humans.<\/p>\n<p>I wanted to build a coworker that could take a real request, use the company\u2019s tools, browse, write code when needed, and return finished work where the conversation already happens. <\/p>\n<p>The approach evolved from \u201cchat assistant\u201d into \u201cagent with<br \/>\na computer\u201d because the hard part is not generating text. It is completing the messy steps across apps, context, files, data, and code.<\/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\">@cskc97 is there QA on Faby\u2019s output? What would you recommend?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 virtual coworker with its own computer living in Slack is fascinating \u2014 most AI agents just reply in chat, not actually execute. Curious how you handle security boundaries. Can Faby install packages or access internal tools, or is it locked to a sandboxed environment?<\/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\">Hi Krish<br \/>\nI enjoyed your demo on Faby<br \/>\nDo you envision this working only for technical teams?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 = 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\/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ \u70b9\u51fb\u6a21\u6001\u6846\u5916\u90e8\u5173\u95ed\n window.onclick = function(event) {\n if (event.target === modal) {\n modal.style.display = \"none\";\n 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 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{"id":230,"date":"2026-05-23T12:11:38","date_gmt":"2026-05-23T04:11:38","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/23\/2026-05-22\/"},"modified":"2026-05-23T12:11:38","modified_gmt":"2026-05-23T04:11:38","slug":"2026-05-22","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/23\/2026-05-22\/","title":{"rendered":"PH\u70ed\u699c | 2026-05-22"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-22<\/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 | 2026-05-22<\/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\/DP36SVO3Y3LMV7\" class=\"app-title\">TestSprite 3.0<\/a><\/p>\n<div class=\"one-liner\">Let a fleet of parallel agents test your app in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">376<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TestSprite 3.0\u901a\u8fc7\u5e76\u884cAI\u4ee3\u7406\u96c6\u7fa4\u81ea\u52a8\u63a2\u7d22\u5e76\u6d4b\u8bd5Web\u5e94\u7528\u7684\u524d\u540e\u7aef\uff0c\u65e0\u9700\u624b\u52a8\u7f16\u5199\u811a\u672c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u7aef\u5230\u7aef\u6d4b\u8bd5\u811a\u672c\u8106\u5f31\u3001\u7ef4\u62a4\u6210\u672c\u9ad8\u3001\u8986\u76d6\u4e0d\u5168\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\/2e00ffe0-8611-4413-b94c-6804b1b1bbdb.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\/661223ad-c0d1-45b3-8fea-b206ac5a7aea.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\/90f6427f-3709-4b07-8e7d-498597e56ffc.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\/e2eda085-8805-433e-8562-1a6f1b16e129.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\/84aade36-a859-4551-a174-780d8c1d11e9.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\/45fb5847-da9a-4455-88a6-283e92858172.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\/e3e0636e-bd5e-41f6-a313-25d9675b8f6a.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\/6d2452bb-111a-46d8-82bf-71535de492b8.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\/a3ccf7d5-a2e4-47a7-98e4-c922dd92d4c0.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\/213dbcb1-522e-47b4-af2c-7e30430be5d6.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\/c278d6b6-c753-4e23-89ed-869bd651c824.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=NAU1Kz1uDMI\"><source src=\"https:\/\/www.youtube.com\/watch?v=NAU1Kz1uDMI\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u56de\u5f52\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">UI\u6f02\u79fb\u81ea\u6108<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u96c6\u6210\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6d41\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8fd0\u7ef4<\/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\u63a2\u7d22\u65f6\u5bf9\u751f\u4ea7\u73af\u5883\u7684\u526f\u4f5c\u7528\uff08\u9700\u6c99\u7bb1\u6216\u5e72\u8dd1\u6a21\u5f0f\uff09\uff1bUI\u81ea\u6108\u5728CI\u4e2d\u53ef\u80fd\u9759\u9ed8\u6539\u5199\u65ad\u8a00\uff0c\u5efa\u8bae\u9ed8\u8ba4\u5173\u95ed\u5e76\u4eba\u5de5\u5ba1\u6838\uff1b\u8be2\u95eeAI\u5982\u4f55\u533a\u5206\u771fBug\u4e0e\u89c6\u89c9\u5dee\u5f02\uff1b\u63d0\u53ca\u591a\u89d2\u8272\u6743\u9650\u6a21\u62df\u3001\u5f02\u6b65\u7cfb\u7edf\uff08\u6d88\u606f\u961f\u5217\u3001Webhook\uff09\u652f\u6301\u53ca\u6d4b\u8bd5\u7ed3\u679c\u53ef\u89e3\u91ca\u6027\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 TestSprite 3.0\u7684\u53d1\u5e03\uff0c\u6807\u5fd7\u7740\u6d4b\u8bd5\u5de5\u5177\u4ece\u201c\u811a\u672c\u6267\u884c\u8005\u201d\u5411\u201c\u884c\u4e3a\u63a2\u7d22\u8005\u201d\u7684\u8303\u5f0f\u8dc3\u8fc1\u3002\u5176\u6838\u5fc3\u98a0\u8986\u70b9\u4e0d\u5728\u201c\u81ea\u52a8\u751f\u6210\u6d4b\u8bd5\u201d\uff0c\u800c\u5728\u201c\u5e76\u884c\u63a2\u7d22\u96c6\u7fa4\u201d\u2014\u2014\u8ba9\u6570\u5341\u4e2aAI\u4ee3\u7406\u50cf\u771f\u5b9e\u7528\u6237\u4e00\u6837\u5148\u63a2\u7d22\u518d\u6d4b\u8bd5\uff0c\u8fd9\u89e3\u51b3\u4e86\u4f20\u7edfE2E\u6d4b\u8bd5\u6700\u5927\u7684\u75db\u70b9\uff1a\u6d4b\u8bd5\u8986\u76d6\u7387\u4e0e\u4eba\u5bf9\u5e94\u7528\u7684\u7406\u89e3\u4e4b\u95f4\u4e0d\u53ef\u903e\u8d8a\u7684\u9e3f\u6c9f\u3002\u8fc7\u53bb\uff0c\u4f60\u5199\u4ec0\u4e48\uff0cAI\u6d4b\u4ec0\u4e48\uff1b\u73b0\u5728\uff0cAI\u66ff\u4f60\u53d1\u73b0\u4f60\u6ca1\u60f3\u5230\u8981\u6d4b\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u771f\u6b63\u7684\u8003\u9a8c\u8fdc\u975e\u8425\u9500\u80fd\u8986\u76d6\u3002\u7b2c\u4e00\uff0c\u7834\u574f\u6027\u526f\u4f5c\u7528\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u4e00\u9488\u89c1\u8840\u5730\u6307\u51fa\u4e86\u201c\u6a21\u62df\u7528\u6237\u201d\u4e0e\u201c\u514d\u4e8e\u7834\u574f\u201d\u7684\u77db\u76fe\u3002TestSprite\u662f\u5426\u5177\u5907\u667a\u80fd\u8bc6\u522b\u5e76\u4f18\u96c5\u8df3\u8fc7\u201c\u4e0b\u5355\u201d\u201c\u53d1\u90ae\u4ef6\u201d\u7b49\u5371\u9669\u64cd\u4f5c\u7684\u80fd\u529b\uff0c\u5c06\u51b3\u5b9a\u5b83\u80fd\u5426\u8fdb\u5165\u9ad8\u5b89\u5168\u7b49\u7ea7\u7684\u4f01\u4e1a\u751f\u4ea7\u73af\u5883\uff0c\u800c\u975e\u4ec5\u9650\u4e8e\u6c99\u7bb1\u3002\u7b2c\u4e8c\uff0c\u81ea\u6108\u529f\u80fd\u7684\u53cc\u5203\u5251\u6548\u5e94\u3002UI\u6f02\u79fb\u81ea\u6108\u542c\u8d77\u6765\u5f88\u7f8e\uff0c\u4f46\u5b83\u53ef\u80fd\u63a9\u76d6\u4e86\u771f\u6b63\u7684\u56de\u5f52\u3002\u5c06\u81ea\u6108\u9ed8\u8ba4\u5173\u95ed\u5e76\u4ec5\u9650\u672c\u5730\/\u9884\u53d1\u5e03\u73af\u5883\uff0c\u662f\u660e\u667a\u4f46\u4fdd\u5b88\u7684\u505a\u6cd5\u2014\u2014\u5b83\u66b4\u9732\u4e86\u5f53\u524dAI\u5c1a\u65e0\u6cd5\u7edd\u5bf9\u533a\u5206\u201c\u65e0\u5bb3\u6f02\u79fb\u201d\u4e0e\u201c\u903b\u8f91\u6027DOM\u9519\u8bef\u201d\u7684\u6838\u5fc3\u5c40\u9650\u3002\u7b2c\u4e09\uff0c\u89c4\u6a21\u5316\u540e\u7684\u6210\u672c\u4e0e\u6548\u7387\u3002\u5e76\u884c\u4ee3\u7406\u96c6\u7fa4\u82e5\u5728\u590d\u6742\u5e94\u7528\u4e2d\u5168\u9762\u8fd0\u884c\uff0c\u4ea7\u751f\u7684API\u8c03\u7528\u6210\u672c\u548c\u6d4b\u8bd5\u8fd0\u884c\u65f6\u95f4\u662f\u5426\u7ebf\u6027\u53ef\u63a7\uff1f\u5bf9\u4e8eCI\u6d41\u7a0b\uff0c\u8fd9\u53ef\u80fd\u662f\u538b\u57ae\u9a86\u9a7c\u7684\u6700\u540e\u4e00\u6839\u7a3b\u8349\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTestSprite\u7cbe\u51c6\u5730\u6293\u4f4f\u4e86AI\u4ee3\u7801\u751f\u6210\uff08\u5982Claude Code\u3001Cursor\uff09\u7206\u53d1\u540e\uff0c\u6d4b\u8bd5\u73af\u8282\u6ede\u540e\u8fd9\u4e00\u5173\u952e\u5e02\u573a\u7a7a\u767d\uff0c\u5176CLI\u96c6\u6210\u7b56\u7565\u66f4\u662f\u5bf9\u51c6\u4e86AI-first\u5f00\u53d1\u8005\u7684\u9ad8\u9891\u573a\u666f\u3002\u4f46\u4ea7\u54c1\u4ef7\u503c\u76ee\u524d\u66f4\u591a\u4f53\u73b0\u5728\u201c\u9a8c\u8bc1\u8986\u76d6\u8303\u56f4\u201d\u800c\u975e\u201c\u7f3a\u9677\u53d1\u73b0\u6df1\u5ea6\u201d\u3002\u8981\u771f\u6b63\u6210\u4e3a\u5f00\u53d1\u6d41\u7a0b\u7684\u201c\u795e\u76fe\u5c40\u201d\uff0c\u8fd8\u9700\u5728\u526f\u4f5c\u7528\u9694\u79bb\u3001\u7f6e\u4fe1\u5ea6\u9608\u503c\u548c\u5f02\u6b65\u7cfb\u7edf\u6d4b\u8bd5\uff08\u8bc4\u8bba\u4e2d\u6709\u63d0\u53ca\uff09\u4e0a\u4ea4\u51fa\u66f4\u786c\u6838\u7684\u8bc1\u636e\uff0c\u800c\u975e\u505c\u7559\u4e8e\u201c\u652f\u6301\u201d\u4e8c\u5b57\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\">TestSprite 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">TestSprite generates and runs end-to-end tests for your app, autonomously. For backend, we can now generate complex integration tests with dynamic variables, auto-cleanup, and Data Flow debugging. For frontend, we now send a fleet of parallel AI agents to explore your app first \u2014 clicking through every feature like real users, then feeding results into testing. We’re the first to do this. 3.0 also adds auto-heal for UI drift, auto-auth for regression, and a CLI for Claude Code, Codex users.<\/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>I’m Yunhao, co-founder and CEO of <a href=\"https:\/\/www.producthunt.com\/@testsprite\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@TestSprite<\/a>.<\/p>\n<p>Today we’re shipping <strong>TestSprite 3.0<\/strong> \u2014 autonomous end-to-end testing that actually understands what your app does, not just what your code says.<\/p>\n<p>\u270d\ufe0f Here’s how it works:<\/p>\n<ol>\n<li>\n<p>Point TestSprite at your live web app or API endpoints. Drop in your PRD or product spec if you have one (strongly recommended \u2014 it sharpens what we test).<\/p>\n<\/li>\n<li>\n<p>We send a swarm of AI agents to explore it in parallel \u2014 clicking through every feature like real users.<\/p>\n<\/li>\n<li>\n<p>They generate full backend + frontend test suites from what they saw. Then run, debug, and auto-heal them for you.<\/p>\n<\/li>\n<\/ol>\n<p>\ud83d\ude80 What’s new in 3.0:<\/p>\n<ul>\n<li>\n<p><strong>Parallel exploration fleet<\/strong> \u2014 dozens of agents map your app before a single test is written. As far as we can tell, no one else is doing this yet.<\/p>\n<\/li>\n<li>\n<p><strong>Backend gets serious<\/strong> \u2014 multi-dependency integration tests, Dynamic Variables, Auto Cleanup, and a Data Flow view that makes debugging an agent-generated test feel like debugging your own code.<\/p>\n<\/li>\n<li>\n<p><strong>Frontend tests auto-heal<\/strong> when your UI drifts. Auto-auth keeps nightly regression sane.<\/p>\n<\/li>\n<li>\n<p><strong>Accuracy up ~40%<\/strong> \u2014 and it really shows on <strong>complex enterprise projects<\/strong>, where most agents fall apart.<\/p>\n<\/li>\n<li>\n<p><strong>Coverage<\/strong> jumped from ~20 to <strong>50+ meaningful cases per run<\/strong>.<\/p>\n<\/li>\n<li>\n<p><strong>CLI for Claude Code and Codex users<\/strong> \u2014 coming soon, right inside your terminal.<\/p>\n<\/li>\n<\/ul>\n<p>\ud83c\udf89 <strong>Launch day offer:<\/strong> Sign up for our Starter package today and get your first month free.<\/p>\n<p>Come tell us what you’d want TestSprite to break on. We’re reading every comment today \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>21<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Really impressive release \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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@testsprite\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@TestSprite<\/a> <a href=\"https:\/\/www.producthunt.com\/@jiao_yunhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiao_yunhao<\/a> Hey Yunhao, congrats on shipping 3.0 <\/p>\n<p>The parallel exploration fleet is the part I want to poke at. If dozens of agents are clicking through a live app like real users before any test is written, they are also triggering real side effects: form submits, outbound emails, writes to the DB, burned API rate limits. How does TestSprite contain that? Sandboxed env required, automatic detection of destructive actions, or some dry-run mode for the exploration pass? Asking because “explore like real users” and “do not actually charge the card or email the customer” are in direct tension, and that tension is where exploration agents usually get scary.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@testsprite\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@TestSprite<\/a> <a href=\"https:\/\/www.producthunt.com\/@jiao_yunhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiao_yunhao<\/a> <br \/>pretty 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Every piece of community feedback has shaped what we have built, and we are deeply grateful for that!<\/p>\n<\/p>\n<p>The goal has always stayed the same: learn and build from what users actually need. We hope this latest version shows how much we truly care. \u2764\ufe0f<\/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\/@adam_ji1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_ji1<\/a> Really appreciate how much the team listens to user feedback. You can genuinely feel that a lot of the 3.0 improvements came from real developer pain points \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! Auto-heal for UI drift sounds great in demos and gets dangerous in CI. How do you separate the two without a human in the loop? Congrats on the launch<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Thanks Art! Really fair concern \u2014 we thought about this a lot. Auto-heal isn’t on by default; it’s an opt-in toggle per run. So the typical setup is: off in CI (so it fails loud like you’d want), on locally or in staging where the dev reviews the proposed fix as a diff before it gets merged. That way healing never silently rewrites assertions on main. Happy to share more if you want to dig in \u2014 and thanks for the kind words on the launch! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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!<br \/>one thing i would love to understand better is how the AI differentiates between actual product bugs versus harmless visual inconsistencies. Is there some confidence scoring or prioritization involved?<\/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\/@asher_luca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asher_luca<\/a> We do prioritize and confidence-rank findings internally. The goal is to reduce noisy failures and focus attention on issues that actually impact workflows, logic, or user experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 autonomous debugging part sounds wild \ud83e\udd2f How many retries does the system usually need before stabilizing a test?<\/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\/@ana_popescu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_popescu2<\/a> It depends on the complexity of the workflow \ud83d\ude04<br \/>A big focus for us in 3.0 was reducing unnecessary retry loops and making the debugging path much more traceable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Super cool launch \ud83d\ude80<\/p>\n<\/p>\n<p>Love seeing testing evolve alongside AI coding tools. The autonomous workflow + CLI support for Claude Code\/Codex users feels especially timely.<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Thanks so much! We\u2019ve been thinking a lot about how testing needs to evolve alongside AI coding workflows. The CLI support for Claude Code and Codex users is a big step toward making TestSprite feel more native inside AI-first development environments \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most testing tools still feel like they need a whole setup manual before you can even start, but TestSprite making it conversational is a smart move. Love the frontend + backend coverage in one flow too.<\/p>\n<p>what\u2019s been the hardest type of bug for TestSprite to catch 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am especially interested in the collaboration aspect around generated tests and debugging flows. Can multiple developers review and refine generated suites together inside the platform?<\/p>\n<p><\/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>the auto-heal for UI drift is quietly the best feature here. tests breaking because someone moved a button is why most teams stop maintaining their test suite after month 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The upcoming CLI integration sounds perfect for modern AI-assisted coding workflows. Are you planning support for local-first testing environments directly from developers\u2019 machines?<\/p>\n<p><\/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\/@caleb_anderson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@caleb_anderson1<\/a> Yes \u2014 local-first is exactly where we’re heading! The whole point of the CLI is to let you run TestSprite <strong>before<\/strong> your code ever leaves your machine. Catch the bug at localhost:3000, not in staging, definitely not in prod.<\/p>\n<\/p>\n<p>Picture this: you finish a feature \u2192 testsprite run \u2192 agents spin up against your local dev server \u2192 you get a full report (video + step-by-step + HTML snapshots) before you even open a PR. Pair it with Cursor \/ Claude Code \/ Codex and the AI that wrote the code gets instant feedback from the AI that tested it. Tight loop, no waiting on CI.<\/p>\n<\/p>\n<p>Shipping confidence at the speed of git commit \u2014 that’s the dream we’re chasing \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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team!<br \/>One of the hardest parts of AI generated systems is transparency and debugging. How explainable are the generated test decisions when developers want to understand why a workflow failed?<\/p>\n<p><\/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\/@easton_carter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@easton_carter<\/a> Thanks Easton! \ud83d\ude4f Transparency is something we obsessed over from day one \u2014 debugging a black-box AI test is worse than no test at all.<\/p>\n<p>For every test we generate, you get three layers of visibility:<\/p>\n<ol>\n<li>\n<p><strong>Natural-language description for each step<\/strong> \u2014 so you can read the test like a spec (“click the Sign Up button \u2192 expect \/onboarding to load”) instead of decoding selectors.<\/p>\n<\/li>\n<li>\n<p><strong>HTML snapshot at every step<\/strong> \u2014 captured at the moment of execution, so when something fails you can see the exact DOM state the agent saw, not just a stack trace.<\/p>\n<\/li>\n<li>\n<p><strong>Full video replay<\/strong> \u2014 watch the run end-to-end to catch timing issues, unexpected modals, or UI regressions that logs alone would miss.<\/p>\n<\/li>\n<\/ol>\n<p>When a workflow fails, devs land on a report that pinpoints the failing step, shows the snapshot + video at that moment, and explains in plain English what the agent expected vs. what it actually got. That’s usually enough to know whether it’s a real bug, a flaky element, or a test that needs updating \u2014 without ever reading test code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Most automation tools still require a lot of brittle manual scripting, while this feels much closer to real user behavior. Can TestSprite also simulate different user roles and permission levels during exploration?<\/p>\n<p><\/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\/@peyton_perez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peyton_perez<\/a> Role-based flows and permission-aware exploration are supported. Different auth states and user roles are very important for realistic enterprise testing workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! The data flow debugging view sounds particularly useful for developers trying to trust AI generated tests. can engineers manually edit or optimize the generated flows directly inside the platform afterward?<\/p>\n<p><\/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\/@daniel_harris11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_harris11<\/a> Thank you so much! Developers can manually inspect, edit, and optimize generated flows afterward. We think human review + AI generation together creates the best workflow 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats! how transparent is the reasoning process behind generated bug reports?<\/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\/@olivia_bennett7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivia_bennett7<\/a> Thanks! Pretty transparent \u2014 each report includes the video, step-by-step action log, screenshots, expected vs. actual state, and the agent’s reasoning for the verdict. The point is you can verify or push back on the call in seconds, not take the AI’s word for 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>Congratulations team!<br \/>The backend testing upgrades seem particularly strong for API heavy products. Does TestSprite support testing asynchronous systems like queues, webhooks, or websocket driven workflows as well?<\/p>\n<p><\/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\/@owen_shaw2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_shaw2<\/a> Thanks a lot! We already support many async and event-driven workflows, including queues, webhooks, and websocket-style interactions. Complex distributed systems are a big focus area for us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! the CLI integration for claude code and codex users sounds exciting for developer workflows. Will developers eventually be able to generate or run targeted test suites directly from the terminal?<\/p>\n<p><\/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\/@james_carter35\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@james_carter35<\/a> That\u2019s exactly the direction we\u2019re heading. We want developers to be able to generate, run, debug, and refine targeted test suites directly from the terminal workflow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Generating 50+ meaningful cases automatically is a massive jump compared to traditional approaches. How do you internally define \u201cmeaningful\u201d coverage versus repetitive or low-value test cases?<\/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\/@antonio_manuel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antonio_manuel1<\/a> Great question. For us, \u201cmeaningful\u201d coverage is less about raw test count and more about validating critical workflows, state changes, user paths, and failure-prone logic instead of generating repetitive variations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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!<br \/>The parallel exploration fleet really caught my attention because most testing tools still operate sequentially. How do you coordinate multiple agents without them duplicating the same testing paths repeatedly?<\/p>\n<p><\/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\/@imogen_wallace\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imogen_wallace<\/a> Thanks! Naive parallel actually makes things worse \u2014 N agents all racing to click “Sign Up” first isn’t faster, just noisier. Our approach is to make them orthogonal by construction: a discovery pass first breaks the app into distinct features, then we fan out one agent per feature. So they’re not competing on the same paths \u2014 they’re each owning a different slice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>E2E testing is not just about generating scripts \u2014 it is about understanding which workflows actually matter to users and the business.Curious how TestSprite separates meaningful coverage from noisy coverage. For complex enterprise apps, do the agents prioritize test cases based on the PRD\/spec only, or also by app structure, failure severity, role-based flows, and real usage patterns? and can it simulate real scenarios like live meeting and chats ?<\/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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> Great question. It\u2019s not only PRD\/spec-based \u2014 TestSprite also considers app structure, role-based flows, auth states, failure impact, and what agents discover during exploration.<\/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 backend integration testing upgrades sound powerful, especially Dynamic Variables and Auto Cleanup. Can TestSprite also manage dependent API chains with temporary tokens and session-based workflows?<\/p>\n<p><\/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\/@andrew_paul11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_paul11<\/a> Yes \u2014 that\u2019s actually one of the scenarios we designed the backend workflow for. Dynamic Variables + Data Flow tracking allow TestSprite to handle dependent API chains, including temporary tokens, session-based auth flows, and multi-step request dependencies. The goal is to make complex integration testing feel much closer to debugging real application logic rather than isolated API calls.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 release! Looks great!<\/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\/@pasha_dudka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pasha_dudka<\/a> Thanks Pasha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Appreciate everyone checking out the launch today \u2764\ufe0f<\/p>\n<\/p>\n<p>This release took a lot of iteration, especially around autonomous frontend exploration and regression reliability. We wanted TestSprite 3.0 to go beyond simply generating test scripts, and actually understand how users move through an app before creating tests.<\/p>\n<\/p>\n<p>Excited to hear your feedback and keep improving it from 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It feels like AI coding tools are moving faster than testing infrastructure right now. Do you see TestSprite becoming part of the default AI development stack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\u2019ve been with the <a href=\"https:\/\/www.producthunt.com\/products\/testsprite\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"testsprite\" target=\"_blank\" rel=\"noopener\">@TestSprite<\/a> team for a while, and 3.0 feels like the version where the product got much more practical.<\/p>\n<\/p>\n<p>Now, instead of guessing at what your app does, TestSprite sends out a <em>fleet<\/em> of parallel AI agents to explore it first \u2014 <em>almost <\/em>like real users poking around \u2014 then generates tests from what they observed.<\/p>\n<\/p>\n<p>This is a key differentiator from most \u201cAI testing\u201d products that feel like asking a coding agent to squint at your app and hope for the best. <\/p>\n<\/p>\n<p>TestSprite is pushing toward something more concrete and ambitious: <strong>hundreds of parallel agents that explore, generate, and run tests at scale, and then <\/strong><a href=\"https:\/\/claytonfarr.github.io\/ralph-playbook\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong><em>Ralph Wiggum<\/em><\/strong><\/a><strong> healing broken features<\/strong>.<\/p>\n<\/p>\n<p><strong>Also:<\/strong> the CLI story is spicy! \ud83c\udf36\ufe0f The team described an internal \u201cGundam mode\u201d where Cloud Code + TestSprite CLI + AWS CLI can keep coding, testing, checking logs, and iterating for days.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9334cbfe-16e8-497d-b49c-636321ae2366.gif?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<p>That\u2019s the bit I\u2019m looking forward to trying!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! \ud83c\udf89 The exploratory-testing-by-parallel-agents framing is the interesting move \u2014 QA traditionally treats exploration as the part you can’t automate, only deterministic scripted runs. One question: when auto-heal fixes UI drift, how do you prevent a ‘false pass’ where the heal silently masks a real regression? Curious where the line sits between adaptation and over-tolerance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>As a solo dev building small SaaS tools, testing is always the first thing I skip when rushing to ship. The “90% cost reduction” claim is bold \u2014 curious how it handles edge cases in backend API testing specifically. Does it work well with lightweight stacks like Vercel + serverless functions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 how TestSprite handles visual regression for design tokens specifically \u2014 if a colour or spacing token changes upstream in a design system, does the agent catch that drift across every affected component automatically, or is visual diffing still a separate manual step on top of the functional tests?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Really curious \u2014 when the agents explore an app, do they sometimes discover workflows or edge cases that developers themselves overlooked?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Parallel agents for testing is the right approach running tests sequentially is the bottleneck nobody talks about. Does it work for iOS\/mobile apps or mostly web? That’s where I’d love to use 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This sounds awesome, particularly PRD to test case development! I gotta connect the MCP to <a href=\"https:\/\/briefhq.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Brief<\/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<\/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\/UEIFHO7XED74LR\" class=\"app-title\">Cleo<\/a><\/p>\n<div class=\"one-liner\">The AI PM that runs your team<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">311<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cleo \u662f\u4e00\u4e2a\u5d4c\u5165 Telegram \u548c Slack \u7684 AI \u4ea7\u54c1\u7ecf\u7406\uff0c\u4e13\u4e3a\u521b\u59cb\u4eba\u548c\u7cbe\u7b80\u56e2\u961f\u8bbe\u8ba1\uff0c\u901a\u8fc7\u6301\u7eed\u5b66\u4e60\u56e2\u961f\u4e0a\u4e0b\u6587\u548c\u6267\u884c\u65e5\u5e38\u7ba1\u7406\u4efb\u52a1\uff08\u5982\u7ad9\u4f1a\u3001\u8ddf\u8fdb\u3001\u51b3\u7b56\u8bb0\u5f55\uff09\uff0c\u89e3\u51b3\u521b\u59cb\u4eba\u88ab\u9879\u76ee\u7ba1\u7406\u7410\u4e8b\u6df9\u6ca1\u3001\u65e0\u6cd5\u4e13\u6ce8\u6838\u5fc3\u4ea7\u54c1\u5f00\u53d1\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\/b088c6c5-21a8-41fd-97d2-1a62f562e60b.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\/5242fc88-ed94-43f9-bba4-24e829f0fdd5.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\/378e6bb6-b314-4ee7-ad0c-22a3bc1b594c.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\/41b0f408-93a0-47ab-9588-5b5ec70c70dc.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\/f85c8ddd-58b1-4b96-aebc-d4e04e340ddb.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\/9c7ad08f-cf17-4755-8743-0c6b29b6cb5f.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\/1ac430b2-c450-447e-be5d-f9cb040a5f49.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/cJqaHXKmOA8\"><source src=\"https:\/\/youtu.be\/cJqaHXKmOA8\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u4ea7\u54c1\u7ecf\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Slack \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Telegram \u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u8bb0\u5fc6\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5c0f\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8ddf\u8fdb<\/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\u8d5e\u8d4f\u5176\u8bb0\u5fc6\u900f\u660e\u548c\u804a\u5929\u4fa7\u8fb9\u680f\u8bbe\u8ba1\uff0c\u4f46\u6838\u5fc3\u805a\u7126\u4e8e\u53ef\u9760\u6027\uff1a\u591a\u540d\u7528\u6237\u8d28\u7591\u5982\u4f55\u5904\u7406\u51b2\u7a81\u4fe1\u606f\u3001\u957f\u9879\u76ee\u8bb0\u5fc6\u8870\u51cf\u3001\u4ee5\u53ca\u8de8\u5de5\u5177\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u5f53\u524d\u4ec5\u201c\u5448\u73b0\u51b2\u7a81\u800c\u4e0d\u89e3\u51b3\u201d\uff0c\u4e14\u4e3b\u52a8\u8fc7\u6ee480%\u566a\u58f0\u4ee5\u7ef4\u6301\u8d28\u91cf\uff0c\u4f46\u5ba1\u8ba1\u8d1f\u62c5\uff08\u786e\u8ba4\u4e8b\u5b9e\uff09\u4ecd\u662f\u6f5c\u5728\u5931\u8d25\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 Cleo \u7684\u201c\u900f\u660e\u8bb0\u5fc6\u201d\u5e76\u975e\u6280\u672f\u4e0a\u7684\u62a4\u57ce\u6cb3\uff0c\u800c\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u4fe1\u4efb\u58f0\u660e\u3002\u5728\u201cAI \u66ff\u4f60\u5e72\u6d3b\u201d\u5df2\u6210\u70c2\u5927\u8857\u6807\u8bed\u7684\u5e02\u573a\u91cc\uff0cCleo \u9009\u62e9\u4e86\u4e00\u6761\u66f4\u96be\u5374\u66f4\u52a1\u5b9e\u7684\u8def\u5f84\uff1a\u8ba9 AI \u4e0d\u662f\u9ed1\u7bb1\u51b3\u7b56\u8005\uff0c\u800c\u662f\u53ef\u5ba1\u8ba1\u7684\u52a9\u7406\u3002\u5176\u201c\u4e94\u7ea7\u4fe1\u4efb\u5ea6\u201d\u548c\u201c\u6e90+\u7f6e\u4fe1\u5ea6+\u4fee\u6b63\u6309\u94ae\u201d\u7684\u8bbe\u8ba1\uff0c\u76f4\u63a5\u56de\u51fb\u4e86\u7528\u6237\u5bf9 AI \u5e7b\u89c9\u7684\u6df1\u5c42\u6050\u60e7\u2014\u2014\u8fd9\u6bd4\u4efb\u4f55\u82b1\u54e8\u7684\u81ea\u4e3b\u51b3\u7b56\u5f15\u64ce\u90fd\u66f4\u8d34\u5408\u5c0f\u56e2\u961f\u7684\u5b9e\u9645\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u201c\u900f\u660e\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5982\u679c CEO \u9700\u8981\u6bcf\u5929\u82b1\u65f6\u95f4\u786e\u8ba4 AI \u8bb0\u4f4f\u7684\u4e8b\u5b9e\u662f\u5426\u6b63\u786e\uff0c\u90a3\u5b83\u4e0d\u8fc7\u662f\u628a\u201c\u586b\u7ad9\u4f1a\u8868\u683c\u201d\u7684\u82e6\u5f79\u6362\u6210\u4e86\u201c\u4fee\u6539\u8bb0\u5fc6\u9519\u8bef\u201d\u7684\u82e6\u5f79\u3002Cleo \u6838\u5fc3\u56e2\u961f\u663e\u7136\u610f\u8bc6\u5230\u4e86\u8fd9\u4e00\u70b9\uff0c\u4ed6\u4eec\u5728\u56de\u590d\u4e2d\u5f3a\u8c03\u201c\u7f6e\u4fe1\u5ea6\u51b3\u5b9a\u53ef\u89c1\u6027\u201d\u548c\u201c\u9519\u8bef\u4fee\u6b63\u8f6c\u5316\u4e3a\u89c4\u5219\u201d\uff0c\u8bd5\u56fe\u5c06\u5ba1\u8ba1\u884c\u4e3a\u4ece\u201c\u65e5\u5e38\u7ef4\u62a4\u201d\u538b\u7f29\u4e3a\u201c\u95f4\u65ad\u6392\u67e5\u201d\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u8fde PM \u90fd\u96c7\u4e0d\u8d77\u7684\u56e2\u961f\uff0c\u4ed6\u4eec\u771f\u7684\u6709\u7cbe\u529b\u53bb\u626e\u6f14\u201cAI \u4e8b\u5b9e\u88c1\u5224\u201d\u5417\uff1f\u8fd9\u4e2a\u6a21\u578b\u80fd\u5426\u5728\u56e2\u961f\u89c4\u6a21\u6269\u5927\u65f6\u4f9d\u7136\u4fdd\u6301\u4f4e\u5e72\u9884\u7387\uff0c\u662f Cleo \u4ece\u201c\u6709\u8da3\u7684\u73a9\u5177\u201d\u8d70\u5411\u201c\u771f\u6b63\u7684\u751f\u4ea7\u529b\u5de5\u5177\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u806a\u660e\u7684\u662f Cleo \u7684\u201c\u4e0d\u4f5c\u4e3a\u201d\uff1a\u5b83\u660e\u786e\u4e0d\u89e3\u51b3\u5185\u90e8\u51b2\u7a81\uff0c\u4e0d\u76f2\u76ee\u51b3\u7b56\u4f18\u5148\u7ea7\uff0c\u4e0d\u8bd5\u56fe\u5168\u81ea\u52a8\u5f00 sprint\u3002\u8fd9\u770b\u4f3c\u529f\u80fd\u8fb9\u754c\uff0c\u5b9e\u5219\u662f\u9488\u5bf9\u201c\u4f4e\u914d\u7f6e\u9ad8\u566a\u58f0\u201d\u73b0\u5b9e\u7684\u6700\u4f18\u89e3\u2014\u2014\u5c0f\u56e2\u961f\u7684\u51b2\u7a81\u5f80\u5f80\u662f\u9886\u57df\u5224\u65ad\uff0cAI \u731c\u9519\u4e86\u6bd4\u4e0d\u731c\u66f4\u81f4\u547d\u3002Cleo \u606a\u5b88\u201c\u653e\u5927\u4eba\u7c7b\u4fe1\u53f7\u201d\u7684\u89d2\u8272\uff0c\u8fd9\u662f\u5f53\u524d AI \u5728\u590d\u6742\u534f\u4f5c\u4e2d\u6700\u8bda\u5b9e\u7684\u5b9a\u4f4d\u3002\u5bf9\u4e8e\u6bcf\u5929\u88ab PM \u6587\u4e66\u6df9\u6ca1\u7684\u521b\u59cb\u4eba\uff0c\u5b83\u81f3\u5c11\u80fd\u5e2e\u4f60\u7701\u4e0b50%\u7684\u7410\u788e\u6ce8\u610f\u529b\u3002\u81f3\u4e8e\u5269\u4e0b\u768450%\uff0c\u8bf7\u8bb0\u4f4f\uff1a\u4f60\u4ecd\u7136\u662f\u90a3\u4e2a\u6700\u7ec8\u5fc5\u987b\u7ad9\u5728\u4ee3\u7801\u548c\u5ba2\u6237\u4e4b\u95f4\u7684\u4eba\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\">Cleo<\/span>\n <\/div>\n<div class=\"comment-content\">Cleo is the AI product manager for founders and lean teams. It lives in Telegram and Slack – learns your tone, knows your team, and runs the PM work (standups, follow-ups, decisions) while you ship the product. What’s different: every fact Cleo learns is transparent – you see the source, the confidence, and can confirm or correct it. No black-box memory. Five trust levels, from observer to operator. Free in Telegram. 1 min setup<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI’m Rahim, Co-Founder of Cleo.<\/p>\n<p>In February, I started using OpenClaw as my PM. Pasted in standups. Asked it to draft updates. Treated it like a teammate.<br \/>\nThe truth came fast:<br \/>\nOpenClaw is great as a personal assistant. As a product manager, it falls apart.<br \/>\nIt doesn’t know my team. Doesn’t remember what we said yesterday. Every new chat, I had to start over \u2014 explain the team, the tone, what mattered, what didn’t. By the time I was done, I could’ve just written it myself.<br \/>\nThat’s the day Cleo started.<\/p>\n<p>Cleo isn’t a chatbot you open. It’s an AI product manager that lives in your Telegram, Slack, and Linear \u2014 and stays there. Day after day. It learns your team. Your voice. Your decisions. It runs the standups, drafts the messages, catches the follow-ups you forget.<br \/>\nIn your voice. Without asking you to start over every morning.<\/p>\n<p>And nothing is hidden. Every fact Cleo learns shows where it came from, how sure it is, and a button to fix it.<br \/>\nFree today:<br \/>\n\u2022 Bot in Telegram \u2192 <a href=\"https:\/\/t.me\/try_cleo_ai_bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/t.me\/try_cleo_ai_bot<\/a><br \/>\n\u2022 Works with Slack, Linear, Notion, Gmail, Calendar and tools you use everyday<br \/>\n\u2022 3 active automations, unlimited memory<br \/>\n\u2022 Five levels of trust – from just watching to fully acting<\/p>\n<p>One question: when did you stop being the founder and start being the PM?<br \/>\nI’ll be here all day. Tell me where this still falls short.<\/p>\n<p>Try the bot: <a href=\"https:\/\/t.me\/try_cleo_ai_bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/t.me\/try_cleo_ai_bot<\/a> Thanks \ud83d\ude4f<\/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\/@rahimwws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahimwws<\/a> Happy to launch with you mate <\/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\/@rahimwws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahimwws<\/a> Congrats on the launch. How are you thinking about memory decay, conflict resolution, and source prioritization over 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rahimwws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahimwws<\/a> <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af267d27-32d6-4cee-b07a-c240f272a317.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>Rahim, transitioning from personal memory to operational memory is a heavy data challenge, but Cleo’s interface needs a more rigorous visual architecture to prevent decision-tracking logs from becoming cognitively overwhelming. As a Senior AI Product Designer, I engineered the <strong>Vitalis AI<\/strong> ecosystem (referenced in the file m. Abdirsak ,,.JPG) to explicitly solve complex data flows and cross-regional monitoring through an institutional-grade visual layout. If you want Cleo\u2019s dashboards to match the psychological weight of an executive PM, let\u2019s bypass the live calls, drop me your product brief, and we can sync asynchronously.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Product Hunt \ud83d\udc4b Rahman here, Co-Founder of Cleo. I’m 19, building this from the US.<\/p>\n<\/p>\n<p>Rahim told you why we started. I’ll tell you the line we refused to cross.<\/p>\n<\/p>\n<p>Right now there are a hundred tools claiming to be your “AI PM.” Be honest – most of them are bullshit. Either it’s just another chatbot with a new logo or it’s a thin wrapper that “remembers” by dumping everything into a database and praying. No source, no confidence, no way to know if what it’s acting on is real or hallucinated. That’s not a teammate. That’s a liability with a nice landing page.<\/p>\n<\/p>\n<p>I’ve shipped products solo since I was a teenager, and the thing that always broke wasn’t the code – it was the coordination. Standups, follow-ups, “wait, what did we decide last week?” That overhead scales worse than any infra problem, and one day you realize you’ve stopped being the founder and become the PM of your own company.<\/p>\n<\/p>\n<p>Every assistant we tried was great at answering and terrible at remembering us. New chat, start over. Re-explain the team, the tone, what matters. By the time you’ve briefed it, you could’ve just done the work yourself.<\/p>\n<\/p>\n<p>So Cleo doesn’t ask you to start over. It lives in your Telegram, Slack, and Linear, learns your team and your voice, and runs the PM work day after day – in your tone, not a robot’s.<\/p>\n<\/p>\n<p>But here’s the part I’d stake the whole product on: an AI that runs your team has no business hiding what it knows. So Cleo doesn’t. Every fact it learns shows its source, its confidence, and a button to correct it. Five trust levels, from just watching to fully operating. You decide how much rope it gets – and you can always see exactly what it’s working from.<\/p>\n<p>No black-box memory. No “trust me.” Just a teammate you can audit.<\/p>\n<\/p>\n<p>I’m here all day. Tell me where it still falls short \u2014 that’s the comment I actually want. \ud83d\ude4f<\/p>\n<\/p>\n<p>Try the bot: <a href=\"https:\/\/t.me\/try_cleo_ai_bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/t.me\/try_cleo_ai_bot<\/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\/@rahman_bazarov_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahman_bazarov_<\/a> Proud to build this with you, brother. The “AI that runs your team has no business hiding what it knows” line is exactly the argument we had at 2am the night we decided to rip out V3. Took a year of bad AI tools to see it that clearly. Glad we both got there.<\/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 chat-first sidebar with structured memory cards below it is a pattern I haven’t seen done well before. Most AI tools force you into either pure chat OR pure dashboard. Cleo manages both, and the seam between them is actually invisible<\/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><a href=\"https:\/\/www.producthunt.com\/@sapayev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sapayev<\/a> Thanks – this is the part of the product I’m most nervous about and most proud of. We went through 4 redesigns of the sidebar\/dashboard relationship before this one clicked.<\/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>I’ve known Rahim since school. Watching him ship has been wild – they killed their own launch in May because telemetry wasn’t right, rebuilt in in 5 days, and kept every paying customer. That kind of operating velocity is rare. Pulling for them<\/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\/@dedyfo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dedyfo<\/a> Thanks for the kind words, Rovshen. The May 4 kill was the hardest call we’ve made so far – but the telemetry was honest about what was working and what wasn’t.<\/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>What\u2019s the biggest bottleneck you faced while building this?<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> The hardest problem wasn’t model quality or integration count – it was keeping context coherent across tools without exploding cost or latency.<\/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>Having an AI PM directly in Slack and Telegram sounds like a massive time-saver for lean teams. Great concept!<\/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\/@elene_tandashvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_tandashvili<\/a> Thanks! The lean team angle is exactly the wedge – when there’s no PM to delegate to, the founder eats the ops work. Glad it landed.<\/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>Big congrats on the launch! The transparency model (source + confidence + fix button on every fact) is the right instinct, but I’d push further: there’s a failure mode where an auditable AI quietly becomes a verification queue. If I’m confirming and correcting facts to keep Cleo accurate, I’ve just swapped standup overhead for memory-maintenance overhead. What’s the design that keeps the audit <em>asymmetric<\/em>, where I only look when something’s wrong, not to keep it right? Does Cleo surface only low-confidence facts for review, act silently on high-confidence ones, and shrink the queue as it learns my corrections?<\/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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> Sharp catch. This is the failure mode we feared most and explicitly designed against. Three things keep the audit asymmetric:<\/p>\n<p><strong>1. Confidence determines visibility, not just labeling.<\/strong> High-confidence facts (>85%) act silently \u2014 Cleo uses them, doesn’t ping you. Mid-confidence (60-85%) gets surfaced only when about to be used in a consequential action. Low-confidence (<60%) goes to a review queue. You’re not approving facts \u2014 you’re approving the small subset where Cleo isn’t sure yet.<\/p>\n<p><strong>2. Confirmations compound, corrections decay.<\/strong> A fact you confirm once moves up the confidence ladder. A fact that survives 30 days without contradiction or correction graduates to “settled” \u2014 invisible in normal flow. You converge to a state where most of memory operates without you.<\/p>\n<p><strong>3. Corrections become rules, not patches.<\/strong> When you fix a fact, Cleo extracts the pattern (“Mark doesn’t own ingestion anymore, Sarah does \u2014 and ownership transitions happen in #eng-leads channel”). The next 100 facts of that type don’t need correcting.<\/p>\n<p>The math we watch: confirmation-events per active user per week. If that number doesn’t drop month over month, the design is failing. Right now it drops ~40% from week 2 to week 6 for active users. That’s the signal we’d kill the product over if it inverted.<\/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\">How are you organizing the memory?<\/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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> The stack underneath is doing a lot – Supermemory abstraction, vectors for semantic recall, graph for entity relationships. The interesting part is that you never see it. You add a fact in chat, you ask a question across three projects, you get the right answer with source. That kind of “complexity stays under the hood” engineering is the real moat. Most AI products leak their architecture into the UX. This one doesn’t.<\/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\">@rahimwws thanks. Seems very comprehensive.<\/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=\"reply-item\">\n<div class=\"reply-content\">@rahimwws at the moment, researching the area. What works and what doesn\u2019t. <\/p>\n<p>As to building something, there are so many ideas floating around. \ud83d\ude05<\/p><\/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>Nice launch! Quick q – is Cleo built specifically for agencies, or would it work for a small SaaS team too? Most of my “PM” pain is internal standups and follow-ups, not client stuff.<\/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\/@ahmetaz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ahmetaz<\/a> Yes – works for small SaaS teams. Agencies are the wedge because the tool stack is consistent and the pain is acute, but the operational primitives (memory, learned rules, integrations) generalize.<\/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>Good luck!<\/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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> thanks!<\/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>Curious how Cleo handles context across long projects \u2014 does it maintain memory between sessions or does each conversation start fresh? The PM bottleneck is real for small teams building fast.<\/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\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/a> Yes, memory persists. Every conversation builds on the last one. Cleo holds a model of your team, projects, clients, and decisions across sessions.<\/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>How do you pull in offline context easily for remote based teams? Ideally something low lift but I would imagine capturing every single meeting would be adding a lot of non-related content. <\/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\/@treeves\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@treeves<\/a> Good question. Default is off, not on.<\/p>\n<p>Meetings have a per-call toggle (“Cleo joins”). You opt in to the calls that matter (weekly syncs, decision-heavy ones) and skip casual ones. Chat is channel-by-channel, not workspace-wide. Email is label-based. Linear is project-based.<\/p>\n<p>For memory specifically, Cleo only extracts decisions and patterns when signals are strong. Casual conversation doesn’t generate clutter. We filter out roughly 80 percent of what flows through.<\/p>\n<p>Lowest lift starting point: connect standup channel plus one weekly meeting. Most teams expand once they see what actually surfaces.<\/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 difference between Cleo and handing over a few docs for guidelines on any ai agent? genuinely interested.<\/p>\n<p>also, quick feedback on your comment, when you use AI to write it, remove the em dashes and make it personal! good luck!<\/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\/@math_biomes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@math_biomes<\/a> thanks!<\/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><a href=\"https:\/\/www.producthunt.com\/@math_biomes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@math_biomes<\/a> <\/p>\n<p>1. They’re a snapshot. Mark owned ingestion latency last month. Sarah owns it now. You’d have to remember to update the doc every time something changes, and you won’t. Cleo updates itself from the actual signals (a Slack message saying “Sarah is taking over”) and flags both for confirmation.<\/p>\n<p>2. They don’t carry source. Doc says “we decided to ship X”. Three months later you forget why. Cleo stores the decision with the conversation it came from, the trade-off considered, who was in the room.<\/p>\n<p>3. They don’t act. A doc is read-only context. Cleo reads the doc, then drafts the message, runs the standup, catches the follow-up. The doc is the prompt. Cleo is the worker.<\/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! Curious, how does Cleo handle situations where the team has conflicting updates or unclear blockers? Does it just surface them or does it actually try to resolve the ambiguity?<\/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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Surfaces, doesn’t resolve.<\/p>\n<p>When Cleo sees conflicting updates (“Mark says blocked on infra, Sarah’s standup says infra is fine”) it flags both with sources, side by side, and pings whoever owns the work for clarification. Cleo doesn’t try to decide who’s right – that’s almost always a domain call humans need to make, and getting it wrong silently would be worse than not acting at all.<\/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 stands out about Cleo is that it doesn’t just track tasks \u2014 it actually runs sprints autonomously. Curious how it handles prioritization when multiple stakeholders have conflicting requests. Does it have a built-in negotiation framework or just default to whoever shouts loudest?<\/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\/@lakshita_rana1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshita_rana1<\/a> Cleo doesn’t run sprints autonomously yet – it surfaces what’s stuck, drafts updates, and chases follow-ups, but humans still call sprint priorities.<\/p>\n<p>On conflict: there’s no negotiation engine. Cleo surfaces the conflict explicitly (“PM wants A by Friday, client just asked for B same week \u2014 who decides?”) with sources for both requests.<\/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! How is it different from OpenClaw with some PM skills? You mentioned OpenClaw doesn’t remember what you said yesterday, but from my experience it remembers quite well.<\/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\/@greatll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@greatll<\/a> Fair point – Openclaw does have memory now, and it works well for what it’s built for. The distinction we draw is between <strong>personal memory<\/strong> and <strong>operational memory<\/strong>.<\/p>\n<p>Openclaw remembers things about <em>you<\/em> – your preferences, your style, what you’ve said in past conversations. That’s powerful for a personal assistant.<\/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>Big Congrats on launch! Which AI models are you using? And how is company security handled?<\/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\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> Thanks!<\/p>\n<p><strong>Models:<\/strong> 7 in production, routed by task – 3 from Anthropic (Claude, primary for agent reasoning and drafting in user voice), 2 from Google (Gemini, for long-context retrieval), 2 from OpenAI (GPT, for structured outputs). Routing via OpenRouter + LiteLLM, so we swap models per workload without changing app code.<\/p>\n<p><strong>Security:<\/strong> No cross-customer training (your data never trains shared models). Encryption at every message. OAuth-only integrations \u2014 we don’t store passwords. Architecture made with SOC 2 in mind; certification in progress<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 confidence scoring model is the right approach. most AI tools just act on everything with the same certainty and you only find out it was wrong after it already sent the message. curious how the 30 day correction window works in practice when the team structure changes fast<\/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\/@tina_chhabra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tina_chhabra<\/a> Static decay breaks for fast-moving teams \u2014 by the time a fact ages out, the org chart has changed twice. So decay is <strong>event-driven, not time-driven<\/strong>.<\/p>\n<p>Facts have a type that determines how they age. Structural facts (ownership, roles) decay fast on contradiction -one Slack message saying “Sarah’s taking over from Mark” drops the old fact’s confidence below threshold and queues both for confirmation. <\/p>\n<p>30 days is the fallback for facts with no contradicting signal. For active teams, most facts get refreshed or contradicted long before 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool launch, congrats!<\/p>\n<p>Sending support from the Exabase team \ud83d\ude0c<\/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\/@johnny_makes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johnny_makes<\/a> Means a lot – thanks. i got ur email from rahman <\/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>Really proud to have worked on the design here. The hardest thing wasn’t making it pretty, it was making “you can see everything Cleo knows” not feel like homework. Source, confidence, a fix button on every fact\u2026 that’s a lot to surface without burying people. Took a few rounds to get the chat and the memory side to live together cleanly. Happy with where it landed<\/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\/@islam_yuldashev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@islam_yuldashev<\/a> The “not feel like homework” framing is the part I keep coming back to. You got it to feel like a Notion page that happens to know things, not a compliance dashboard. That distinction is the whole product working.<\/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>We’re one of the early agencies using Cleo. The thing that surprised me: it actually learned how my team writes in 7 days. Now it drafts Telegram updates to clients in my voice and I just approve. Saving me 2-in 57 minutes a day on operational stuff.<\/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\/@ecomnazar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ecomnazar<\/a> Honored you trusted us early. The 7-day learning window matched what we hoped for but didn’t promise – Telegram is where voice signals are densest, so the model picks up tone fast there. Thanks for sticking through both rewrites in May.<\/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\">What part of the PM job is it really good take?<\/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\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> The endgame is bigger than a PM tool.<\/p>\n<p>We’re building toward agents that operate as employees – not assistants. They sit in your meetings. Execute across every integration your team uses (50 native, 500+ through Composio). Run entire functions of the company under your judgment.<\/p>\n<p>Cleo today is the operational layer. The architecture (memory + provenance + learned rules + integrations) generalizes – same primitives that draft a client follow-up today will run the entire client-success function tomorrow.<\/p>\n<p>An AI workforce that operates under human judgment, with auditable memory and trust gates. Not “AI that helps you.” AI that does the work.<\/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 AI PM angle is interesting because product work is not just task creation. The hard part is explaining why a priority changed. Can Cleo show the evidence trail behind a roadmap decision, such as customer feedback, current sprint load, and launch risk?<\/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\/@cyrus_elmtalab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyrus_elmtalab<\/a> Exactly!!! The “why” is the part that matters. When Cleo shifts a priority it shows what moved it: which client\/feedback triggered it, what’s already on the team’s plate, and what’s at risk if you don’t. So it’s not “trust me,” it’s “here’s the trail, you decide.” That evidence layer is honestly the harder thing to build than the task creation itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Is the free Telegram tier enough for a 5-person team to test properly?<\/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\/@jk_jensen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jk_jensen<\/a> Free tier’s enough to get a feel for it with your team, but for a proper 5-person test you’ll want Pro. Use code FOUNDER50 and Pro’s on us. No time pressure, kick the tires properly. Happy to help you get set up if you hit anything.<\/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 that you started from the pain of re-explaining context every session. thats probably the biggest friction with most AI tools right now, they dont remember what matters to your team. curious how Cleo handles conflicting priorities when two people flag something as urgent, does it just surface both or does it actually help triage?<\/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\/@ozandag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ozandag<\/a> Yeah, that was the whole reason we built it. On conflicting urgents, Cleo doesn’t just dump both on you. It looks at what each one blocks (a client deadline vs. an internal nice-to-have), who’s waiting on it and what you’ve prioritized before. Then tells you which to handle first and why. <\/p>\n<\/p>\n<p>You can always override it. Goal is it triages like a COO who actually knows your business, not a notification that makes you decide everything yourself.<\/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>That’s exactly what I needed to know \u2014 persistent memory across sessions is the killer feature for async teams. We’re building Vokio (voice AI for local businesses) and the memory layer for call context is our biggest challenge too. Great work!<\/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\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/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\">Decisions are often the hardest thing to capture without losing context: how does Cleo detect that a decision was made in chat\/meetings, preserve the \u201cwhy\u201d and tradeoffs, and prevent the decision log from becoming noisy or stale compared to dedicated decision-tracking tools?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Three layers:<\/p>\n<p><strong>Detection<\/strong> – Cleo watches for linguistic markers (“let’s go with”, “decided”, “we’ll ship X instead of Y”) and structural ones (a question raised + an answer accepted in the same thread). Both signals together = high confidence it’s a decision. One alone = surfaced for confirmation, not auto-captured.<\/p>\n<p><strong>The “why”<\/strong> – every decision card stores the trade-off considered (what we picked, what we didn’t, what was the constraint). Cleo pulls this from the same thread, not from a separate prompt. If the trade-off isn’t explicit in the conversation, the card flags it as missing.<\/p>\n<p><strong>Staying fresh<\/strong> – decisions have an owner and a domain (architecture, hiring, pricing). When a contradicting decision appears later, Cleo links them and asks if the older one is superseded. That’s how the log stays clean: not auto-archive, not silent overwrite – explicit linking.<\/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 transparent memory model is what caught me \u2014 showing the source and confidence level for every fact it learns is genuinely different from how most AI tools handle context. Curious: when Cleo gets corrected, does it update globally or per-context? As a solo founder managing multiple workstreams, the “operator” trust level sounds useful but I’d want to know exactly what it can act on autonomously before handing over decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Does this work over iMessage or discord<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NHQEMRTC6G4X2J\" class=\"app-title\">General Compute<\/a><\/p>\n<div class=\"one-liner\">AI models that run on an inference cloud optimized for speed<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">271<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>General Compute \u662f\u4e00\u4e2a\u57fa\u4e8eASIC\u82af\u7247\u6784\u5efa\u7684\u63a8\u7406\u4e91\uff0c\u4e3a\u7f16\u7801\u52a9\u624b\u548c\u8bed\u97f3\u4ee3\u7406\u7b49\u5ef6\u8fdf\u654f\u611f\u578bAI\u5de5\u4f5c\u8d1f\u8f7d\u63d0\u4f9b\u6bd4GPU\u5feb5\u500d\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u901a\u8fc7\u517c\u5bb9OpenAI\u7684API\u8ba9\u5f00\u53d1\u8005\u65e0\u7f1d\u5207\u6362\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\/a04ce0a0-f044-4694-b61d-cb584601b450.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\/f6dc93c3-8ad9-4380-a9c1-fecf4805f42a.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\/84d8e0f2-b3f5-4925-a9c5-7b17e2da0166.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\/5f0fae30-2fcc-4f64-a669-5c6d52ef3ce6.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\/57adafff-ce4b-4b97-95f8-7af689e77229.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\/6960bb8d-a184-4c2a-8924-f7d367faec35.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6dl5qGaLZc0\"><source src=\"https:\/\/youtu.be\/6dl5qGaLZc0\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u63a8\u7406\u4e91<\/span><br \/>\n <span class=\"tag\">ASIC\u82af\u7247<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">SambaNova<\/span><br \/>\n <span class=\"tag\">OpenAI\u517c\u5bb9API<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6AI<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd<\/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\u4ee3\u7406\u5de5\u4f5c\u6d41\u5ef6\u8fdf\u95ee\u9898\u7684\u4ef7\u503c\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5f53\u524d\u652f\u6301\u7684\u6a21\u578b\u6709\u9650\uff08\u5c24\u5176\u662fASIC\u9650\u5236\uff09\uff1b\u4f55\u65f6\u652f\u6301\u201c\u81ea\u5e26\u6a21\u578b\u201d\uff1b\u5982\u4f55\u5e94\u5bf9\u957f\u4e0a\u4e0b\u6587\u548cKV\u7f13\u5b58\uff1b\u5bf9\u5d4c\u5165\u6a21\u578b\u7b49\u6269\u5c55\u529f\u80fd\u7684\u9700\u6c42\uff1b\u4ee5\u53caASIC\u67b6\u6784\u4e0b\u5f39\u6027\u4f38\u7f29\u7684\u6280\u672f\u7ec6\u8282\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 General Compute\u7684\u5207\u5165\u70b9\u975e\u5e38\u7cbe\u51c6\u2014\u2014\u76f4\u51fb\u5f53\u524dAI\u63a8\u7406\u57fa\u7840\u8bbe\u65bd\u7684\u6838\u5fc3\u9519\u914d\u3002\u5f53\u884c\u4e1a\u8fd8\u5728\u7528\u8bad\u7ec3\u51fa\u8eab\u3001\u5185\u5b58\u5e26\u5bbd\u9971\u548c\u7684GPU\u6765\u8dd1\u63a8\u7406\u65f6\uff0c\u5b83\u7528ASIC\uff08\u7279\u522b\u662fSambaNova\uff09\u7684\u5b58\u7b97\u4e00\u4f53\u67b6\u6784\uff0c\u4ece\u7269\u7406\u5c42\u9762\u6253\u7834\u4e86\u5ef6\u8fdf\u74f6\u9888\u3002\u5bf9\u4e8e\u9700\u8981\u6570\u5341\u6b21\u8fde\u7eed\u8c03\u7528\u7684\u7f16\u7801\u548c\u8bed\u97f3\u4ee3\u7406\u573a\u666f\uff0c5\u500d\u7684\u7aef\u5230\u7aef\u52a0\u901f\u8db3\u4ee5\u6539\u53d8\u4ea7\u54c1\u4f53\u9a8c\u7684\u8d28\u53d8\u70b9\uff0c\u8fd9\u662f\u5176\u771f\u6b63\u7684\u4ef7\u503c\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u5148\u53d1\u4f18\u52bf\u201d\u4e0e\u201c\u751f\u6001\u58c1\u5792\u201d\u7684\u535a\u5f08\u671f\u3002\u8bc4\u8bba\u4e2d\u201c\u6a21\u578b\u53d7\u9650\u201d\u548c\u201c\u8ba1\u7b97\u8d44\u6e90\u7d27\u5f20\u201d\u7684\u53cd\u9988\u63ed\u793a\u4e86\u5176\u6838\u5fc3\u77ed\u677f\uff1aASIC\u7684\u4e13\u7528\u6027\u5bfc\u81f4\u6a21\u578b\u652f\u6301\u901f\u5ea6\u8fdc\u6162\u4e8eGPU\u4e91\uff0c\u8fd9\u6781\u5927\u5730\u9650\u5236\u4e86\u53ef\u73a9\u6027\u548c\u7528\u6237\u7c98\u6027\u3002\u5f53\u524d\u7684\u4ea7\u54c1\u66f4\u50cf\u662f\u4e00\u4e2a\u4e3a\u7279\u5b9a\u524d\u6cbf\u6a21\u578b\uff08\u5982Llama\uff09\u6253\u9020\u7684\u8d85\u7ea7\u52a0\u901f\u5668\uff0c\u800c\u975e\u901a\u7528\u7684\u6a21\u578b\u6258\u7ba1\u5e73\u53f0\u3002\u627f\u8bfa\u7684\u201c\u81ea\u5e26\u6a21\u578b\u201d\u529f\u80fd\u80fd\u5426\u5728\u51e0\u5468\u5185\u5151\u73b0\uff0c\u4e14\u80fd\u5426\u5728\u590d\u6742\u7684ASIC\u4e0a\u7ef4\u6301\u9ad8\u541e\u5410\uff0c\u662f\u5176\u4ece\u201c\u6f14\u793a\u7ea7\u7684\u5feb\u201d\u8d70\u5411\u201c\u751f\u4ea7\u7ea7\u7684\u53ef\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u6b64\u5916\uff0cSambaNova SN40s\u7684\u4f9b\u5e94\u74f6\u9888\u4e5f\u662f\u6f5c\u5728\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u79f0\u9053\u7684\u662f\uff0c\u5176\u7b56\u7565\u975e\u5e38\u52a1\u5b9e\uff1a\u7528OpenAI\u517c\u5bb9\u7684API\u964d\u4f4e\u8fc1\u79fb\u95e8\u69db\uff0c\u7528\u201c\u4ee3\u7406\u4eba\u81ea\u4e3b\u6ce8\u518c\u201d\u8fd9\u79cd\u6781\u5177\u672a\u6765\u611f\u7684\u8425\u9500\u70b9\u5438\u5f15\u5f00\u53d1\u8005\u3002\u4f46\u957f\u8fdc\u6765\u770b\uff0c\u901a\u7528\u8ba1\u7b97\u5e02\u573a\u4ecd\u662f\u751f\u6001\u4e3a\u738b\u3002\u5982\u679cGeneral Compute\u4e0d\u80fd\u5feb\u901f\u6269\u5927\u8ba1\u7b97\u96c6\u7fa4\u3001\u8865\u9f50\u4e3b\u6d41\u6a21\u578b\uff0c\u5e76\u89e3\u51b3\u597dKV\u7f13\u5b58\u4e0e\u957f\u4e0a\u4e0b\u6587\u7684\u5de5\u7a0b\u4f18\u5316\uff0c\u90a3\u4e48\u5f53GPU\u4e91\uff08\u5982Groq\u3001Fireworks\uff09\u4e5f\u5f00\u59cb\u4e13\u6ce8\u63a8\u7406\u4f18\u5316\u65f6\uff0c\u5176ASIC\u7684\u5148\u53d1\u4f18\u52bf\u53ef\u80fd\u4f1a\u88ab\u8fc5\u901f\u8ffd\u5e73\u3002\u8fd9\u662f\u4e00\u4e2a\u5173\u4e8e\u201c\u901f\u5ea6\u201d\u4e0e\u201c\u5e7f\u5ea6\u201d\u7684\u8c6a\u8d4c\uff0c\u76ee\u524d\u770b\u6709\u60ca\u559c\uff0c\u4f46\u53d8\u6570\u6781\u5927\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\">General Compute<\/span>\n <\/div>\n<div class=\"comment-content\">GPUs are built for training, not inference. General Compute is an inference cloud running on ASICs \u2014 purpose-built alternatives to Nvidia silicon designed specifically for inference. We deliver 5x faster responses and higher per-user throughput for latency-sensitive workloads like coding and voice agents. Our OpenAI-compatible API means you swap your base URL, keep your existing workflows, and run real-time AI on infrastructure built for the job.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Jason, Co-founder & CTO of General Compute!<\/p>\n<\/p>\n<p><strong>The Problem<\/strong><\/p>\n<p>Agents are the most exciting thing happening in AI right now but the infra they run on was designed for chatbots, not autonomous workflows. When an agent has to make 20, 50, sometimes hundreds of sequential LLM calls to complete a task, <strong>latency compounds into a ceiling on what’s actually possible<\/strong>.<\/p>\n<\/p>\n<p>Most inference providers today hit you with one of two tradeoffs:<\/p>\n<ol>\n<li>\n<p>\u274c <strong>GPU-based stacks<\/strong> \u2013 Great for training, but memory-bandwidth bottlenecks mean your agent runs slowly (~120 tokens\/second)<\/p>\n<\/li>\n<li>\n<p>\u274c <strong>“Fast” inference with catches<\/strong> \u2013 Some providers deliver speed but lock you into small models, limited context windows, or pricing that breaks at agent-scale token volume. Speed without intelligence isn\u2019t worth the trade off.<\/p>\n<\/li>\n<\/ol>\n<p>After years building voice agents and real-time AI products ourselves, we got tired of waiting. So we built General Compute.<\/p>\n<\/p>\n<p><strong>How General Compute is Different \ud83d\ude80<\/strong><\/p>\n<\/p>\n<p>GC is an <strong>ASIC-first inference cloud<\/strong> built on multiple chips, including SambaNova. SN uses a 3 tier memory architecture and dataflow, which is a fancy way of saying \u201cIt\u2019s really fast cause we don\u2019t have the same bottlenecks\u201d.<\/p>\n<ul>\n<li>\n<p>\ud83d\udd39 <strong>Agent first (OpenClaw)<\/strong> \u2013 Agents can sign up on their own and manage their own API keys. OpenClaw can move its inference just by pointing it at our website.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd39 <strong>Built for agent workloads<\/strong> \u2013 Tuned for both coding agents and voice AI (TTFT), the things that matter when you’re chaining dozens of calls. Your agent finishes in seconds, not minutes.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd39 <strong>Speed without the tradeoffs<\/strong> \u2013 Frontier open models, full context windows, and pricing that actually works at production scale.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who is this for?<\/strong><\/p>\n<p>If you’re building AI agents, voice AI ,or even just using OpenClaw or OpenCode and want faster inference, then GC is built for you. Faster inference isn’t just a nice-to-have; it unlocks use cases that weren’t viable before.<\/p>\n<\/p>\n<p>\ud83d\udd17 <strong>Get started today<\/strong><\/p>\n<p>Sign up at <a href=\"https:\/\/generalcompute.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/generalcompute.com<\/a> and start running your workloads on ASICs today. We are offering $200 in free credit to anyone that signs up through the Product Hunt launch (up from the normal $5 in credit)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>40<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_levi_goodison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_levi_goodison<\/a> This is a really important layer to tackle agentic workflows completely change the economics and performance requirements of inference. Feels like the next big AI infra race won\u2019t just be smarter models, but systems optimized for long running autonomous execution. \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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jason_levi_goodison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_levi_goodison<\/a> I’m impressed by the throughput. Will you consider deploying QWEN speech-to-text models? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jason_levi_goodison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jason_levi_goodison<\/a> The latency point hits. People talk a lot about model quality, but for agents the waiting time stacks up fast. Curious which use case is pulling harder right now: coding agents, voice agents, or something 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>Congratulations to the launch. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@emma_watson21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emma_watson21<\/a> Thank 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>this is a very real agent infra problem. Chatbot latency is annoying, but agent latency compounds into a hard ceiling when workflows need dozens of sequential LLM calls. how General Compute balances raw speed with reasoning quality on longer agent workflows, especially when there is large context, tool use, retries, and coding tasks. Is the biggest gain in TTFT\/throughput, or do you also see better end-to-end task completion?<\/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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> Definitely e2e latency! We can get around 5x e2e latency speed up but more like ~2x TTFT speed 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>OpenClaw can sign itself up? That’s wild. Finally someone building for a world where agents run themselves. \ud83d\udc4f<\/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\/@timothy_oluwatipin2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timothy_oluwatipin2<\/a> Thank 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>Studied full stack development but never really got deep into the infrastructure side of things. Always assumed GPUs handled everything AI related. The idea that inference needs its own optimised hardware makes sense when you think about it. Congratulations on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sidraarifali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidraarifali<\/a> Thank 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>Congrats on the launch! Efficiently stashing heterogenous ASICs behind a homogeneous API is a challenging and exciting endeavor \ud83d\ude42 Especially curious about the technologies powering elastic scaling with request volume and bursts. Would love to see a characterization of that in maybe a future blog post as it would certainly be useful to many service designers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tejas_harith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tejas_harith<\/a> We’ll do a blog post about it at some point, and we’re always hiring smart people that find these kinds of endeavors 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ASIC angle is interesting, how does the model selection compare to GPU clouds? Are you running your own fine-tuned models or is it more about offering the same models (Llama, etc.) just with faster inference?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Models are limited right now since we are compute constrained. We’re just getting started and onboarding new racks as fast as we can get our hands on them. Expect all the big hitter OSS models 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\">You\u2019re pushing an ASIC-first stack (including SambaNova) while also offering \u201cbring your own model\u201d: what constraints does the hardware impose on model choice and deployment (architectures, context length, quantization, speculative decoding), and how do you decide what to optimize first for real-world agent traffic?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Bring your own model will be coming in a few weeks – unfortunately its harder on ASICs, but we’re quickly closing in on it<\/p>\n<\/p>\n<p>In terms of spec decoding, we actually see a larger improvement on ASICs than GPUs, which is a bit of a surprising discovery. Most of the “hacks” to make GPUs faster still make us faster (since we utilize HBM much better)<\/p>\n<p>The main limitation right now is that we are using SN40s for now and won’t have our SN50s online for a few months. SN50s will crush across all model context lengths, model types, speeds, … Keep an eye out for some announcements in the coming weeks showing how good they are! Like Cerebras but running large models with higher throughput<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Looks insane Jason! Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maltepruser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maltepruser<\/a> Thank 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>Curious, how accurate are the AI generated test cases currently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Big congrats on the launch!<\/p>\n<p>How about the time to set up? Is it able to run on CPU?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> It’s just an API! So you can run an HTTP request from a CPU \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 this is an OpenAI-compatible API. Being able to just swap the base URL and get ASIC-level inference speeds without rewriting workflows is huge. Great 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elene_tandashvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_tandashvili<\/a> Thank 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 ASIC-for-inference approach is clever. GPU memory bandwidth just isn’t optimized for inference memory access patterns. At RetainSure we’ve been routing latency-sensitive AI calls for customer success workflows, and 200ms vs 800ms response time matters a lot at scale. How do your ASICs handle KV cache eviction for long-context requests?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> Thanks! Lets discuss TTFT sometime – that craziest thing? We don’t have smart prompt caching or kv cache aware routing yet. And we’re already 5x faster. Prompt caching will be out in 1 month, and you’ll see our gap widen even more!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Do you guys plan on adding embedding models sometime in the future<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sanjay_goel6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanjay_goel6<\/a> We will have all of 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>PS Agent sign up is brilliant! I’m going to study 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robert_douglass\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robert_douglass<\/a> Appreciate it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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. Your onboarding workflow is great. I missed clear models and pricing information upfront, and when I got onboarded I saw that you offer three models at somewhat premium pricing.<\/p>\n<p>This leads me to my question: what is your value prop beyond latency? Because if you’re competing on price, OpenRouter is still going to get you.<\/p>\n<div>\n<table>\n<tbody>\n<tr>\n<th>\n<p><strong>Model<\/strong><\/p>\n<\/th>\n<th>\n<p><strong>Context<\/strong><\/p>\n<\/th>\n<th>\n<p><strong>Input \/ 1M<\/strong><\/p>\n<\/th>\n<th>\n<p><strong>Output \/ 1M<\/strong><\/p>\n<\/th>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/app.generalcompute.com\/_next\/image?url=%2Fmodels%2Fdeepseek.png&w=64&q=75\" alt=\"\" style=\"max-width: 100%\"><\/p>\n<p><strong>DeepSeek V3.2<\/strong><\/p>\n<p><strong>Reasoning<\/strong><\/p>\n<p>deepseek-v3.2<\/p>\n<\/td>\n<td>\n<p>32k<\/p>\n<\/td>\n<td>\n<p>$3.00<\/p>\n<\/td>\n<td>\n<p>$4.50<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/app.generalcompute.com\/_next\/image?url=%2Fmodels%2Fdeepseek.png&w=64&q=75\" alt=\"\" style=\"max-width: 100%\"><\/p>\n<p><strong>DeepSeek V3.1<\/strong><\/p>\n<p><strong>Reasoning<\/strong><\/p>\n<p>deepseek-v3.1<\/p>\n<\/td>\n<td>\n<p>128k<\/p>\n<\/td>\n<td>\n<p>$3.00<\/p>\n<\/td>\n<td>\n<p>$4.50<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td><img decoding=\"async\" src=\"https:\/\/app.generalcompute.com\/_next\/image?url=%2Fmodels%2Fminimax.png&w=64&q=75\" alt=\"\" style=\"max-width: 100%\"><\/p>\n<p><strong>MiniMax M2.7<\/strong><\/p>\n<p>minimax-m2.7<\/p>\n<\/td>\n<td>\n<p>160k<\/p>\n<\/td>\n<td>\n<p>$0.40<\/p>\n<\/td>\n<td>\n<p>$2.34<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n<div class=\"comment-actions\">\n<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>*latency and speed are apparently the value props?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">How are you managing the KV Cache effectively within this architecture?<\/div>\n<div class=\"comment-actions\">\n<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\/@davem_0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davem_0<\/a> We use SambaNova racks, and they have a 3 tier memory system + a dataflow architecture. Currently their codebase is closed source so I can’t share specifics \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DR7XDHFH7F2IGM\" class=\"app-title\">WordPress 7.0<\/a><\/p>\n<div class=\"one-liner\">Introducing AI tools, new admin experience & design controls<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">220<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WordPress 7.0\u5728\u7f51\u7ad9\u540e\u53f0\u7ba1\u7406\u4e2d\u5f15\u5165\u539f\u751fAI\u5de5\u5177\u4e0e\u5168\u65b0\u8bbe\u8ba1\u63a7\u4ef6\uff0c\u5e2e\u52a9\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u4f01\u4e1a\u4e3b\u548c\u5f00\u53d1\u8005\u964d\u4f4e\u8bbe\u8ba1\u95e8\u69db\uff0c\u63d0\u5347\u7f51\u7ad9\u642d\u5efa\u4e0e\u5b9a\u5236\u7684\u6548\u7387\u4e0e\u521b\u9020\u529b\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\/09ecc849-fb89-452f-b327-2e9da17a19dc.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\/3910425e-3252-457f-a4ed-ce4d53079d9b.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\/1870f1bf-8a47-4a8d-a91b-508c3de078ea.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\/57c94e55-8afe-400d-bb54-ede413209da4.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\/e7f99c84-2481-4cb8-885d-d80dec958964.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\/303d0bd3-d6d9-491f-b2b0-ca919ebab6c0.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_LhXqP9wrBM\"><source src=\"https:\/\/www.youtube.com\/watch?v=_LhXqP9wrBM\" 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\">WordPress<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">CMS<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5efa\u8bbe<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u533a\u5757\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u4e3b\u9898\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5b9a\u5236<\/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\u53efAI\u5de5\u5177\u548c\u53ef\u8bbf\u95ee\u6027\u63d0\u5347\u7684\u4eae\u70b9\uff1b\u6709\u8bc4\u8bba\u5173\u6ce8\u6027\u80fd\u4e0eSEO\u6539\u8fdb\uff0c\u6307\u51fa\u9875\u9762\u901f\u5ea6\u4ecd\u662f\u75db\u70b9\uff1b\u53e6\u6709\u4eba\u671f\u5f85\u63d2\u4ef6\u4e0e\u5f00\u53d1\u8005\u57fa\u4e8e\u6b64\u7248\u672c\u6784\u5efa\u66f4\u591a\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 WordPress 7.0\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u529f\u80fd\u66f4\u65b0\uff0c\u4e0d\u5982\u770b\u4f5c\u662f\u4e00\u6b21\u751f\u6001\u535a\u5f08\u7684\u5ba3\u793a\u3002\u5f53Wix\u3001Squarespace\u7b49\u5efa\u7ad9\u5e73\u53f0\u5927\u8086\u5ba3\u626cAI\u751f\u6210\u7f51\u7ad9\u65f6\uff0cWordPress\u7ec8\u4e8e\u5c06AI\u5de5\u5177\u7eb3\u5165\u6838\u5fc3\uff0c\u4f46\u8fd9\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u8865\u8bfe\u201d\u800c\u975e\u201c\u9886\u8dd1\u201d\u3002\u540d\u4e3a\u201cArmstrong\u201d\u76847.0\u7248\u672c\uff0c\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u51e0\u9879\u4e0eAI\u76f8\u5173\u7684\u8868\u5c42\u529f\u80fd\u2014\u2014\u4f8b\u5982\u5185\u5bb9\u751f\u6210\u6216\u5e03\u5c40\u63a8\u8350\u2014\u2014\u800c\u5728\u4e8e\u5b83\u4e3b\u52a8\u5b9a\u4e49\u4e86AI\u80fd\u529b\u5728\u5f00\u6e90CMS\u4e2d\u7684\u5e95\u5ea7\u3002\u8fd9\u610f\u5473\u7740\u672a\u6765\u63d2\u4ef6\u5f00\u53d1\u8005\u3001\u6258\u7ba1\u5546\u3001\u4ee3\u7406\u5546\u65e0\u9700\u5404\u81ea\u4e3a\u6218\u5730\u6574\u5408\u975e\u6807AI\u63a5\u53e3\uff0c\u800c\u662f\u53ef\u4ee5\u5728\u4e00\u4e2a\u7edf\u4e00\u6846\u67b6\u4e0b\u8fdb\u884c\u4e8c\u6b21\u521b\u65b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u4e0d\u80fd\u53ea\u770b\u5230\u6218\u7565\u5c42\u9762\u7684\u8fdc\u89c1\uff0c\u66f4\u8981\u8b66\u60d5\u4f53\u9a8c\u5c42\u9762\u7684\u843d\u5dee\u3002\u4ece\u7528\u6237\u53cd\u9988\u6765\u770b\uff0c\u5bf9\u9875\u9762\u901f\u5ea6\u548cSEO\u4f18\u5316\u7684\u547c\u58f0\u4f9d\u7136\u5f88\u9ad8\u3002WordPress\u957f\u671f\u4ee5\u6765\u4f9d\u8d56\u63d2\u4ef6\u751f\u6001\u89e3\u51b3\u6027\u80fd\u95ee\u9898\u7684\u6a21\u5f0f\uff0c\u5728AI\u5de5\u5177\u8fd0\u884c\u9700\u8981\u66f4\u591a\u7b97\u529b\u8d44\u6e90\u7684\u80cc\u666f\u4e0b\uff0c\u53ef\u80fd\u4f1a\u653e\u5927\u201c\u7cfb\u7edf\u81c3\u80bf\u201d\u7684\u8d1f\u9762\u4f53\u9a8c\u3002\u53e6\u5916\uff0cAI\u5de5\u5177\u7684\u5e95\u5ea7\u5316\uff0c\u4e5f\u610f\u5473\u7740\u82e5\u5b98\u65b9\u5bf9AI\u5185\u5bb9\u7684\u5408\u89c4\u6027\u3001\u7248\u6743\u5f52\u5c5e\u4e0d\u7ed9\u51fa\u660e\u786e\u6cbb\u7406\u65b9\u6848\uff0c\u5c06\u884d\u751f\u51fa\u66f4\u591a\u201c\u4f4e\u8d28AI\u5185\u5bb9\u519c\u573a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5f00\u53d1\u8005\u89d2\u5ea6\u770b\uff0c\u201c\u65b0\u7ba1\u7406\u540e\u53f0\u201d\u4e0e\u201c\u8bbe\u8ba1\u63a7\u4ef6\u201d\u7684\u6269\u5c55\u786e\u5b9e\u964d\u4f4e\u4e86\u5b9a\u5236\u95e8\u69db\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4f20\u7edf\u4e3b\u9898\u5f00\u53d1\u8005\u7684\u90e8\u5206\u6743\u529b\u4e0b\u653e\u7ed9\u666e\u901a\u7528\u6237\u3002\u8fd9\u5bf9\u5e73\u53f0\u6d3b\u8dc3\u5ea6\u662f\u5229\u662f\u5f0a\uff1f\u957f\u671f\u6765\u770b\uff0c\u4e13\u4e1a\u5f00\u53d1\u8005\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\u4f1a\u88ab\u524a\u5f31\uff0cWordPress\u793e\u533a\u7684\u804c\u4e1a\u7ed3\u6784\u53ef\u80fd\u9762\u4e34\u91cd\u6784\u30027.0\u662f\u4e00\u4e2a\u624e\u5b9e\u7684\u6218\u7565\u5e03\u5c40\uff0c\u4f46\u201c\u65b0\u7eaa\u5143\u201d\u7684\u5e8f\u5e55\u80fd\u5426\u62c9\u5f00\uff0c\u5173\u952e\u4e0d\u5728AI\uff0c\u800c\u5728\u4e8eWordPress\u80fd\u5426\u5148\u89e3\u51b3\u81ea\u5df1\u79ef\u91cd\u96be\u8fd4\u7684\u6548\u7387\u4e0e\u6cbb\u7406\u95ee\u9898\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\">WordPress 7.0<\/span>\n <\/div>\n<div class=\"comment-content\">WordPress 7.0 marks the start of a new era, laying the foundation for AI across the WordPress experience. Greeting you with a modern, more intuitive dashboard, 7.0 introduces enhanced customization and development tools that inspire creativity and tap into endless potential. Whether you\u2019re a creator, business owner or developer \u2013 WordPress 7.0 let\u2019s you create in a way that is uniquely your own.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>WordPress 7.0 is moving in the right direction. On behalf of the Tutor LMS & <a href=\"https:\/\/www.producthunt.com\/products\/kirki\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"kirki\" target=\"_blank\" rel=\"noopener\">@Kirki<\/a> team, I\u2019d like to wish continued success to WordPress and its future. Long live open source.<\/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=\"comment-item\">\n<div class=\"comment-content\">WordPress 7.0 \u201cArmstrong\u201d is here. \ud83c\udfb7<\/p>\n<p>This major release introduces foundational AI tools, a refreshed admin experience, expanded design controls, new blocks, and powerful developer APIs.<\/p>\n<p>Explore what\u2019s new, update when you\u2019re ready, and start building with WordPress 7.0 today.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big release! I pushed it across my sites and everything held up quite well, no issues. The high contrast pass is a real win for accessibility, I love it. The AI is the most interesting part. IMO, it is less about what shipped today and more about what plugin developers, hosts, and agencies will build on top of it. Congrats to the core team and everyone involved in the release – developers, testers, leads, docs, polyglots… I will miss someone but not intentional!<\/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>Running WordPress for my app’s website curious what the headline improvements are in 7.0 for site performance and SEO. The block editor has come a long way but page speed is still where I feel the most friction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 have been using WordPress lately strictly for practice and upskilling my design abilities. I normally visualize my layouts in Figma first, but seeing the new dashboard and expanded design controls in WP 7.0 makes me want to jump right into the builder.<\/p>\n<p>Having those AI tools integrated right into the core experience is going to be incredibly helpful for my learning process. I am really excited to test out the new blocks and see how far I can push the native customization. Congrats on the Armstrong release!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/D73YQTII2QST2Z\" class=\"app-title\">iPromise<\/a><\/p>\n<div class=\"one-liner\">Bring “Body Doubling” to your Mac notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">202<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>iPromise \u662f\u4e00\u6b3e\u5229\u7528 Mac \u5218\u6d77\u533a\u57df\u627f\u8f7d\u201cAI\u66ff\u8eab\u201d\u7684\u4e13\u6ce8\u5de5\u5177\uff0c\u65e8\u5728\u901a\u8fc7\u201c\u8eab\u4f53\u53cc\u4eba\u201d\uff08Body Doubling\uff09\u5fc3\u7406\u673a\u5236\uff0c\u4e3a\u7f3a\u4e4f\u5916\u90e8\u76d1\u7763\u7684\u8fdc\u7a0b\/\u72ec\u7acb\u5de5\u4f5c\u8005\u63d0\u4f9b\u6e29\u67d4\u7684\u95ee\u8d23\u4e0e\u63d0\u9192\uff0c\u89e3\u51b3\u81ea\u7531\u73af\u5883\u4e2d\u6781\u6613\u5206\u5fc3\u3001\u96be\u4ee5\u8fdb\u5165\u6df1\u5ea6\u5de5\u4f5c\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\/a2b0b79a-f103-41a2-a07f-bf32c156419c.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\/81968f3a-85c9-4a10-9dfd-ee77609c754c.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\/2e69f4fe-2cdd-4678-ba6e-0ab0410e4bd2.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\/88b9e573-6429-4a28-ae2f-1f424302b145.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\/e89adc7f-8dae-4cbc-8cd1-68ddf87d451b.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\/c4fd399e-81b5-4688-ad1e-b347d85bf051.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\/d4708792-9550-454e-8d3a-a1978632fccf.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_tn2-NK0f_s&t=7s\"><source src=\"https:\/\/www.youtube.com\/watch?v=_tn2-NK0f_s&t=7s\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e13\u6ce8\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u4f34\u4fa3<\/span><br \/>\n <span class=\"tag\">\u8eab\u4f53\u53cc\u4eba<\/span><br \/>\n <span class=\"tag\">\u5218\u6d77\u5c4f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5fc3\u7406\u5b66<\/span><br \/>\n <span class=\"tag\">\u5206\u5fc3\u5bf9\u6297<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1<\/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\u66ff\u8eab\u966a\u4f34\u201d\u6bd4\u4f20\u7edf\u9650\u5236\u7c7b\u5de5\u5177\u66f4\u4eba\u6027\u5316\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u7cbe\u51c6\u5224\u65ad\u201c\u771f\u5de5\u4f5c\u201d\u4e0e\u201c\u5047\u5206\u5fc3\u201d\uff08\u5982\u770b\u6280\u672f\u8d34\uff09\uff1fAI\u66ff\u8eab\u662f\u5426\u4f1a\u6210\u4e3a\u65b0\u5e72\u6270\uff1f\u9690\u79c1\u5b89\u5168\u6027\u5982\u4f55\u72ec\u7acb\u9a8c\u8bc1\uff1f\u65e0\u5218\u6d77\u5c4fMac\u7684\u9002\u914d\u65b9\u6848\uff1f\u4ee5\u53ca\u80fd\u5426\u81ea\u5b9a\u4e49\u66ff\u8eab\u7684\u8bed\u6c14\u3001\u97f3\u6548\u548c\u5173\u8054\u4e2a\u4eba\u65e5\u7a0b\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 iPromise \u654f\u9510\u5730\u6293\u4f4f\u4e86\u201c\u81ea\u7531\u5de5\u4f5c\u8005\u7684\u5b64\u72ec\u56f0\u5883\u201d\u8fd9\u4e00\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff0c\u7528\u201c\u8eab\u4f53\u53cc\u4eba\u201d\u8fd9\u4e2a\u5fc3\u7406\u5b66\u672f\u8bed\u5305\u88c5\u51fa\u7684\u4ea7\u54c1\u903b\u8f91\uff0c\u6bd4\u4f20\u7edf\u756a\u8304\u949f\u3001\u9501\u7f51\u5de5\u5177\u9ad8\u660e\u4e86\u4e00\u4e2a\u7ef4\u5ea6\u2014\u2014\u5b83\u4e0d\u5236\u9020\u5bf9\u6297\uff0c\u800c\u662f\u521b\u9020\u966a\u4f34\u3002\u5c06AI\u66ff\u8eab\u5b89\u653e\u5728Mac\u5218\u6d77\uff0c\u66f4\u662f\u7edd\u4f73\u7684UI\u521b\u65b0\uff0c\u5728\u89c6\u7ebf\u8fb9\u7f18\u63d0\u4f9b\u4f4e\u6210\u672c\u3001\u9ad8\u611f\u77e5\u5ea6\u7684\u5b58\u5728\u611f\uff0c\u51e0\u4e4e\u4e0d\u6d88\u8017\u5c4f\u5e55\u7a7a\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u6311\u6218\u5728\u4e8e\u5176\u6838\u5fc3\uff1a\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u201d\u7684\u51c6\u786e\u6027\u3002\u8bc4\u8bba\u4e2d\u5927\u91cf\u5173\u4e8e\u201c\u8bef\u5224\u201d\u7684\u62c5\u5fe7\u5e76\u975e\u65e0\u75c5\u547b\u541f\u3002\u5728\u4e00\u4e2a\u7a0b\u5e8f\u5458\u67e5\u770b\u6587\u6863\u3001\u8bbe\u8ba1\u5e08\u901bBehance\u3001\u4f5c\u5bb6\u9605\u8bfb\u7814\u7a76\u6750\u6599\u65f6\uff0c\u5de5\u5177\u5982\u4f55\u533a\u5206\u201c\u5de5\u4f5c\u201d\u548c\u201c\u6478\u9c7c\u201d\uff1f\u5982\u679c\u5224\u65ad\u673a\u5236\u9891\u7e41\u5931\u8bef\uff0cAI\u66ff\u8eab\u5c31\u4ece\u201c\u6e29\u67d4\u540c\u4f34\u201d\u964d\u7ea7\u4e3a\u201c\u70e6\u4eba\u9886\u5bfc\u201d\u3002\u76ee\u524d\u521b\u59cb\u4eba\u8868\u793a\u4f9d\u8d56\u7a97\u53e3\u6807\u9898\u7b49\u8868\u5c42\u4fe1\u53f7\uff0c\u8fd9\u8fdc\u8fdc\u4e0d\u591f\u3002\u60f3\u8981\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u8981\u4e48\u5f15\u5165\u590d\u6742\u7684\u672c\u5730\u6a21\u578b\u8fdb\u884c\u5185\u5bb9\u8bed\u4e49\u5206\u6790\uff08\u6210\u672c\u9ad8\u4e14\u9690\u79c1\u627f\u8bfa\u66f4\u91cd\uff09\uff0c\u8981\u4e48\u653e\u5f03\u201c\u667a\u80fd\u5316\u201d\u800c\u8f6c\u5411\u201c\u7528\u6237\u81ea\u5b9a\u89c4\u5219\u201d\uff08\u5982\u624b\u52a8\u6807\u8bb0\u201c\u8fd9\u662f\u5de5\u4f5c\u7a97\u53e3\u201d\uff09\uff0c\u540e\u8005\u867d\u7136\u7b28\u62d9\u4f46\u66f4\u53ef\u9760\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u521b\u59cb\u4eba\u5f3a\u8c03\u201c\u514d\u8d39\u201d\u3001\u201c\u672a\u5b9a\u5546\u4e1a\u6a21\u5f0f\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8fd9\u80fd\u8fc5\u901f\u79ef\u7d2f\u79cd\u5b50\u7528\u6237\uff0c\u4f46\u4e5f\u4e3a\u4ea7\u54c1\u7684\u957f\u671f\u5b58\u5728\u6027\u6253\u4e0a\u95ee\u53f7\u3002\u4e00\u65e6\u8003\u8651\u6536\u8d39\uff0c\u8fd9\u79cd\u201c\u60c5\u611f\u966a\u4f34\u578b\u5de5\u5177\u201d\u7684\u4ed8\u8d39\u610f\u613f\u5f80\u5f80\u4e0d\u5982\u786c\u6838\u6548\u7387\u5de5\u5177\u3002\u5e76\u4e14\uff0c\u4e00\u4e2a\u5e95\u5c42\u903b\u8f91\u5c1a\u672a\u89e3\u51b3\uff1a\u5355\u4ebaAI\u66ff\u8eab\u5982\u4f55\u8fd8\u539f\u591a\u4eba\u865a\u62df\u81ea\u4e60\u5ba4\u7684\u201c\u793e\u4f1a\u4e34\u573a\u611f\u201d\u4e0e\u201c\u4e92\u60e0\u76d1\u7763\u201d\uff1f\u7f3a\u5c11\u4e86\u771f\u5b9e\u4ed6\u4eba\u7684\u538b\u529b\uff0cAI\u7684\u201c\u6e29\u67d4\u63d0\u9192\u201d\u5bf9\u4e8e\u91cd\u5ea6\u62d6\u5ef6\u75c7\u60a3\u8005\uff0c\u53ef\u80fd\u5f88\u5feb\u5c31\u4f1a\u6ca6\u4e3a\u80cc\u666f\u566a\u58f0\u3002\n <\/p>\n<p class=\"ai-content\">\n iPromise \u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u521b\u610f\u539f\u578b\uff0c\u4f46\u5b83\u6210\u529f\u7684\u5173\u952e\u4e0d\u5728\u4e8e\u201c\u5218\u6d77\u7684\u597d\u521b\u610f\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u7cbe\u51c6\u5224\u65ad\u201d\u548c\u201c\u9690\u79c1\u5b89\u5168\u201d\u4e4b\u95f4\u5efa\u7acb\u771f\u6b63\u7684\u6280\u672f\u58c1\u5792\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e0b\u4e00\u4e2a\u88ab\u65b0\u9c9c\u611f\u8fc5\u901f\u6d88\u8017\u7684\u53ef\u7231\u5de5\u5177\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\">iPromise<\/span>\n <\/div>\n<div class=\"comment-content\">Freedom kills focus. iPromise is a new deep work protocol built on the principle of Body Doubling, the idea that having a “witness” boosts accountability. \/\/ Your AI Buddy lives elegantly in your Mac notch. It understands your active window\u2019s context. When you drift into distractions, it gently nudges you back. \/\/ Make a promise. Your buddy helps you keep it.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi I\u2019m Todd, some of you might know me or my team from Cubox, our tool for managing digital knowledge and reading.<\/p>\n<p>Over the years of building efficiency tools, I ran into a deeply personal problem that no reading or note-taking app could fix: The ultimate freedom of working on a Mac was secretly destroying my focus.<\/p>\n<p>Without a boss or an office setting, the temptation to “just check one notification” was constant. Willpower alone was a losing battle. I noticed that I always focused best in bustling coffee shops or libraries, anywhere with a “presence.” That led me to dive into the psychological concept of Body Doubling \u2014 the proven idea that having a “witness” to your work drastically reduces procrastination.<\/p>\n<p>I built iPromise to digitize that exact energy and bring it straight to your Mac screen.<\/p>\n<p>Why iPromise is different:<\/p>\n<p>The “Witness” Protocol: You commit to one single, hard task. Your AI Focus Buddy, living elegantly in your Mac notch, becomes your companion and keeps you accountable.<\/p>\n<p>Context-Aware, Not an Intrusive Monitor: It doesn’t just run a timer. It understands the context of your active window and knows if you’re actually building or getting lost in a thread.<\/p>\n<p>Privacy-First: Like with Cubox, I care deeply about data privacy. Your screen data never sends to us.<\/p>\n<p>iPromise is currently completely free. I haven’t even figured out a pricing model yet because my main goal right now is to perfect the core experience and build it alongside this community.<\/p>\n<p>I\u2019d love to hear your thoughts, feedback, or any feature requests. What\u2019s the biggest distraction you fight on your Mac every day?<\/p>\n<p>Let’s stop working alone, and start making promises.<\/p>\n<p>Stay focused!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@todd_j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@todd_j<\/a> Congrats on the launch! The \u201cmake a promise, then keep it\u201d framing is really strong, much more human than a typical time tracker. Love the idea of bringing body doubling into the Mac notch. Curious how you keep the nudges helpful without making the buddy feel like another distraction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@todd_j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@todd_j<\/a> Congrats on the launch. Most productivity tools try to solve distraction through restriction:<br \/>block apps, mute notifications, lock websites. But your approach seems behavioral rather than punitive. The part I\u2019m curious about is the \u201ccontext-aware\u201d layer. How are you determining whether someone is genuinely working vs. simply staying inside the \u201ccorrect\u201d window?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Great idea! as someone with ADHD I’ve been trying to build myself an interstitial journal, the body doubling via the notch is a great idea. Downloaded and excited to try this \ud83d\ude42<\/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\/@raunaqvaisoha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunaqvaisoha<\/a> \u201cinterstitial journal\u201d is an interesting describe. I\u2019ve always hoped iPromise could be especially helpful for people who share some of these ADHD-like traits. \ud83d\udc4f<\/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>distraction usually starts as a tiny \u201cjust one notification\u201d moment and then quietly breaks the whole flow.<\/p>\n<p>I like the body-doubling\/witness angle because it feels more human than another blocker.how iPromise knows when to intervene versus stay quiet. Does it learn each user\u2019s work patterns over time, or does the user define what \u201cfocused\u201d means for each promise?<\/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\/@harshalvc_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshalvc_ai<\/a> Exactly, a lot of distraction usually starts with a tiny \u201cjust one second\u201d moment, then the whole context quietly slips away. And yes, we\u2019ve been thinking a lot about the difference between \u201cblocking\u201d and \u201ccompanionship.\u201d The goal is more like a gentle witness that helps bring you back.<\/p>\n<\/p>\n<p>Right now, the focus judgment is a combination: the current promise\/task you defined, and contextual signals like apps, window titles, window content etc.<\/p>\n<\/p>\n<p>We plan to gradually add: user-defined rules and customization, feedback signals (so users can correct or reinforce judgments, and longer-term learning from patterns and session 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The trust killer for this kind of tool is the first false positive I guess? Buddy nudges me while I’m actually deep on something that just looks like drift (HN thread that’s real research, Twitter that’s competitor recon). How does the current heuristic handle ‘looks like distraction, is the work’? By all means, good launch great work!<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> I think that\u2019s a very fair concern. We’ve tested over 100 cases, but still thinking, giving users some control is really important, we don\u2019t think a fully AI-driven definition can fit everyone perfectly. Different kinds of work can look very similar on the surface, so part of the direction is letting the system gradually adapt with feedback and personalization over time.<\/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>Body doubling is underrated for solo devs working alone means no ambient accountability. Curious how the AI version compares to actual co-working sessions. Does it react to what you’re doing or mostly just stay present?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 notch as a surface for ambient companions is a genuinely good call \u2014 it’s one of the few places on the Mac where a glanceable element doesn’t feel like it’s stealing real estate. Quick question: is the “buddy” reacting to anything (active window, time in app), or is it purely a timer\/animation? I’m trying to figure out whether this works for me as a vibes nudge vs. an actual focus signal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>as a fellow mac indie \u2014 curious how you handle the notch UI on non-notch macs (external display, MBA M1)? does it gracefully fall back to menubar, or hide entirely?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love all the animal avatars! The design is super neat. Is it possible to adjust the “tone” of your buddy? For example, I personally would find it more intriguing if it was very blunt and sassy to me when I get distracted, rather than giving a polite, long paragraph…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Hey Todd! As great as this is – it poses a serious privacy\/security threat. E.g. I read “Your screen data never sends to us”, but how do you independently ensure this to users? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>lovely, cant wait to give this a go. how are you handing the screen context, is it local? the better question would be if it’s a one time payment or a subscription?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>hey todd! this is right up my street \ud83d\ude42 body-doubling shrunk to the notch, smart! the hard part is presence without surveillance. does it sit there as an awareness signal, or does it actively nudge when focus drops? and how do you draw the line. congrats on your launch, and good luck 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<div class=\"comment-item\">\n<div class=\"comment-content\">Does it also support personal daily promises\/tasks?<\/p>\n<p>Asking for a friend \ud83d\ude05<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myrto_skourletou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myrto_skourletou<\/a> Thanks for asking \ud83d\ude05 That\u2019s actually a really interesting direction we\u2019ve been thinking about too. I think personal daily promises could become much more meaningful alongside iPhone support in the future. Either way, we definitely hope iPromise will eventually grow into a cross-device experience, with Mac and iPhone working together naturally.<\/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! Personally, my biggest distraction is basically a “quick check” loophole. I’d open a new tab to look up one piece of documentation and end up in a completely different rabbit hole. <br \/>Quick question about the ambient sound: Will we be able to import or bring our own custom soundtracks or background audio loops or do you have\/are you planning an integration with external players like Spotify or Apple Music?<\/p>\n<h3><\/h3>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks for sharing. For now we\u2019re staying very focused on improving the core focus experience first. Interestingly, we\u2019ve heard very similar requests from <a href=\"https:\/\/www.producthunt.com\/products\/focast\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"focast\" target=\"_blank\" rel=\"noopener\">@Focast<\/a> users too, so it\u2019s definitely something we\u2019re paying more attention to 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! As someone who’s sat in virtual study rooms this is intriguing, also an awesome name \ud83d\ude42 I guess one thing I got from people-populated study rooms was the feeling of reciprocity (the other people there also doing their own work) rather than surveillance. Curious what it will feel like to not have that, will take this for a spin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ferdi_sigona\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ferdi_sigona<\/a> Thank you! And yes, that distinction is really important to us too. I don\u2019t think AI can fully replace the reciprocity of real humans working together, but maybe it can still help create a gentler sense of presence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Good job with the copywriting for the name of the product \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you. I\u2019ve always loved that sense of emotional connection 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">looks like a promising app! makes a lot of sense and for someone like myself who uses body doubling services often, i\u2019m keen to give this a go! <\/p>\n<p>seems strange thought that the latest supported openai model is 5.2, given how much of an improvement overall 5.5 is. any plans to update the models available?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_sardo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_sardo<\/a> Thanks! Really glad the concept resonates with you. For the AI models, we\u2019re currently balancing capability, stability, and cost efficiency, so we started by supporting a smaller curated set first. We definitely plan to gradually open up more model options recently, including custom\/OpenAI-compatible providers as 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<\/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\/CAWHP3ZT3TUW2Y\" class=\"app-title\">Auto Posts<\/a><\/p>\n<div class=\"one-liner\">Schedule social post, Telegram messages + more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">165<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Auto Posts\u662f\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u8c03\u5ea6\u5de5\u5177\uff0c\u5e2e\u52a9\u5c0f\u578b\u56e2\u961f\u548c\u4e2a\u4f53\u521b\u4e1a\u8005\u5728\u4e00\u4e2a\u4eea\u8868\u76d8\u4e2d\u8de8\u5e73\u53f0\uff08Facebook\u3001Instagram\u3001X\u3001LinkedIn\u3001Pinterest\u3001Telegram\u7b49\uff09\u89c4\u5212\u3001\u8c03\u5ea6\u5e76\u81ea\u52a8\u53d1\u5e03\u5185\u5bb9\uff0c\u89e3\u51b3\u624b\u52a8\u591a\u5e73\u53f0\u53d1\u5e16\u7684\u65f6\u95f4\u6d6a\u8d39\u4e0e\u6548\u7387\u4f4e\u4e0b\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\/ec549cc0-3ec3-410f-b51e-58511208f633.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\/9c9e2c1c-468e-4e1f-938a-50508183adb9.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\/e42f3de9-6a3a-421e-b2a4-9185bede1aae.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\/69c9df83-9ed0-4101-b3cf-c65323a456c5.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u5c0f\u578b\u56e2\u961f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7SaaS<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">Telegram\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">Product Hunt\u65b0\u54c1<\/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\u70b9\u96c6\u4e2d\u5728\u4e0e\u7ade\u54c1\u7684\u5dee\u5f02\u5316\uff08\u5982Post-Bridge\uff09\u3001\u662f\u5426\u652f\u6301AI\u5185\u5bb9\u751f\u6210\u3001\u8de8\u5e73\u53f0\u5185\u5bb9\u9002\u914d\uff08\u5355\u6b21\u53d1\u5e03\u7edf\u4e00\u6587\u6848\u95ee\u9898\uff09\u3001API\u67b6\u6784\u7075\u6d3b\u6027\uff08\u4ee5\u5e94\u5bf9\u5e73\u53f0\u63a5\u53e3\u53d8\u52a8\uff09\u3001\u4ee5\u53ca\u4eceBuffer\/Hootsuite\u7b49\u5de5\u5177\u5207\u6362\u7684\u539f\u56e0\uff08\u4ef7\u683c\u4e0e\u590d\u6742\u6027\uff09\u3002\u5efa\u8bae\u52a0\u5f3a\u8de8\u5e73\u53f0\u5bf9\u6bd4\u5206\u6790\u529f\u80fd\uff0c\u5e76\u660e\u786e\u662f\u5426\u63d0\u4f9bAPI\u8c03\u7528\u548c\u514d\u8d39\u5c42\u7ea7\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 Auto Posts\u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u786c\u571f\u521b\u4e1a\u201d\u4ea7\u7269\u2014\u2014\u4ece\u6536\u8d2d\u4e00\u4e2a\u8d77\u8d77\u843d\u843d\u7684\u8001\u5e94\u7528\uff08Pursocial\uff09\u91cd\u5199\u4ee3\u7801\u540e\u91cd\u751f\uff0c\u56e2\u961f\u5766\u8bda\u5730\u627f\u8ba4\u81ea\u5df1\u6253\u4e0d\u8fc7Hootsuite\u7b49\u5de8\u5934\uff0c\u4e8e\u662f\u9009\u62e9\u670d\u52a1\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u7fa4\u4f53\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u5728\u903b\u8f91\u4e0a\u6210\u7acb\uff0c\u4f46\u5fc5\u987b\u9762\u5bf9\u4e00\u4e2a\u6b8b\u9177\u73b0\u5b9e\uff1a\u793e\u4ea4\u8c03\u5ea6\u5de5\u5177\u5e02\u573a\u5df2\u662f\u7ea2\u6d77\u4e2d\u7684\u575f\u573a\u3002\u7528\u6237\u8bc4\u8bba\u91cc\u63d0\u5230\u7684\u201cContent creation\u201d\u548c\u201cper-channel variations\u201d\u624d\u662f\u771f\u6b63\u7684\u75db\u70b9\uff0c\u800cAuto Posts\u76ee\u524d\u53ea\u662f\u628a\u6700\u57fa\u672c\u7684\u591a\u5e73\u53f0\u5b9a\u65f6\u53d1\u5e03\u505a\u51fa\u6765\u4e86\uff0cAI\u5199\u7a3f\u3001\u6587\u6848\u9002\u914d\u3001\u6df1\u5ea6\u5206\u6790\u7b49\u91cd\u8981\u80fd\u529b\u5c1a\u672a\u6210\u578b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u56e2\u961f\u56de\u590d\u4e2d\u63d0\u5230\u201c\u5feb\u901f\u8fed\u4ee3\u3001\u503e\u542c\u7528\u6237\u201d\uff0c\u4f46API\u63a5\u53e3\u9891\u7e41\u53d8\u66f4\u662f\u6240\u6709\u7b2c\u4e09\u65b9\u8c03\u5ea6\u7684\u963f\u514b\u7409\u65af\u4e4b\u8e35\u3002\u4ed6\u4eec\u901a\u8fc7Node.js\u91cd\u5199\u540e\u80fd\u5426\u6bd4\u7ade\u54c1\u66f4\u5feb\u9002\u914dX\uff08\u539fTwitter\uff09\u6216Instagram\u7684API\u53d8\u52a8\uff1f\u8fd9\u5c1a\u672a\u7ecf\u8fc7\u5e02\u573a\u68c0\u9a8c\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u7528\u6237\u589e\u957f\u548c\u7559\u5b58\u9700\u8981\u9760\u201c\u4e0d\u53ef\u66ff\u4ee3\u6027\u201d\uff0c\u800c\u76ee\u524dAuto Posts\u7684\u529f\u80fd\u96c6\u53ea\u662f\u628a\u4f01\u4e1a\u5de8\u5934\u4eec\uff08\u5982Sprout Social\u3001Later\uff09\u7684\u5f03\u7528\u529f\u80fd\uff08\u57fa\u7840\u8c03\u5ea6\u3001\u7b80\u5355\u6bd4\u6570\uff09\u642c\u4e86\u8fc7\u6765\uff0c\u7f3a\u4e4f\u72ec\u521b\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u76ee\u524d\u6700\u5927\u7684\u4f18\u52bf\u662f\u4ef7\u683c\uff08\u9996\u5e7450% off\uff09\u548c\u4e0d\u8d77\u773c\u7684\u201cTelegram\u652f\u6301\u201d\u8fd9\u79cd\u5730\u57df\u5316\u5dee\u5f02\u70b9\uff0c\u4f46\u8fd9\u5f88\u96be\u6491\u8d77\u957f\u671f\u62a4\u57ce\u6cb3\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u5b8c\u6210\u4e24\u4e2a\u5173\u952e\u52a8\u4f5c\uff1a1\uff09\u7528\u4f4e\u6210\u672cAI\u5305\u88c5\u4e00\u4e2a\u201c\u5185\u5bb9\u9002\u914d\u5f15\u64ce\u201d\uff0c\u5b9e\u73b0\u4e00\u6761\u6587\u6848\u5728\u4e0d\u540c\u5e73\u53f0\u81ea\u52a8\u8c03\u6574\u7ed3\u6784\u548c\u8bed\u8c03\uff1b2\uff09\u5c06\u201c\u7b80\u5355\u8c03\u5ea6\u201d\u5411\u201c\u81ea\u52a8\u5316\u8425\u9500\u201d\u8f6c\u5316\uff0c\u6bd4\u5982\u7ed3\u5408\u7528\u6237\u4e8b\u4ef6\u89e6\u53d1\u53d1\u5e03\u52a8\u4f5c\u3002\u5426\u5219\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u50cf\u8bd5\u7528Buffer\u4e00\u6837\uff0c\u8bd5\u7528\u5b8c\u6253\u6298\u671f\u5c31\u6d41\u5931\u5230\u4e0b\u4e00\u4e2a\u66f4\u4fbf\u5b9c\u7684\u66ff\u4ee3\u54c1\u3002\u5173\u6ce8\u201c\u6267\u884c\u901f\u5ea6\u201d\u662f\u597d\u7684\uff0c\u4f46\u5c0f\u56e2\u961f\u552f\u4e00\u7684\u751f\u5b58\u7b56\u7565\u662f\u7528\u65f6\u95f4\u6362\u53d6\u529f\u80fd\u6df1\u5ea6\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u5728\u5e7f\u5ea6\u4e0a\u6a21\u4eff\u5927\u5382\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\">Auto Posts<\/span>\n <\/div>\n<div class=\"comment-content\">Stop wasting your time manually posting on every social platform. Plan your content and schedule posts across all platforms from one simple dashboard. Focus on building your business, not your content calendar. AutoPost helps you schedule smarter, post automatically, and reclaim your time. Because your business needs you, your socials don\u2019t.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt,<\/p>\n<p>As bootstrapped founders, we purchased pursocial.com about a year ago and rewrote the whole app in Node.js because our tech team’s primary coding stack is Node.js. Today we are launching it as AutoPosts. <\/p>\n<p>We kept all the cool and essential features from the old app, improved the UX\/UI and refreshed the entire design. <\/p>\n<p>We are super excited to launch it today. The app was making ~$500-$600 when we bought it and we know this is a crowded space. What makes us different from bigger players is that we move fast, listen to user feedback and can quickly improve or add new features while keeping affordable pricing. Most of the big players in the market are focused on enterprise customers because they need to keep growing at scale. We are here to serve smaller teams and businesses like ours. <\/p>\n<p>With AutoPosts, you can schedule posts across Facebook, Instagram, X, LinkedIn, Pinterest, Telegram and more. We are currently working on adding other social media platforms, so you can save time manually posting content and focus more on your business. <\/p>\n<p>As part of our Product Hunt launch, we are giving away 50% off forever to all users. The code is PH50 which can be applied at checkout. This offer expires in 7 days. <\/p>\n<p>If you have any questions or feedback, we’d love to hear them. Thank you for your support \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rashid_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rashid_khasanov<\/a> Congrats on the launch. Most social scheduling tools eventually become \u201call-in-one dashboards\u201d that optimize for enterprise workflows, which often makes the actual posting experience slower and more complicated for smaller teams. Since you rebuilt AutoPosts in Node.js and positioned it around moving fast on user feedback, I\u2019m curious about the technical side of that advantage:<\/p>\n<\/p>\n<p>How are you thinking about building a flexible architecture for constantly changing social platform APIs (especially X, LinkedIn, and Instagram) while still keeping the product lightweight and affordable for SMBs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Scheduling is solved by a lot of tools already, now what makes the analytics side actually useful here? Like, does it help you understand <em>why<\/em> something performed well, or is it mostly just tracking numbers you could see natively on each platform?<\/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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Yes I agree! <\/p>\n<p>The goal is not only showing raw numbers you already see natively, but helping you compare performance across platforms in one place. This should give you an idea to spot patterns without jumping between dashboards. <\/p>\n<p>For example, you can compare engagements, follower gained\/lost, reach, likes across different dates and platforms which helps you understand what’s working well for your brand and what’s not. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Same question here. Aggregating numbers you can already see natively on each platform isn’t enough. What does AutoPosts show you that the platforms themselves don’t? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Looks cool, does it also help write the content of posts?<\/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\">@louislecat thank you Louis!<\/p>\n<p>Not yet, but it\u2019s definitely something we are considering adding in the future.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I think your biggest competitor would<br \/>\nBe post-bridge, as the biggest hootsuite indie alternative that comes to mind. How do you plan on penetrating their moat?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Managing social posting as a solo dev is always the first thing that slips. Does it generate the content too or just schedule what you give it? The content creation part is where most of my time goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Useful launch for teams that need recurring distribution across social and Telegram. The hard part for campaign workflows is keeping the same message adapted per channel instead of blasting identical copy everywhere. Do you support per-channel variations from one campaign brief?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Useful launch for teams that need recurring distribution across social and Telegram. The hard part for campaign workflows is keeping the same message adapted per channel instead of blasting identical copy everywhere. Do you support per-channel variations from one campaign brief, or is the workflow mainly scheduling separate posts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 is a smart problem to solve right now. Especially with how fast Al tooling is moving.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Does this tool accept calls from my server for like fully automatic posting<br \/>\nAnd is their a free tier<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! We’re covering a similar problem with Worvi \u2014 automating WhatsApp Business conversations for small businesses. The multi-channel angle is key, most solopreneurs are drowning in managing DMs across platforms manually. Does Auto Posts handle WhatsApp or just Twitter\/LinkedIn\/Telegram 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<div class=\"comment-item\">\n<div class=\"comment-content\">When someone is coming from Buffer or Hootsuite, what\u2019s the most common breaking point that triggers the switch to AutoPosts, and what does the fastest \u201ctime-to-first-value\u201d onboarding path look like for them (accounts \u2192 first scheduled batch \u2192 automation)?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Good questions! The biggest breaking points are pricing, complexity and feature overload. Most small companies\/brands don’t need enterprise level dashboard with hundreds of features in it. <\/p>\n<p>Fastest onboarding path on Autoposts:<\/p>\n<p>1. Connect your social accounts<br \/>2. Create or import posts<br \/>3. Schedule them<br \/>4. Let the Autopost handle the publishing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 know how this compares against traditional QA workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> I am sorry but by QA, do you mean Quality Assurance?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 seeing a tool built specifically with smaller teams in mind! Having Telegram and Pinterest included alongside the usual platforms is a huge plus. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@elene_tandashvili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elene_tandashvili<\/a> This tool was tailored to russian speaking countries when it was initially built and that’s why we have Telegram there. Thanks for your support Elene!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>great job guys!! I have one question – do we also get this comparative analysis on how an individual post doing on different social media platform? Maybe a post doing well on Insta but not well on X? does this kind of data available?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ashishkingdom\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashishkingdom<\/a> Thanks Ashish! <\/p>\n<p>Doing comparative analysis of why a certain post performed better on X versus LinkedIn depends on many factors and algorithm logic of those platforms. It’s actually a pretty hard problem to solve imo. <\/p>\n<p>You can compare how your posts performed in terms of engagement, average reach, subscribers gained, comments and likes by choosing different date ranges and we do have this functionality built into the 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>Looks cool, So will it post on all socials automatically by creating different set of creatives and posting them all over Insta,Fb pages,Linkedin Pages and X<br \/>also does it require any confirmation to post on my behalf regularly.<br \/>one confusion as your product says “Plan your content and schedule posts across all platforms” if so what difference it makes since mostly all platforms provide with content planning and future schedule options<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jai_jha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jai_jha<\/a> Thanks Jai!<\/p>\n<p>Right now, you can schedule and publish posts across different platforms from one dashboard instead of managing each platform separately. You can post to Instagram, FB, LinkedIn, X\/Twitter and others at the same time.<\/p>\n<p>It doesn’t automatically create different creatives for every platform – we will consider building this feature down the road. <\/p>\n<p>Right now the main difference from other big players is that we don’t overload users with tons of features they don’t need, our pricing is affordable, and we focus on basics like scheduling, automations and multi-platform posting from one simple dashboard.<\/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\">Interesting approach. Congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<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\">@farbodsaraf appreciate your support\ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/EYUAX2RLAQKR4Q\" class=\"app-title\">Prosed<\/a><\/p>\n<div class=\"one-liner\">Go from newsletters & podcasts to published manuscript<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Prosed\u901a\u8fc7\u5206\u6790\u521b\u4f5c\u8005\u5df2\u6709\u7684Newsletter\u3001\u64ad\u5ba2\u3001\u793e\u4ea4\u5a92\u4f53\u7b49\u5185\u5bb9\uff0c\u5c06\u5176\u81ea\u52a8\u6574\u7406\u6210\u4fdd\u7559\u4e2a\u4eba\u8bed\u6c14\u7684\u5b8c\u6574\u4e66\u7a3f\uff0c\u89e3\u51b3\u201c\u5185\u5bb9\u6563\u843d\u5404\u5904\uff0c\u6ca1\u65f6\u95f4\u6574\u5408\u6210\u4e66\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\/32464592-119d-42b5-a2bf-df6c12cc1d4d.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\/4ca34f38-102f-4f8c-99fe-a1b03bfc7d78.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\/afca376d-2b67-4969-942a-416a646537ae.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\/a7e7f4e6-005e-40e0-b5d6-f3b1a2425422.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\/c16ba4ec-8e9d-44f3-a899-2784af26c70d.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\/37b58746-434e-477e-9fe9-56364b7cb03c.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\/d03265ab-b275-45c1-bbe9-fd2082508e75.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\/708be59f-1cd4-4dcb-aef5-6664529ac1f0.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\/9bc0f768-2a0f-4afc-b358-dc07af0856b2.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\/ac2628f8-ca3d-46e8-a8ac-2d05741f0b06.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J1exQEDAkE0\"><source src=\"https:\/\/youtu.be\/J1exQEDAkE0\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Books<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e66\u7c4d\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6574\u5408<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u975e\u865a\u6784\u51fa\u7248<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u51fa\u7248\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u624b\u7a3f<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\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\u80af\u5b9a\u4ea7\u54c1\u5b9a\u4f4d\uff0c\u4f46\u5173\u5fc3\uff1a\u2460\u4ec5\u9650\u975e\u865a\u6784\uff0c\u65e0\u6cd5\u5199\u79d1\u5e7b\uff1b\u2461\u8f93\u5165\u8d28\u91cf\u4f9d\u8d56\u957f\u6587\uff08Newsletter\u6700\u4f73\uff09\uff0c\u788e\u7247\u5316\u5185\u5bb9\u6548\u679c\u5dee\uff1b\u2462\u9700\u660e\u786e\u6807\u6ce8\u201cAI\u751f\u6210\u7684\u8fde\u63a5\u90e8\u5206\u201d\u4e0e\u201c\u7528\u6237\u539f\u59cb\u5185\u5bb9\u201d\u7684\u754c\u9650\uff1b\u2463\u8bdd\u9898\u5206\u6563\u65f6\u4ea7\u54c1\u4f1a\u5931\u6548\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 Prosed\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u72ed\u7a84\u7684\u75db\u70b9\uff1a\u8d44\u6df1\u5185\u5bb9\u521b\u4f5c\u8005\u201c\u6709\u6599\u4f46\u6ca1\u7a7a\u6574\u7406\u201d\u7684\u51fa\u7248\u7126\u8651\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201cAI\u5199\u4f5c\u201d\uff0c\u800c\u662f\u201cAI\u6c47\u7f16\u201d\u2014\u2014\u4e0d\u751f\u6210\u65b0\u89c2\u70b9\uff0c\u53ea\u505a\u7ed3\u6784\u5316\u548c\u8bed\u6c14\u4fdd\u7559\u3002\u8fd9\u5de7\u5999\u907f\u5f00\u4e86\u5f53\u524dAI\u5199\u4f5c\u201c\u5473\u540c\u56bc\u8721\u201d\u7684\u4fe1\u4efb\u5371\u673a\uff0c\u4e5f\u7b26\u5408\u521b\u4f5c\u8005\u5bf9\u201c\u4e2a\u4eba\u54c1\u724c\u4e00\u81f4\u6027\u201d\u7684\u6267\u5ff5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u7b2c\u4e00\uff0c\u4ea7\u54c1\u5bf9\u8f93\u5165\u8d28\u91cf\u8981\u6c42\u6781\u9ad8\uff0c30-50\u7bc7\u540c\u4e3b\u9898\u957f\u6587\u662f\u95e8\u69db\uff0c\u8fd9\u6ce8\u5b9a\u5b83\u53ea\u670d\u52a1\u6781\u5c11\u6570\u5df2\u6709\u5927\u91cf\u6c89\u6dc0\u7684\u4e13\u4e1a\u4eba\u58eb\uff08\u5982\u535a\u4e3b\u3001\u8bb2\u5e08\u3001\u54a8\u8be2\u987e\u95ee\uff09\uff0c\u800c\u975e\u5927\u4f17\u3002\u7b2c\u4e8c\uff0c\u201c\u4fdd\u7559\u8bed\u6c14\u201d\u5728\u957f\u6587\u672c\u4e2d\u6781\u6613\u9000\u5316\u4e3a\u201c\u8868\u9762\u6a21\u4eff\u201d\uff0c\u82e5\u7f3a\u4e4f\u4e25\u683c\u7684\u6765\u6e90\u6eaf\u6e90\u673a\u5236\uff08\u5982\u7528\u6237\u53cd\u9988\u7684\u201c\u6765\u6e90-\u7ae0\u8282\u5730\u56fe\u201d\uff09\uff0c\u6700\u7ec8\u7a3f\u4ecd\u53ef\u80fd\u88ab\u8bc6\u7834\u4e3a\u201cAI\u6da6\u8272\u7248\u201d\uff0c\u53cd\u800c\u4f24\u5bb3\u521b\u4f5c\u8005\u53e3\u7891\u3002\u7b2c\u4e09\uff0c\u5b9a\u4ef7\u7b56\u7565\uff08$47\u9501\u4ef7\uff09\u5728\u65e9\u671f\u53ef\u4ee5\u5438\u5f15KOL\uff0c\u4f46\u82e5\u540e\u7eed\u65e0\u6cd5\u8bc1\u660e\u80fd\u663e\u8457\u63d0\u5347\u51fa\u7248\u6548\u7387\uff08\u5982\u4ece6\u4e2a\u6708\u538b\u7f29\u52302\u5468\uff09\uff0c\u590d\u8d2d\u4e0e\u573a\u666f\u6269\u5c55\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cProsed\u5356\u7684\u4e0d\u662f\u5de5\u5177\uff0c\u800c\u662f\u201c\u8ba9\u521b\u4f5c\u8005\u6709\u672c\u81ea\u5df1\u7684\u4e66\u201d\u7684\u793e\u4ea4\u8d27\u5e01\u3002\u5176\u6210\u8d25\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u591a\u5f3a\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5e2e\u7528\u6237\u7ed5\u8fc7\u201c\u5199\u5b8c\u4e0d\u7b97\uff0c\u5356\u5f97\u51fa\u53bb\u624d\u7b97\u201d\u7684\u51fa\u7248\u51b7\u542f\u52a8\u2014\u2014\u82e5\u4ec5\u6b62\u4e8ePDF\/DOCX\u5bfc\u51fa\uff0c\u4ef7\u503c\u6709\u9650\u3002\u771f\u6b63\u7684\u6740\u624b\u950f\u6216\u8bb8\u662f\u5185\u7f6e\u7684ISBN\u7533\u8bf7\u3001\u4e9a\u9a6c\u900a\u4e0a\u67b6\u3001\u751a\u81f3\u6309\u9700\u5370\u5237\u5bf9\u63a5\u3002\u76ee\u524d\u900f\u9732\u7684\u201c\u5c01\u9762\u8bbe\u8ba1+\u6253\u5370\u8ba2\u8d2d\u201d\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u7ec6\u8282\u7f3a\u5931\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u5bf9\u5b58\u91cf\u521b\u4f5c\u8005\u662f\u201c\u65f6\u95f4\u6362\u540d\u58f0\u201d\u7684\u9ad8\u6548\u6760\u6746\uff0c\u4f46\u5bf9\u666e\u901a\u7528\u6237\u800c\u8a00\uff0c\u5185\u5bb9\u90fd\u6ca1\u6709\uff0c\u8c08\u4f55\u6574\u7406\uff1f\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\">Prosed<\/span>\n <\/div>\n<div class=\"comment-content\">You’ve spent years creating\u2014newsletters, podcasts, LinkedIn posts, courses. The book is in there. You just haven’t had time to assemble it. Prosed’s Inkwell pipeline analyzes your voice, structures your scattered content into chapters, and produces a manuscript that actually sounds like you. Not generic AI writing or slop. Your words, your ideas, assembled into something real. Built-in editorial review. Print-ready PDF\/DOCX export. Beta: $47 for the first 100 founders.<\/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 almost wrote a book back in 2016. LinkedIn guide for Italians, outline ready, momentum going. Life happened. The idea sat and it’s still in my G Drive! <\/p>\n<p>But I kept writing, newsletters, LinkedIn posts, podcast appearances, blog posts. Years of it. A couple of months ago, I realized: I already had a book in there. Scattered across a decade of content, but all there. My voice, my ideas, my perspective.<\/p>\n<p>Pulling it together felt impossible. Not because I can’t write \u2014 because the assembly feels impossible. Which pieces go where, how do they flow, how do you preserve what made people care in the first place?<\/p>\n<p>That’s an assembly block. And I know I’m not alone in it!<\/p>\n<p>So I built Prosed. Here’s what the Inkwell pipeline (a proprietary 10-pillar funnel built on the top best-selling books) does:<br \/>\n\ud83d\udd0d Analyzes your voice from your existing content<br \/>\n\ud83d\udcd6 Structures scattered writing into a real book outline<br \/>\n\u270d\ufe0f Drafts chapter connections while preserving your tone<br \/>\n\ud83d\udcca Scores every chapter (voice, cohesion, story, polish)<br \/>\n\ud83d\udda8\ufe0f Cover design, print ordering, PDF\/ePub\/DOCX export<\/p>\n<p>You own 100% of your manuscript. You stay in control. We just remove the painful parts.<\/p>\n<p>Launching at $47 for the first 100 founders (standard will be $197). That price locks in forever (founder plan).<\/p>\n<p>I’d love to hear \ud83d\udc49 how many of you have years of content sitting around and a nagging feeling it could be a book? What’s stopped you from doing it?<\/p>\n<p>Happy to answer any questions about the product, the tech, or the build journey \ud83d\ude4c<\/p><\/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\/@rails\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rails<\/a> Nice! I never thought of writing a book myself before, but between my blog posts, workshops, patents, and publications, this is very intriguing! Especially if it can do it in my voice.<\/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\/@rails\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rails<\/a> It sounds promising. I’m curious: I have social posts and podcast appearances. How much content would you need to get a solid output from your perspective?<\/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 love the idea of easily turning existing content into a polished book. Perfect for creators who have loads of content but haven’t had the time to publish a book 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Spot on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@cory_lane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cory_lane<\/a> That’s right! Do you have an archive? Want to give it a try? We’ll be here supporting along the way \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Is it tailored to a specific genre like, for example, an autobiography? Or can I write sci-fi with it if I want?<\/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\/@haldavaroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haldavaroman<\/a> Right now it’s built for non-fiction. Think creators who already have a lot of content out there (newsletters, podcasts, courses, guides), and want to assemble that into a book. We just give that content a spine, makes sense?<\/p>\n<\/p>\n<p>Sci-fi is a different beast. We’d need to generate original plot, characters, world-building from scratch, and that’s not what Prosed does. We assemble your existing content into a book, we don’t invent new stuff. So if you have a backlog of short stories or world-building notes, maybe. But if you’re starting from zero, that’s not our lane today! <\/p>\n<\/p>\n<p>Do you have sci-fi notes, or stories?<\/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>Prosed is such a unique name. What was your inspiration for naming your product this?<\/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\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> On the name, Prosed as in, your ideas have been prosed. Turned into prose. I think that was clear, but also that’s why we liked it, self explanator \ud83d\ude09 It sounded good from the start. We had another name in mind, but it was already quite used, and this was our equal best!<\/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<blockquote>\n<p>Prosed is such a unique name.<\/p>\n<\/blockquote>\n<p>Strong +1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 elise! great product but also want to add i love your design style. this is def the underrated long game for makers! how do you tighten the voice without flattening the personality? good luck with your launch \ud83d\ude42<\/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\/@hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiyamojo<\/a>Thank you! Design took some effort so that means a lot.<\/p>\n<\/p>\n<p>On voice, we don’t actually write anything. We assemble the creator’s existing content into a book structure, with some connective tissue to make it all flow. So the personality is already there because it’s their words, their ideas, their arguments.<\/p>\n<\/p>\n<p>Inkwell analyzes their content before starting. Not just vocabulary and tone, but sentence rhythm, how they build their points, even what kind of humor they use. The more content we have, the sharper the result.<\/p>\n<\/p>\n<p>What we remove is the stuff that doesn’t belong in a book (filler, repetition, off-topic detours). <\/p>\n<\/p>\n<p>Thanks for the kind words and for stopping by!<\/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<blockquote>\n<p>great product but also want to add i love your design style.<\/p>\n<\/blockquote>\n<p>spot on! taste is sooooooo underrated these days. s\/o for the great work, ?makers<\/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 assembly-block framing is very real. The risk I\u2019d watch is that \u201csounds like you\u201d can mean two different things: surface tone, or preserving the actual judgment behind the old essays\/posts\/podcast moments.<\/p>\n<\/p>\n<p>For a book workflow, I\u2019d love a source-to-chapter map: which passages came from the creator\u2019s original material, which connective tissue Prosed added, and where the author marked \u201cnot me\u201d or \u201cnot my point.\u201d That would make the manuscript feel less like an AI rewrite and more like an editable spine for the body of work they already built.<\/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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> one of the best comments\/feedback we’ve gotten today.<\/p>\n<\/p>\n<p>You nailed it. “Sounds like you” has layers. Surface tone is the easier part (vocabulary, sentence patterns, rhythm). The harder part is preserving the actual judgment behind someone’s writing. What they were arguing, not just how they said it.<\/p>\n<\/p>\n<p>That’s where Inkwell spends most of its time. What you argue and how you build your points. When we score chapters on our D1-D10 dimensions, faithfulness to source reasoning is a big chunk of what we’re looking at.<\/p>\n<\/p>\n<p>The source-to-chapter map is a great idea! \ud83d\udca1 We don’t have that today, but creators review every chapter and can flag anything that feels off inside the portal once the first draft is assembled. It’s back and forth, not a one-shot “here’s your book.” But a visual map showing “this paragraph came from newsletter #14, this is connective tissue we added” would be really useful. Going on the roadmap for sure!<\/p>\n<\/p>\n<p>Love the “editable spine” framing btw. That’s exactly what we’re building! \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What\u2019s the most unexpected use case you discovered?<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Most unexpected use case so far: someone wanted to turn a dieting\/health protocol into a book to send to clients. Women with chronic health conditions who needed a physical guide (not just the digital guides their teams have built\/offered so far). Didn’t see that coming, but it makes total sense. Strong voice, lots of existing content and guides, just wanted a deeper book structure to get to the shelf of their customers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">What inputs produce the best outcomes today (e.g., Substack essays vs podcast transcripts vs LinkedIn posts), and what are the most common failure cases where the pipeline struggles (repetition, inconsistent topics, missing narrative arc)? How do you guide users through those tradeoffs?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> great questions, honestly, ones we thought about a lot and put time into avoiding failures and keeping quality high!<\/p>\n<\/p>\n<p><strong>Best inputs:<\/strong><\/p>\n<p><strong>1 <\/strong>Long-form newsletters and essays win by a mile. Already written, already structured, already sounds like you. Inkwell has the most to work with there.<\/p>\n<\/p>\n<p><strong>2 <\/strong>Course content is a surprisingly close second. Lessons already have a logical flow baked in.<\/p>\n<\/p>\n<p><strong>3 <\/strong>Podcast transcripts are strong on voice but messier. Works well, just needs more editing and possibly more iterations of the first draft. Solo episodes are best >> where the creator is doing most of the talking, rather than multiple guests. Same for other types of video. <\/p>\n<\/p>\n<p><strong>4 <\/strong>LinkedIn posts and social threads are great for voice fingerprinting and filling gaps, but hard to build a full book from those alone. Too fragmented on their own.<\/p>\n<\/p>\n<p>Sweet spot is someone with 30-50+ pieces of long-form content around a consistent theme.<\/p>\n<\/p>\n<p><strong>Where it breaks:<\/strong><\/p>\n<p>Topic sprawl. If you write about productivity one week and crypto the next and parenting the next, that’s where it gets harder, and the post’s first draft back and forth becomes important. We can’t manufacture coherence that doesn’t exist.<\/p>\n<\/p>\n<p><strong>How we handle it:<\/strong><\/p>\n<p>The questionnaire at the start is more important than users think. It asks about content type, volume, themes, and where they upload the content. If someone has less content, we adjust the scope. Shorter book, tighter focus.<\/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\/products\/prosed-turn-your-content-into-a-book\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"prosed-turn-your-content-into-a-book\" target=\"_blank\" rel=\"noopener\">@Prosed<\/a> reminds me <a href=\"https:\/\/x.com\/naval\/status\/1002107377598873600?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">this thread<\/a> <a href=\"https:\/\/www.producthunt.com\/@naval\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"naval\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naval<\/a> posted on Twitter\/X in 2018 on how to get rich:<\/p>\n<blockquote>\n<p>If you can’t code, write books and blogs, record videos and podcasts.<\/p>\n<\/blockquote>\n<p>No more excuses. Thank you, <a href=\"https:\/\/www.producthunt.com\/@rails\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rails\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rails<\/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\/@naval\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naval<\/a> <a href=\"https:\/\/www.producthunt.com\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> Ha, that’s a great one! Yeah, I’m a writer, and I personally struggled to take on the assembly effort a book demands. I have so many essays sitting in my G drive, and I’m finally giving them a spine!<\/p>\n<\/p>\n<p>Can’t wait to watch what people write \u270d\ufe0f<\/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\/U7RY625H2RL3IF\" class=\"app-title\">moop<\/a><\/p>\n<div class=\"one-liner\">A social network without media<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">144<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Moop\u662f\u4e00\u4e2a\u7eaf\u6587\u5b57\u5217\u8868\u5f0f\u793e\u4ea4\u7f51\u7edc\uff0c\u65e8\u5728\u66ff\u4ee3\u89c6\u89c9\u8f70\u70b8\u7684\u201c\u8111\u8150\u201d\u5185\u5bb9\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u5206\u4eab\u4e66\u5355\u3001\u7535\u5f71\u3001\u63a2\u5e97\u7b49\u4e2a\u4eba\u54c1\u5473\u5217\u8868\u6765\u6fc0\u53d1\u7075\u611f\uff0c\u800c\u975e\u9760\u7b97\u6cd5\u63a8\u9001\u7684\u77ed\u89c6\u9891\u548c\u56fe\u7247\u6d88\u8017\u65f6\u95f4\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\/5ae720e0-7e51-420d-a5e4-0a31635c15ff.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\/e478364c-3d5a-468b-8bdd-d5f7ccb8de43.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\/2d73153c-6d75-497e-82ce-d941c4aa8a65.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Books<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7eaf\u6587\u5b57\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u5217\u8868\u5f0f\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u53cd\u8111\u8150<\/span><br \/>\n <span class=\"tag\">\u54c1\u5473\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u53d1\u73b0\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u65e0\u5a92\u4f53<\/span><br \/>\n <span class=\"tag\">\u54c1\u5473\u7b56\u5c55<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3\u793e\u4ea4\u5a92\u4f53<\/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\u7eaf\u6587\u5b57\u3001\u6781\u7b80\u7684\u8bbe\u8ba1\u65b9\u5411\uff0c\u4f46\u591a\u6570\u8ba4\u4e3a\u5b83\u66f4\u50cf\u201c\u53d1\u73b0\u5de5\u5177\u201d\u800c\u975e\u793e\u4ea4\u7f51\u7edc\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u534f\u4f5c\u5217\u8868\u529f\u80fd\u3001\u5141\u8bb8\u8d85\u94fe\u63a5\uff08\u5982\u5730\u56fe\/\u8d2d\u4e70\u9875\uff09\u3001\u4e30\u5bcc\u672c\u5730\u5316\u5185\u5bb9\uff08\u4f4e\u4ef7\u7f8e\u98df\u3001\u6df1\u591c\u53bb\u5904\uff09\uff0c\u5e76\u62c5\u5fe7\u65e0\u5a92\u4f53\u6a21\u5f0f\u80fd\u5426\u907f\u514d\u9677\u5165\u4f20\u7edf\u5e73\u53f0\u7684\u6d41\u91cf\u4f18\u5316\u9677\u9631\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 Moop\u7684\u6807\u8bed\u548c\u5b9a\u4f4d\u6781\u5176\u7cbe\u51c6\u2014\u2014\u201c\u6ca1\u6709\u5a92\u4f53\u7684\u793e\u4ea4\u7f51\u7edc\u201d\u76f4\u63a5\u547d\u4e2d\u4e86\u5f53\u4ee3\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u8fc7\u8f7d\u3001\u6ce8\u610f\u529b\u788e\u7247\u5316\u7684\u5e7f\u6cdb\u75db\u70b9\u3002\u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u7ed3\u6784\u5316\u7248\u7684\u524d\u4e92\u8054\u7f51\u8bba\u575b+BBS\u201d\uff0c\u7528\u201c\u5217\u8868\u201d\u8fd9\u4e00\u53e4\u8001\u800c\u9ad8\u6548\u7684\u5355\u5143\uff0c\u6210\u529f\u5207\u5165\u4e86\u7528\u6237\u7684\u6536\u85cf\u7656\u3001\u7b56\u5c55\u6b32\u548c\u54c1\u5473\u6807\u699c\u9700\u6c42\u3002\u5b83\u5de7\u5999\u5730\u5c06\u201c\u54c1\u5473\u201d\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u3001\u53ef\u5173\u8054\u3001\u53ef\u6df7\u6392\u7684\u6570\u636e\u70b9\uff0c\u6253\u901a\u4e86\u4ece\u201c\u4e2a\u4eba\u7b14\u8bb0\u201d\u5230\u201c\u516c\u5171\u53d1\u73b0\u201d\u7684\u94fe\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u6311\u6218\u5e76\u975e\u8bbe\u8ba1\u7406\u5ff5\uff0c\u800c\u662f\u5546\u4e1a\u903b\u8f91\u4e0e\u7528\u6237\u7559\u5b58\u673a\u5236\u3002\u8bc4\u8bba\u4e2d\u4e00\u4f4d\u7528\u6237\u7cbe\u51c6\u5730\u53d1\u95ee\uff1a\u201c\u662f\u4ec0\u4e48\u8bbe\u8ba1\u51b3\u7b56\u8ba9\u5b83\u7ed3\u6784\u6027\u5730\u4e0d\u540c\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5ba1\u7f8e\u4e0d\u540c\uff1f\u201d\u7b54\u6848\u6050\u6015\u5728\u4e8e\uff0cMoop\u76ee\u524d\u7684\u7eaf\u6587\u5b57\u5217\u8868\u5176\u5b9e\u53ea\u6709\u4e00\u4e2a\u9690\u5f62\u7684\u201c\u6392\u5e8f\u5668\u201d\u2014\u2014\u70b9\u8d5e\u6570\u3002\u5982\u679c\u672a\u6765\u5e73\u53f0\u6309\u70b9\u8d5e\u70ed\u5ea6\u63a8\u8350\u5217\u8868\uff0c\u5fc5\u7136\u4f1a\u5f15\u5bfc\u7528\u6237\u521b\u4f5c\u201c\u6700\u4f73XXX\u201d\u6216\u201c\u6700\u602aXXX\u201d\u8fd9\u7c7b\u8ffd\u6c42\u4f20\u64ad\u529b\u7684\u6807\u9898\u515a\u5185\u5bb9\uff0c\u4ece\u800c\u91cd\u8e48\u201c\u8111\u8150\u201d\u7684\u8986\u8f99\u3002\u540c\u65f6\uff0c\u65e0\u5a92\u4f53\u6a21\u5f0f\u5929\u7136\u7f3a\u4e4f\u77ed\u89c6\u9891\u7684\u6c89\u6d78\u5f0f\u9ecf\u6027\uff0c\u7528\u6237\u7684\u6253\u5f00\u9891\u6b21\u548c\u65f6\u957f\u5b8c\u5168\u53d6\u51b3\u4e8e\u5176\u201c\u4ea7\u751f\u65b0\u5217\u8868\u201d\u7684\u9891\u7387\uff0c\u5546\u4e1a\u5316\u8def\u5f84\uff08\u5e7f\u544a\u4f4d\uff1f\u4ed8\u8d39\u7b56\u5c55\uff1f\uff09\u6781\u5176\u72ed\u7a84\uff0c\u7a0d\u6709\u4e0d\u614e\u5c31\u4f1a\u53d8\u6210\u201c\u4e00\u4e2a\u5f88\u597d\u770b\u7684\u624b\u673a\u5907\u5fd8\u5f55\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n Moop\u6700\u5b9d\u8d35\u7684\u8d44\u4ea7\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u5b83\u5438\u5f15\u6765\u7684\u7b2c\u4e00\u6279\u7528\u6237\u2014\u2014\u90a3\u4e9b\u5bf9\u201c\u54c1\u5473\u201d\u6709\u660e\u786e\u8ffd\u6c42\u3001\u613f\u610f\u4e3a\u201c\u53cd\u7b97\u6cd5\u201d\u7ad9\u53f0\u7684KOL\u3002\u5982\u679cMoop\u80fd\u575a\u5b9a\u5730\u8d70\u201c\u6162\u793e\u4ea4\u201d\u8def\u7ebf\uff0c\u4e0d\u505a\u901a\u7528\u5e73\u53f0\uff0c\u800c\u662f\u6210\u4e3a\u4e9a\u6587\u5316\u5708\u5b50\u3001\u8bfb\u4e66\u4f1a\u3001\u63a2\u5e97\u8fbe\u4eba\u7684\u7ec4\u7ec7\u5316\u5de5\u5177\uff0c\u5e76\u5f00\u653eAPI\u8ba9\u6570\u636e\u56de\u6d41\u5230\u7528\u6237\u7684\u4e2a\u4eba\u7b14\u8bb0\u6216\u535a\u5ba2\uff0c\u5b83\u6216\u8bb8\u80fd\u6210\u4e3a\u4e00\u4e2a\u5c0f\u800c\u7f8e\u7684\u5782\u76f4\u751f\u6001\u3002\u4f46\u82e5\u8bd5\u56fe\u5bf9\u6807TikTok\u6216\u5c0f\u7ea2\u4e66\uff0c\u5b83\u53ea\u4f1a\u662f\u201c\u5b8c\u7f8e\u201d\u7684\u53e6\u4e00\u6b3e\u9759\u9ed8\u4ea7\u54c1\u3002\u8fd9\u662f\u4e00\u4e2a\u5173\u4e8e\u201c\u89c4\u6a21\u201d\u4e0e\u201c\u7eaf\u5ea6\u201d\u7684\u7ecf\u5178\u535a\u5f08\uff0c\u800cMoop\u76ee\u524d\u7684\u9009\u62e9\u975e\u5e38\u52c7\u6562\u2014\u2014\u4f46\u8def\u8fd8\u5f88\u957f\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\">moop<\/span>\n <\/div>\n<div class=\"comment-content\">Social media without media. Moop is a social network designed to spark inspiration and combat brainrotting. List the things you’re into \u2014 places, books, ideas, the small moments worth saving.<\/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>We built moop because social media has become visual, loud, and a honeypot for brainrotting. Meanwhile, the internet\u2019s best culture still lives and dies through lists. Best movies. Worst first-date spots. Books that changed your brain. Restaurants you\u2019d gatekeep. Things you\u2019d die defending.<\/p>\n<p>moop is a text-only social network for lists.<\/p>\n<p>You can create lists about anything, follow people for their taste, jump to new lists through shared elements, and remix lists into your own version.<\/p>\n<p>The idea is simple: instead of a social graph based on likes and clicks, moop creates a the network effect through genuine taste and creativity.<\/p>\n<p>We\u2019d love feedback on three things:<br \/>\n 1. Does the item-to-other-lists discovery loop feel intuitive?<br \/>\n 2. What list categories would you want to see more of?<br \/>\n 3. Does moop feel more like a social network, a discovery tool, or something else?<\/p>\n<p> Thanks for checking it out! We\u2019ll be here all day responding to comments.<\/p><\/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><a href=\"https:\/\/www.producthunt.com\/@joseph_fattal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_fattal<\/a> It’s a good idea with a nice design<\/p>\n<\/p>\n<p> reminds me of BJ Novaks old app called <a href=\"https:\/\/li.st\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">li.st<\/a>. <\/p>\n<\/p>\n<p>Maybe add collaborative lists?<\/p>\n<\/p>\n<p>How did you get your first users?<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joseph_fattal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_fattal<\/a> what a cool idea! I personaly love the text-only approach, but to me it feels more like a discovery tool, not so much a social media. I can definitely see myself using it to organize my own lists + to follow curators and discover new places, not so much to connect to friends for example.<\/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>Text-only lists? Into it. I already stash movie recs + food spots in Notes, so this clicks. The item->other lists hop made sense after a minute. Feels more discovery than social. Would love more hyper-local stuff (cheap eats, late-night spots) and \u201ccomfort rewatches.\u201d<\/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\/@alexcloudstar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexcloudstar<\/a> Thanks Alex – we definitely see it as both a discovery and a social tool, depending on the user. Encouraging curators to make content like you suggested is exactly our mission 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\">I think that concept of taste is something more people should be engaging with. AI doesn\u2019t have taste like a human does. So understand and refining our \u2018taste\u2019 is an important human effort. Good luck<\/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\/@davem_0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davem_0<\/a> tiktok algo has great taste<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 idea is pretty cool. Having media in social networks sometimes can be too much. I remember when other social networks were about chat. The idea kind of reminds me of forums and BBS’s.<\/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\">What specific behaviors or moments convinced you that people wanted a *public, social* place for lists (not just private notes\/bookmarks), and what did early usage data or tests show about repeat engagement?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> We’ve been seeing a trend for a while now, where users prefer to minimalize their social media experience – they don’t want to compete with flashy distractions all the time, but still want a place to share their creativity. Moop offers a platform where the “social network” is entirely based on creativity, and anyone can start scrolling\/creating right away<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 media” constraint is such a bold bet. Do you find that lists actually create more meaningful connections than photos do, or is it more that they attract a different <em>type<\/em> of person altogether?<\/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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Definitely – and both of these are true. We hope to convert existing social media users who want a more focused experience, and we also believe this caters to an audience that doesn’t usually resonate with modern social media. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 brainrot framing is doing real positioning work here because it names the specific feeling the product is designed against. but i’d want to understand the mechanism. most social networks that promise to be different from doomscrolling still end up optimizing for engagement once they have users and engagement metrics tend to reward the same things everywhere. what’s the specific design decision in moop that makes it structurally different rather than just aesthetically different<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Good question – and I think there’s a distinction here, because I can absolutely see users spending an hour or two on moop. The idea is that without any fast videos, loud audio, flashy visuals, etc… the experience will be more similar to reading a book or flipping through a magazine. we think a lot of people trying to to disconnect from modern social media do have an appetite for this kind of experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 feels so comforting and less chaotic to go through new social updates. Love the idea of simply listing things in a very minimalistic way which is very uncommon atp.<\/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\/@anushravrathi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anushravrathi<\/a> Thank 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>I love the idea. This could at least help with better focus \ud83d\ude42<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika! we love minimalist phone too \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">This feels like artisan social media. Feels like it might be popular with a very specific niche. This is a bold bet<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>We would love to get your feedback on one particular feature: <em>external links<\/em>. <\/p>\n<\/p>\n<p>It’s been debated in our team whether or not to allow those, so that you can link an element to Google Maps, an Amazon page, a song, etc… <\/p>\n<\/p>\n<p>In its current form, do you feel like moop is lacking that? Or do you prefer the clean, internal-only scrolling experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 design. <\/p>\n<p>Does the design have a specific name?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 long did it take to get the first working version live?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> It’s been a month or two – but we’ve been going through several versions and adjusting on our end based on initial feedback<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/XUY2356ELRAHHI\" class=\"app-title\">Nugget AI<\/a><\/p>\n<div class=\"one-liner\">Turn customer interviews into your product roadmap<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">137<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nugget AI \u5c06\u7528\u6237\u8bbf\u8c08\u5f55\u97f3\u8f6c\u4e3a\u7ed3\u6784\u5316\u4ea7\u54c1\u8bc1\u636e\uff0c\u81ea\u52a8\u63d0\u53d6\u75db\u70b9\u3001\u529f\u80fd\u8bf7\u6c42\u5e76\u751f\u6210\u5e26\u771f\u5b9e\u7528\u6237\u5f15\u8a00\u7684PRD\uff0c\u76f4\u63a5\u5bf9\u63a5\u5f00\u53d1\u5de5\u5177\uff0c\u89e3\u51b3PM\u201c\u8bbf\u8c08\u4fe1\u606f\u6c89\u7761\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\/a101c0b5-eeec-48a4-a8d8-75854c38e1ab.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\/b34df5bf-971a-4209-b66b-c14899702059.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\/e026fa0b-c32a-40e4-9cea-6dd968f69214.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\/97b4aa06-ad74-47ae-aa2d-224daec271c6.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\/36e4e113-243c-47e0-a47d-71b8e345ed77.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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ea7\u54c1\u7814\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u8bbf\u8c08\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">PRD\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8def\u7ebf\u56fe<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u8bc1\u636e\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/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>\u8bc4\u8bba\u80af\u5b9a\u5176\u89e3\u51b3\u8bbf\u8c08\u4fe1\u606f\u6d41\u5931\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u8d5e\u8d4fMCP\u670d\u52a1\u5668\u8ba9AI\u5f15\u7528\u771f\u5b9e\u7528\u6237\u3002\u7528\u6237\u5173\u6ce8\uff1a\u5982\u4f55\u5904\u7406\u4f4e\u8d28\u91cf\u8bbf\u8c08\uff08\u5982\u5f15\u5bfc\u6027\u95ee\u9898\uff09\uff1b\u673a\u4f1a\u8bc4\u5206\u5982\u4f55\u907f\u514d\u504f\u91cd\u201c\u55a7\u95f9\u7528\u6237\u201d\uff1b\u80fd\u5426\u5904\u7406\u975e\u7ed3\u6784\u5316\u6570\u636e\uff08\u5982\u5e94\u7528\u5546\u5e97\u8bc4\u8bba\uff09\uff1b\u4e70\u5bb6\u4e0e\u7528\u6237\u5206\u79bb\u573a\u666f\u7684\u5408\u6210\u903b\u8f91\uff1b\u4ee5\u53ca\u751f\u6210\u7684PRD\u662f\u5426\u5305\u542b\u8bc1\u636e\u5b58\u6839\u548c\u201c\u672a\u91c7\u7eb3\u8bf7\u6c42\u201d\u7684\u51b3\u7b56\u8bf4\u660e\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 Nugget AI\u6293\u5230PM\u7fa4\u4f53\u4e00\u4e2a\u6781\u6df1\u4e14\u666e\u904d\u7684\u75db\u70b9\uff1a\u201c\u7528\u76f4\u89c9\u5199PRD\uff0c\u5047\u88c5\u6570\u636e\u9a71\u52a8\u201d\u3002\u5b83\u4e0d\u53ea\u662f\u4e00\u4e2a\u8f6c\u5f55\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u6784\u4ece\u201c\u7528\u6237\u8bc1\u636e\u201d\u5230\u201c\u5f00\u53d1\u6307\u4ee4\u201d\u7684\u5168\u94fe\u8def\u3002MCP\u670d\u52a1\u5668\u662f\u5176\u6700\u5177\u6218\u7565\u4ef7\u503c\u7684\u52a8\u4f5c\u2014\u2014\u8ba9AI agent\u5728\u7f16\u7801\u6216\u64b0\u5199\u65f6\u76f4\u63a5\u68c0\u7d22\u5e76\u5f15\u7528\u771f\u5b9e\u8bbf\u8c08\uff0c\u8fd9\u610f\u5473\u7740Nugget\u4e0d\u518d\u662f\u4fe1\u606f\u575f\u573a\u7684\u641c\u96c6\u8005\uff0c\u800c\u662fAI\u5de5\u4f5c\u6d41\u4e2d\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u4e8b\u5b9e\u5c42\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u4e5f\u5728\u6b64\u3002\u4ea7\u54c1\u58f0\u79f0\u80fd\u5bf9\u6297\u201c\u5f15\u5bfc\u6027\u8bbf\u8c08\u201d\u548c\u201c\u566a\u97f3\u7528\u6237\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4eba\u7c7b\u7814\u7a76\u8005\u7684\u4e13\u4e1a\u5224\u65ad\uff0c\u62bd\u8c61\u4e3a\u4e00\u5957\u53ef\u91cf\u5316\u7684\u89c4\u5219\u3002\u5728\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u201c\u4fe1\u53f7\u5f3a\u5ea6\u201d\u7684\u52a0\u6743\u6807\u51c6\u3001\u4f4e\u8d28\u91cf\u8bbf\u8c08\u7684\u8bef\u5224\u7387\uff0c\u90fd\u4f1a\u76f4\u63a5\u5f71\u54cd\u4ea7\u51fa\u8d28\u91cf\u7684\u4fe1\u4efb\u5ea6\u3002\u5982\u679cAI\u751f\u6210\u7684PRD\u56e0\u4e3a\u6e90\u5934\u6570\u636e\u504f\u5dee\u88ab\u5de5\u7a0b\u56e2\u961f\u8d28\u7591\u8fc7\u4e00\u6b21\uff0c\u6574\u4e2a\u5de5\u5177\u7684\u53ef\u4fe1\u5ea6\u5c31\u4f1a\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5f53\u524d\u751f\u6001\u7ed1\u5b9a\u8fc7\u7d27\uff08Linear\u3001GitHub\u3001Cursor\uff09\uff0c\u867d\u5229\u4e8e\u6df1\u6316\uff0c\u4f46\u6392\u9664\u4e86Jira\/\u9489\u9489\u7b49\u4e3b\u6d41\u4f01\u4e1a\u7684\u771f\u5b9e\u573a\u666f\u3002\u5b9a\u4ef7\u6545\u4e8b\u4e0d\u9519\uff08\u201c\u4e00\u534aDovetail\u4ef7\u683c\u201d\uff09\uff0c\u4f46\u5982\u4f55\u5411\u975ePM\u7528\u6237\u7fa4\uff08\u5982\u8bbe\u8ba1\u5e08\u3001\u5e02\u573a\u4eba\u5458\uff09\u8bc1\u660e\u4ef7\u503c\uff0c\u662f\u7834\u5708\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aNugget\u662f**\u8bc1\u636e\u9a71\u52a8\u7684\u5de5\u7a0b\u5316\u5de5\u5177**\uff0c\u4f46\u5982\u679c\u60f3\u6210\u4e3a\u4ea7\u54c1\u56e2\u961f\u51b3\u7b56\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u5b83\u9700\u8981\u6bd4\u4e9a\u4f26\u00b7\u57c3\u74e6\u5179\u7684\u300a\u5988\u5988\u6d4b\u8bd5\u300b\u66f4\u4e25\u683c\u5730\u5904\u7406\u201c\u5b9a\u6027\u8bc1\u636e\u7684\u6709\u6548\u6027\u201d\u95ee\u9898\u3002\u4ea7\u54c1\u5f88\u68d2\uff0c\u4f46\u7528\u6237\u4fe1\u4efb\u7684\u79ef\u7d2f\u4f1a\u6bd4\u529f\u80fd\u8fed\u4ee3\u6162\u5f97\u591a\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\">Nugget AI<\/span>\n <\/div>\n<div class=\"comment-content\">Nugget AI turns customer interviews into product evidence. Record or upload calls \u2192 AI extracts pain points and feature requests \u2192 synthesis surfaces themes \u2192 auto-generated PRDs with real customer quotes \u2192 dev-ready handoff to Linear & GitHub. NEW: MCP server. Connect Claude, ChatGPT, Cursor, or Codex \u2014 your AI agent can search every interview and draft specs grounded in real evidence. No more copy-pasting. Half the price of Dovetail.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI’m Brodie \u2014 PM by day, builder by night. Nugget is my answer to a problem I’ve lived with for 6+ years of doing customer discovery: great interviews generate incredible signal, then it dies in transcripts no one reads.<br \/>\nEvery PM I know has the same broken workflow: run 5 great interviews \u2192 take messy notes \u2192 forget half of it \u2192 write a PRD from gut feeling \u2192 pretend it was data-driven. Engineers then ship from your gut, not your customers.<br \/>\nNugget closes that loop:<br \/>\n\ud83c\udf99\ufe0f Real-time transcription (or drop in Zoom, support tickets, Slack threads)<br \/>\n\ud83e\udd16 AI extracts “Nuggets” \u2014 pain points, feature requests, sentiment<br \/>\n\ud83e\udde9 Cross-interview synthesis surfaces themes ranked by frequency + severity<br \/>\n\ud83d\udcc4 Auto-generated PRDs with real customer quotes attached<br \/>\n\ud83d\udd0c NEW: MCP server so Claude, ChatGPT, Cursor, and Codex can query your interviews directly<br \/>\nThe MCP piece is the one I’m most excited about. Your AI agent stops hallucinating users and starts citing real ones.<br \/>\n\ud83c\udf81 Alpha Day offer: 66% off the first year of Pro for anyone who comments here \u2014 DM me your handle.<br \/>\nWould love honest feedback \u2014 especially from PMs and founders doing discovery. What’s broken in your workflow that I haven’t solved yet?<\/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>Interview graveyard vibes here. Notes in Notion, gut in the PRD. If it really pulls themes and spits PRDs with quotes, that’s useful. The MCP angle is neat grounding chatgpt on real calls. Keen to try on my next batch. Solo PM here, time savers matter.<\/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\">@alexcloudstar \u201cinterview graveyard\u201d is going on the landing page \u2014 that\u2019s exactly the problem.<\/p>\n<p>Short answer: yes. Pulls themes across calls, drops PRDs with customer quotes inline so every claim traces back to who actually said it. Built it as a solo PM myself, so the time-saver math was the whole point.<\/p>\n<p>Reach out when you\u2019re on that next batch \u2014 happy to help you get set up. Would 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Indie iOS founder here, doing a lot of customer discovery ahead of an App Store launch, so the “interviews die in transcripts no one reads” line hits home. The MCP server is the smart unlock; an agent citing real users instead of hallucinating them is the whole game.<\/p>\n<p>Answering your q: the gap I’d flag is upstream of synthesis: interview <em>quality<\/em> varies wildly, and a confident-but-shallow interview produces clean-looking Nuggets that are actually just the customer agreeing with my leading questions. Does Nugget do anything to flag low-signal interviews (interviewer talked 70% of the time, all closed questions, sentiment too uniformly positive), or does it treat every transcript as equally trustworthy evidence?<\/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\">@ferdi_sigona honestly the exact upstream problem we obsessed over.<\/p>\n<p>The Mom Test is baked into Nugget at two layers:<br \/>\nPre-interview: a Mom Test script generator that takes your hypothesis and produces non-leading, behavior-focused questions (past actions over future intent, specifics over abstractions). It flags leading or solution-seeking phrasing before you ever hit the call.<\/p>\n<p>Post-interview: synthesis scores each transcript for signal quality before nuggets get extracted \u2014 interviewer talk ratio, open-vs-closed question mix, sentiment distribution, follow-up depth. Low-signal interviews get flagged so they don\u2019t pollute the evidence base.<\/p>\n<p>Exactly the goal you described: an agent citing real users instead of laundering confirmation bias as insight.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can you walk through how \u201cSmart Prioritization \/ opportunity scoring\u201d works in practice\u2014what inputs it uses (frequency, severity, segment, recency, goals), how it avoids overweighting loud customers, and what knobs a PM can tune to match their strategy?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Good question. The short version: opportunity scoring uses frequency, severity, segment, and recency as inputs \u2014 but those are weighted against the goals and strategy you define on the Priorities page. That’s the main tuning surface.<\/p>\n<p>This is also how we handle the loud-customer problem. Without strategic context, scoring just reflects volume. Because Nugget anchors to your priorities, a critical pain point from a key segment can outrank a noisy-but-irrelevant request. The PM’s judgment about what matters is baked into the system, not overridden by 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\u2019ve personally been in situations where we did multiple customer calls, captured tons of feedback, and still ended up writing PRDs mostly from memory because nobody had time to go back through long transcripts. A lot of valuable insights just get lost in docs and scattered notes.<\/p>\n<p>Really like how Nugget focuses on connecting customer conversations directly to product decisions instead of letting that context disappear. The MCP integration is especially interesting because AI tools become much more useful when they can reference actual user feedback instead of assumptions.<\/p>\n<p>Congrats on the launch, Brodie!<\/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\">@sanjana_yadav2 Thanks Sanjana, this is exactly the pain that pushed us to build Nugget. The PRD-from-memory loop is so common, and it\u2019s wild how much hard-won customer signal just evaporates between the call and the doc.<\/p>\n<p>Two things we built specifically for this: an insight feed that auto-surfaces themes from your interviews and shares them with the team (so the context lives where decisions happen, not buried in transcripts), and structured insight reports that roll up patterns across calls into something you can actually act on. The MCP layer then makes all of that referenceable when you\u2019re drafting in Cursor, Claude, etc.<\/p>\n<p>Really appreciate the kind words, means a lot coming from someone who\u2019s lived the problem.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning user feedback into roadmap decisions is one of the hardest parts of solo dev you get scattered signals and have to find the pattern yourself. Does it work with App Store reviews or mostly structured interview 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In EdTech the buyer and the user are different people – e.g. the teacher decides, the student uses it. Do interviews from both groups get synthesized together, or can you keep them separate and see where they diverge? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>hi brodie, the right pain to solve! how do you weight one confident interview against five lukewarm ones? and what stops the AI from inventing patterns from a thin sample? very cool – congrats and good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiyamojo<\/a> Really good pushback – both of those are live design problems.<\/p>\n<p>Honest answer on weighting: we don’t want the AI making that call. It should surface the signal strength and the context (who said it, when, with what level of conviction) and let the PM decide. That judgment call is the job.<\/p>\n<p>On invented patterns: strict attribution is the constraint. No pattern without a source, and thin sample sizes are surfaced explicitly. The goal is for AI to be a rigorous research assistant, not an opinionated analyst.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 MCP piece is a smart wedge because the evidence can travel into the actual spec-writing environment instead of dying in a research repo.<\/p>\n<\/p>\n<p>One thing I\u2019d want in every generated PRD is an evidence receipt: strongest quotes, counterexamples, last-heard date, interview-quality score, and which asks were intentionally left out. That last bit matters because product teams don\u2019t just need \u201ccustomers said X\u201d; they need to see the judgment call behind why X became roadmap material and Y didn\u2019t.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jim_jeffers\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jim_jeffers<\/a> Love this framing \u2014 especially ‘interview-quality score.’ That’s the signal that usually gets lost when research moves from the PM’s head into a doc. A quote from one frustrated power user and a pattern across 12 churned SMBs look identical in a PRD today.<\/p>\n<p>The ‘left out’ field is the one I think would change team dynamics the most. It shifts the PRD from ‘here’s what customers want’ to ‘here’s a defensible call’ \u2014 and that’s a different kind of accountability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 are early users reacting to the product so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@nithin_raju1 so far it has been positive, have had a few users who did not meet the system requirements. We will look at expanding our platform to older machines soon.<\/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 the MCP server \u2192 Cursor setup.<\/p>\n<p>Does it auto-pull context from all past interviews, or do you select specific ones for each 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@munis_abbas Thanks Munis! Hybrid setup \u2014 it auto-pulls interviews relevant to the session\u2019s topic instead of loading everything or making me select manually. Gets me the connective tissue across past convos without blowing up the context window.<\/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\">I really like nugget AI<br \/>\nDoes it integrate with systems like Jira or any type of kanban board?<\/p>\n<p>What type of artifacts does it help the PMs produce?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@myrto_skourletou Thanks Myrto, really appreciate that! <\/p>\n<p>Jira and Monday integrations are actively in the works, and we already have a limited Linear integration running with a few existing clients. Which one would be most useful for your workflow?<\/p>\n<p>On artifacts: Nugget helps PMs produce PRDs, themes, priorities, and insight reports grounded in customer interviews \u2014 all quickly shareable into Slack so the team stays in the loop.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting… isn’t this similar to ReadAI\/Other notetakers? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@ashishkingdom it is similar to them but heavily focused on product builders. It also sits on your desktop instead of needing to join your meetings.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QIPWD6QWVEKOUW\" class=\"app-title\">SuprSend AI<\/a><\/p>\n<div class=\"one-liner\">AI-first platform for multi-channel notifications<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SuprSend AI \u662f\u4e00\u4e2a\u5c06 AI \u539f\u751f\u96c6\u6210\u5230\u901a\u77e5\u57fa\u7840\u8bbe\u65bd\u4e2d\u7684\u5e73\u53f0\uff0c\u901a\u8fc7 MCP\u3001CLI\u3001Agent \u7b49\u516d\u5927 AI \u754c\u9762\uff0c\u8ba9\u5f00\u53d1\u8005\u548c\u8fd0\u8425\u4eba\u5458\u5728 IDE\u3001Slack \u6216\u4eea\u8868\u76d8\u4e2d\u7528\u81ea\u7136\u8bed\u8a00\u5feb\u901f\u521b\u5efa\u3001\u8c03\u8bd5\u548c\u7ba1\u7406\u591a\u901a\u9053\u901a\u77e5\uff0c\u5c06\u96c6\u6210\u65f6\u95f4\u4ece\u6570\u5468\u7f29\u77ed\u5230\u6570\u5c0f\u65f6\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\/80dbdef2-3b21-4947-8fbf-3369f3ebb88e.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\/cfbf5027-92e2-44d4-8205-dc16505fb765.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\/87913faf-35c5-478d-81e4-ba3138cdc411.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\/dabb1929-6919-4908-8c63-260e2159a377.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\/c94cb9a5-354a-4ace-8f96-1012e7d55490.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\/1bc21b06-94ff-4f94-bf41-ba15257c37dd.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\/e61eee5d-4db9-4648-8188-96f2b13d2c50.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\/8222469d-a598-46d7-8e70-f8c2b54bba4b.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4T0V4lkEYRM?si=EMEK8u23R-gV0iZ-\"><source src=\"https:\/\/youtu.be\/4T0V4lkEYRM?si=EMEK8u23R-gV0iZ-\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u901a\u77e5\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u591a\u901a\u9053\u901a\u77e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u901a\u77e5\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">Copilot<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS<\/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\u5176\u5927\u5e45\u7f29\u77ed\u4e86\u6a21\u677f\u521b\u5efa\u3001\u8c03\u8bd5\u548c\u96c6\u6210\u65f6\u95f4\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u5728\uff1a1\ufe0f\u20e3 \u5b89\u5168\u6027\uff1aMCP \u5c42\u7684\u9650\u5236\u662f\u670d\u52a1\u7aef\u5f3a\u5236\u8fd8\u662f\u4ec5\u9760\u63d0\u793a\uff0c\u80fd\u5426\u9632\u5fa1\u63d0\u793a\u6ce8\u5165\uff1f2\ufe0f\u20e3 \u67b6\u6784\uff1a\u5982\u4f55\u5904\u7406\u6a21\u5f0f\u6f02\u79fb\uff1f\u53bb\u91cd\u903b\u8f91\u5982\u4f55\u907f\u514d\u8de8\u901a\u9053\u91cd\u590d\u53d1\u9001\uff1f3\ufe0f\u20e3 \u7ec6\u8282\uff1aAI \u662f\u5426\u611f\u77e5\u81ea\u5b9a\u4e49\u5b57\u4f53\u3001\u4e0d\u540c\u6e20\u9053\u7684\u8bed\u6c14\u9002\u914d\u7b49\u7ec6\u8282\u573a\u666f\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 SuprSend AI \u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u201c\u7ed9\u901a\u77e5\u5de5\u5177\u52a0\u4e2a\u804a\u5929\u6846\u201d\uff0c\u800c\u662f\u4e00\u6b21\u57fa\u7840\u8bbe\u65bd\u4ea4\u4e92\u8303\u5f0f\u7684\u91cd\u6784\u3002\u5b83\u7528\u516d\u5927 AI \u754c\u9762\uff08MCP\u3001CLI\u3001Copilot\u3001Agent\u7b49\uff09\u628a\u901a\u77e5\u7684\u201c\u914d\u7f6e-\u7f16\u7801-\u8c03\u8bd5-\u8fd0\u8425\u201d\u5168\u94fe\u8def\u585e\u8fdb\u4e86\u81ea\u7136\u8bed\u8a00\u548c IDE \u4e2d\uff0c\u8bd5\u56fe\u62b9\u5e73\u5de5\u7a0b\u5e08\u3001\u4ea7\u54c1\u7ecf\u7406\u548c\u8fd0\u7ef4\u4eba\u5458\u4e4b\u95f4\u7684\u6c9f\u901a\u9e3f\u6c9f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u9886\u57df\u77e5\u8bc6\u9884\u8f7d+\u884c\u4e3a\u7ea6\u675f\u201d\uff1aAgent Skills \u89e3\u51b3\u4e86 AI \u5e7b\u89c9 API \u7684\u81f4\u547d\u4f24\uff0c\u800c\u751f\u4ea7\u73af\u5883\u53ea\u8bfb\u3001\u64cd\u4f5c\u524d\u7f6e\u68c0\u67e5\u7b49\u673a\u5236\u8868\u660e\u56e2\u961f\u6e05\u695a MCP \u5316\u7684\u98ce\u9669\u2014\u2014\u5b83\u4eec\u4e0d\u662f\u628a\u5b89\u5168\u7529\u9505\u7ed9\u63d0\u793a\u8bcd\u5de5\u7a0b\uff0c\u800c\u662f\u5728\u670d\u52a1\u7aef\u505a\u4e86\u786c\u9694\u79bb\uff0c\u8fd9\u70b9\u6bd4\u591a\u6570\u8ddf\u98ce\u201cAI+\u5de5\u5177\u201d\u7684\u4ea7\u54c1\u6210\u719f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1a\u5f53\u7528\u6237\u95ee\u201c\u6a21\u5f0f\u6f02\u79fb\u201d\u201c\u8de8\u6e20\u9053\u53bb\u91cd\u201d\u65f6\uff0c\u66b4\u9732\u7684\u662f AI \u5c42\u7684\u77e5\u8bc6\u65f6\u6548\u6027\u4e0e\u52a8\u6001\u914d\u7f6e\u7684\u51b2\u7a81\u3002\u76ee\u524d\u7684\u201c\u9884\u52a0\u8f7d\u201d\u65b9\u6848\u5bf9\u9759\u6001 schema \u6709\u6548\uff0c\u4e00\u65e6\u7528\u6237\u9891\u7e41\u8c03\u6574\u901a\u77e5\u89c4\u5219\u6216\u8def\u7531\u903b\u8f91\uff0cAgent \u80fd\u5426\u5b9e\u65f6\u611f\u77e5\u5e76\u4fdd\u6301\u4e0a\u4e0b\u6587\u4e00\u81f4\u6027\uff1f\u53e6\u4e00\u4e2a\u9690\u5fe7\u662f\uff1a24 \u4e2a\u5de5\u5177\u66b4\u9732\u4e86\u6781\u9ad8\u7684\u80fd\u529b\u5bc6\u5ea6\uff0c\u4f46\u8fb9\u754c\u8d8a\u5bbd\uff0c\u88ab\u6076\u610f\u5229\u7528\u7684\u6f5c\u5728\u7f3a\u53e3\u8d8a\u5927\u2014\u2014\u9664\u975e\u5b89\u5168\u7b56\u7565\u80fd\u505a\u5230\u201c\u4efb\u4f55\u5ba2\u6237\u7aef\u3001\u4efb\u4f55\u63d0\u793a\u5747\u4e0d\u80fd\u7ed5\u8fc7\u670d\u52a1\u7aef\u7b56\u7565\u201d\uff0c\u5426\u5219 MCP \u4e0d\u8fc7\u662f\u66f4\u5feb\u7684\u7834\u574f\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8868\u9762\u4e0a\u770b\uff0c\u5b83\u5e2e\u7528\u6237\u7701\u4e86\u201c\u6570\u5468\u201d\u7684\u65f6\u95f4\uff1b\u4f46\u771f\u6b63\u957f\u4e45\u7684\u4ef7\u503c\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u591a\u6a21\u4ea4\u4e92\u201d\u4e0e\u201c\u8fd0\u7ef4\u4e25\u8c28\u6027\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u2014\u2014\u5373\u8ba9 AI \u8db3\u591f\u61c2\u4f60\uff0c\u53c8\u4e0d\u8ba9\u4f60\u56e0\u4e3a\u61c2\u5b83\u800c\u7ffb\u8f66\u3002\u76ee\u524d\u6765\u770b\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u7ec6\u8282\uff08\u5982 schema \u540c\u6b65\u673a\u5236\u3001\u53bb\u91cd\u7b56\u7565\uff09\u4ecd\u9700\u5728\u5b9e\u9645\u5927\u89c4\u6a21\u90e8\u7f72\u4e2d\u63a5\u53d7\u62f7\u6253\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\">SuprSend AI<\/span>\n <\/div>\n<div class=\"comment-content\">SuprSend now ships six AI-native interfaces for notification infrastructure. MCP Server with 24 tools in your IDE, CLI for notification config as code versioned in Git, Agent Skills so AI knows your schemas instead of hallucinating your API, an AI Copilot inside the dashboard, a Slack Agent to trigger and debug from Slack, and a Claude Extension. Works across Cursor, Claude, Windsurf, and Slack. Used by 500+ companies. Free tier available.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Folks! \ud83d\udc4b<\/p>\n<p>I’m Nikita, co-founder of SuprSend. We’ve been building notification infrastructure since 2022 – used by 500+ companies to send customer engagement notifications across email, SMS, push, WhatsApp, Slack, MS Teams, and in-app.<\/p>\n<p>Today we’re launching the AI-first notification platform.<\/p>\n<p>The problem: notification infrastructure has too many moving parts. Workflows, templates, preferences, tenants, channels, routing logic. New customers spent weeks just learning how things connect before writing code. We tried better docs, better UI \u2014 it helped but didn’t solve it.<\/p>\n<p>So we shipped 6 AI-native interfaces:<\/p>\n<p>\u2192 MCP Server – 24 tools inside Cursor, Claude, Windsurf. Build workflows, create users, manage preferences, debug delivery – all from your IDE. One prompt does what used to take 20 lines of API code.<br \/>\u2192 CLI – notification config as code. Pull, version in Git, promote via CI\/CD. Your notification stack ships like the rest of your code.<br \/>\u2192 Agent Skills – domain knowledge loaded into AI context so it doesn’t hallucinate your API.<br \/>\u2192 SuprSend Agent – AI copilot in the dashboard for PMs and ops.<br \/>\u2192 Slack Agent – trigger, debug, manage from Slack.<br \/>\u2192 Claude Extension – use SuprSend directly inside Claude.<\/p>\n<p>What makes this different from just “adding AI” to a product:<\/p>\n<p>\u2192 Every AI action follows notification best practices automatically: channel selection, frequency capping, preference cascades, spam avoidance. You don’t need to be a notification expert. The AI already is.<br \/>\u2192 Works across your entire team: engineers in Cursor, PMs in the dashboard, ops in Slack. One platform, every interface.<br \/>\u2192 Production-safe: destructive operations are restricted, updates do read-before-write, production environments can be locked to read-only.<\/p>\n<p>Results we’re seeing:<br \/>\u2192 Integration time: weeks \u2192 hours<br \/>\u2192 Template creation: ~8 hours \u2192 5 minutes<br \/>\u2192 Test setup: 15 min manual work \u2192 one prompt<\/p>\n<p>Free tier available – try it: <a href=\"http:\/\/suprsend.com\/ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">suprsend.com\/ai<\/a><\/p>\n<p>Would love your feedback \u2014 what’s missing? What notification problems are you still solving manually?<\/p>\n<p>Happy to answer anything here! \ud83d\ude4c<\/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\/@nikita_navral\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikita_navral<\/a> Hey Nikita, congrats on shipping \ud83c\udf89<\/p>\n<p>The line that caught me: “destructive operations restricted, updates do read-before-write, production locked to read-only.” That is the right instinct and most teams bolting MCP onto a product skip it entirely.<\/p>\n<p>Building in an adjacent layer myself (permission control between agents and the apps they touch), so the question I keep circling: where does that restriction actually live? Enforced server-side in the MCP layer regardless of which client calls it, or is it the agent prompt being told to behave? Because the first holds when a prompt-injected agent in Cursor tries something destructive, the second does not. With 24 tools exposed across Cursor, Claude, Windsurf, the enforcement boundary is the whole ballgame.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 use the SuprSend Agent daily now. The biggest time saver is delivery tracing – when someone says “I didn’t get the notification,” I used to dig through logs, check preference settings, channel availability, workflow execution. Now I just ask the copilot “why didn’t user X receive the confirmation” and it traces the entire path in 10 seconds. Used to take 15 minutes.<\/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\">\n<p>As a marketer, the Slack Agent is surprisingly useful. Quick lookups that used to mean opening the dashboard. “Show me delivery stats for my last campaign” or “what channel is working for campaigns sent to the free tier users” \u2014 now happen right in the Slack channel, visible to the whole team. For the 20 quick checks you do daily, it’s way faster than switching apps.<\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have tried the new agent and Slack App Integration. Honestly, big time saver for me.<\/p>\n<p><strong>Tried building a workflow through the agent and it was surprisingly quick<\/strong>. What I liked is it actually thinks about edge cases I’d probably miss on my own.<\/p>\n<p><strong>The analytics part is what sold me though<\/strong>. Earlier, if something failed, I’d be digging through logs trying to figure out what went wrong. Now I just ask and it tells me \u2014 right inside Slack, which is even better.<\/p>\n<p>So now at EOD I literally just ping it \u2014 how many notifications went out today, how’s engagement looking, did anything fail, and if yes why and how do I fix it. Done in like 30 seconds.<\/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\/@anjali_arya1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anjali_arya1<\/a> Thanks for trying and giving good feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Template creation was our biggest bottleneck. Designing email HTML, creating channel-specific variants for push and in-app, testing with dynamic variables, iterating on copy, testing, observing the stats – a single notification template used to take 6-8 hours end to end. With all these AI tools, I describe what I want and it generates the template with the right structure. Down to under <30 minutes now!<\/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\/@yashika_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashika_mehta<\/a> Thanks for trying! Glad agent saved time for you! \ud83d\ude42<\/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 Agent Skills approach is smart. Pre-loading your notification schema into AI context means the model isn’t guessing field names at inference time. At RetainSure we’ve been building customer-facing alert pipelines, and channel fallback logic when primary delivery fails is the hardest part. Does the MCP server surface delivery failures synchronously to the calling agent, or does it require polling?<\/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>Six AI-native interfaces for the same underlying infrastructure is the right call. The Agent Skills piece stands out: loading domain knowledge into context so AI doesn’t hallucinate your API schema is what most platform teams miss. How are you handling schema drift when notification configs evolve between agent sessions?<\/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>The hardest part of multi-channel notifications isn’t the send logic, it’s the orchestration layer that decides which channel wins when user preferences conflict with urgency. The AI routing angle is interesting here. How do you handle deduplication across channels when a user might receive the same notification via email and push within seconds of each other?<\/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>The Slack Agent is surprisingly useful. Quick lookups that used to mean opening the dashboard – “show me delivery stats for this tenant” or “what preferences does user X have” – now happen right in the Slack channel, visible to the whole team. For the 20 quick checks you do daily, it’s way faster than switching apps.<\/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>Love the versatility Suprsend gives me. Must have for any early or growing startup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 SuprSend AI handle notification templates that use custom web fonts? Wondering whether the AI copilot is aware of font fallback stacks when composing email templates \u2014 and whether there’s any guidance on when to embed vs. reference a custom typeface given email client rendering inconsistencies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multi-channel notifications get hard when teams need different tone per channel. Does SuprSend AI adapt the same message differently for email, Slack, and in-app alerts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6ALSW62AX34KID\" class=\"app-title\">Reader Alive<\/a><\/p>\n<div class=\"one-liner\">Translate, listen to, and ask questions about your ebooks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Reader Alive \u662f\u4e00\u6b3e\u4e13\u4e3aiPhone\/iPad\u8bbe\u8ba1\u7684AI\u7535\u5b50\u4e66\u9605\u8bfb\u5668\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u9605\u8bfb\u5916\u6587\u3001\u4e13\u4e1a\u4e66\u7c4d\u7b49\u201c\u786c\u6838\u201d\u5185\u5bb9\u65f6\uff0c\u9700\u8981\u5207\u6362\u5de5\u5177\u7ffb\u8bd1\u3001\u542c\u8bfb\u3001\u67e5\u8d44\u6599\u3001\u505a\u6458\u8981\u7684\u788e\u7247\u5316\u75db\u70b9\uff0c\u5c06\u7ffb\u8bd1\u3001\u8bed\u97f3\u6717\u8bfb\u3001AI\u95ee\u7b54\u3001\u7ae0\u8282\u603b\u7ed3\u96c6\u6210\u5728\u9605\u8bfb\u573a\u666f\u5185\uff0c\u5b9e\u73b0\u201c\u8fb9\u8bfb\u8fb9\u95ee\u8fb9\u542c\u201d\u7684\u4e00\u7ad9\u5f0f\u4f53\u9a8c\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\/d1807a88-6b01-41b9-a5a8-3d061a3d2afd.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\/1fb43383-bba6-4a8b-add8-baf1b8a83386.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\/b8db975f-f9b3-44d4-974c-051c06fc8e05.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\/285b6f54-c5cc-427b-92c4-edde48167098.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\/e939b1a6-b203-40ff-9772-0d6ab37f4384.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\/0145c4cd-afcb-4326-98a4-b27c2f0700cc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=-8Ooc-uzcdY\"><source src=\"https:\/\/www.youtube.com\/watch?v=-8Ooc-uzcdY\" 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\">eBook Reader<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9605\u8bfb\u5668<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u4e66\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">AI\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u6458\u8981\u751f\u6210<\/span><br \/>\n <span class=\"tag\">PDF\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">EPUB\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u5916\u8bed\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">iOS\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\u4e3b\u8981\u5173\u6ce8\uff1a\u95ee\u7b54\u662f\u5426\u4e25\u683c\u4ece\u4e66\u4e2d\u5185\u5bb9\u751f\u6210\uff08\u9700\u5f15\u6587\u9a8c\u8bc1\uff09\u3001\u7ffb\u8bd1\u662f\u5426\u4f1a\u524a\u5f31\u4f5c\u8005\u539f\u610f\u3001\u662f\u5426\u652f\u6301Android\u548cAmazon\u4e0b\u8f7d\u4e66\u7c4d\u683c\u5f0f\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u79f0AI\u56de\u7b54\u4f1a\u5f15\u7528\u539f\u6587\u5e76\u652f\u6301\u9010\u7ae0\u7ffb\u8bd1\uff08\u91c7\u7528Deepseek V4\u964d\u4f4e\u6210\u672c\uff09\uff0c\u540c\u65f6\u8003\u8651\u672a\u6765\u63a8\u51faAndroid\u7248\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 Reader Alive \u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u91cd\u9020\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u9605\u8bfb\u5668\u201d\uff0c\u800c\u662f\u628aAI\u5d4c\u5165\u9605\u8bfb\u573a\u666f\uff0c\u89e3\u51b3\u7684\u662f\u201c\u8bfb\u4e0d\u4e0b\u53bb\u201d\u8fd9\u4e2a\u8001\u95ee\u9898\u3002\u7528\u6237\u5bf9\u7ffb\u8bd1\u3001\u95ee\u7b54\u3001TTS\u7684\u8ffd\u6c42\u80cc\u540e\uff0c\u672c\u8d28\u662f\u5bf9\u201c\u4fe1\u606f\u83b7\u53d6\u6548\u7387\u201d\u548c\u201c\u7406\u89e3\u95e8\u69db\u8de8\u8d8a\u201d\u7684\u53cc\u91cd\u521a\u6027\u9700\u6c42\u3002\u4ea7\u54c1\u5728\u529f\u80fd\u5806\u53e0\u4e0a\u8f83\u4e3a\u9762\u9762\u4ff1\u5230\uff1a\u652f\u6301\u4e03\u79cd\u683c\u5f0f\u3001\u7ae0\u8282\u7ffb\u8bd1\u3001\u4e0a\u4e0b\u6587\u95ee\u7b54\uff0c\u751a\u81f3\u5728\u56de\u7b54\u4e2d\u6807\u6ce8\u5f15\u7528\u6765\u6e90\u2014\u2014\u8fd9\u76f8\u6bd4\u4e00\u4e2a\u72ec\u7acb\u7684ChatGPT\u201c\u6cdb\u7b54\u201d\u6709\u660e\u663e\u8fdb\u6b65\uff0c\u56e0\u4e3a\u9605\u8bfb\u573a\u666f\u4e0b\u201c\u7cbe\u786e\u5f15\u7528\u201d\u6bd4\u201c\u80e1\u8bcc\u201d\u91cd\u8981\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\u201cAI\u7684\u8fb9\u754c\u611f\u201d\u3002\u7528\u6237\u8bc4\u8bba\u91cc\u5df2\u7ecf\u6709\u4eba\u5bdf\u89c9\u5230\uff1a\u7ffb\u8bd1\u4f1a\u4e0d\u4f1a\u78e8\u5e73\u4f5c\u8005\u98ce\u683c\uff1f\u95ee\u7b54\u662f\u5426\u771f\u7684\u53ea\u9650\u5f53\u524d\u4e66\uff1f\u8fd9\u4e9b\u90fd\u662fAI\u5728\u9605\u8bfb\u573a\u666f\u4e0b\u7684\u201c\u81f4\u547d\u8106\u70b9\u201d\u3002\u5982\u679c\u7528\u6237\u95ee\u4e00\u53e5\u201c\u4e3b\u89d2\u7684\u540d\u5b57\u662f\u4ec0\u4e48\u201d\uff0cAI\u7ed9\u51fa\u6b63\u786e\u5f15\u7528\u662f\u52a0\u5206\uff1b\u4f46\u5982\u679c\u95ee\u201c\u4f60\u89c9\u5f97\u8fd9\u672c\u4e66\u548c\u300a\u4e09\u4f53\u300b\u8c01\u66f4\u597d\uff1f\u201d\uff0cAI\u4e00\u65e6\u5f00\u59cb\u81ea\u7531\u53d1\u6325\uff0c\u9605\u8bfb\u7684\u6c89\u6d78\u611f\u7acb\u523b\u5d29\u584c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u4ea7\u54c1\u660e\u786e\u9762\u5411\u4e2a\u4eba\u7528\u6237\uff0c\u6ca1\u6709\u8d70\u56e2\u961f\u534f\u4f5c\u8def\u5f84\uff0c\u8fd9\u65e2\u662f\u514b\u5236\u4e5f\u662f\u514b\u5236\u3002\u95ee\u9898\u5728\u4e8e\uff1aAI\u7ffb\u8bd1\u548c\u63a8\u7406\u7684API\u6bcf\u6b21\u8c03\u7528\u90fd\u6709\u6210\u672c\uff0c109\u7968\u7684\u4f17\u7b79\u7ea7\u70ed\u5ea6\u5f88\u96be\u6491\u8d77\u957f\u671f\u8fd0\u8425\u3002\u66f4\u503c\u5f97\u601d\u8003\u7684\u662f\uff0c\u662f\u5426\u771f\u7684\u6709\u4eba\u4f1a\u56e0\u4e3a\u201cTTS\u8bed\u97f3\u81ea\u7136\u201d\u6216\u201c\u5185\u7f6eAI\u95ee\u7b54\u201d\u5c31\u653e\u5f03Apple Books\u3001Kindle\u7b49\u62e5\u6709\u6210\u719f\u751f\u6001\u548c\u540c\u6b65\u4f53\u9a8c\u7684\u7ade\u54c1\uff1f\u7b54\u6848\u53ef\u80fd\u53d6\u51b3\u4e8e\uff1a\u5feb\u611f\u662f\u5426\u80fd\u8986\u76d6\u8fc1\u79fb\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u9510\u8bc4\uff1aAI\u8ba9\u8bfb\u201c\u96be\u4e66\u201d\u7684\u5927\u95e8\u5f00\u4e86\u6761\u7f1d\uff0c\u4f46\u95e8\u69db\u4f9d\u7136\u5728\u201c\u4e66\u201d\u672c\u8eab\u2014\u2014\u4f60\u7684PDF\u8981\u662f\u626b\u63cf\u4ef6\uff0c\u6216\u4f5c\u8005\u98ce\u683c\u50cf\u4e54\u4f0a\u65af\uff0cAI\u518d\u5f3a\u4e5f\u5e2e\u4e0d\u4e86\u4f60\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\">Reader Alive<\/span>\n <\/div>\n<div class=\"comment-content\">Reader Alive is an AI ebook reader for iPhone and iPad. Import EPUB, PDF, AZW3, and MOBI, then translate chapters, listen with natural text-to-speech, summarize dense sections, and ask questions grounded in the book.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this. I’ve been searching for a competent ebook reader. Is it possible to ask it about a word you don’t know? And are you planning a Google Play launch eventually?<\/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\/@joseph_fattal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joseph_fattal<\/a> Yes, will consider android as 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\">\n<p>Hi Phil! the missing ebook feature! when you ask a question, does it answer from this book only or pull from wider AI knowledge? those go very different places fast. how do you handle translation that flattens the author’s voice? this seems great, though as an Android user I’ll keep an eye out for when it lands in the Play store! congratulations on shipping and good luck \ud83d\ude42<\/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\">Hi Product Hunt,<\/p>\n<p>I built Reader Alive for the kind of reading that usually makes people leave the reader: foreign-language books, dense nonfiction, long PDFs, and technical material.<\/p>\n<p>The app supports EPUB, PDF, AZW3, and MOBI on iPhone and iPad. Inside the reader you can translate selected text or full chapters, listen with natural text-to-speech, generate summaries, and ask questions grounded in the book content.<\/p>\n<p>I would love feedback on three things:<br \/>\n1. Does the import and reading experience feel calm enough to use every day?<br \/>\n2. Does AI help inside the reader feel more useful than switching to a separate chatbot?<br \/>\n3. What book format or reading workflow should be improved first?<\/p>\n<p>Thanks for taking a look.<\/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\">How does your \u201cask questions grounded in the book\u201d capability work in practice\u2014do you provide quotes\/page anchors or other ways for the reader to verify answers, and how do you handle ambiguity or reduce hallucinations on long PDFs?<\/div>\n<div class=\"comment-actions\">\n<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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Yes, you can try it out. There are quote marks in the AI answers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>what types of books does it help with? for example can i use books i have downloaded from amazon? do they need to be in specific format?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This could be an excellent tool helping people learn or improve in a foreign language.<\/p>\n<p>Is this also one of your goals?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myrto_skourletou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myrto_skourletou<\/a> Exactly. It is made for myself from the beginning. Thanks to Deepseek V4 Flash, the whole chapter translation becomes cost efficient.<\/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 kind of teams are seeing the most value from 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> it’s for individual obviously<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/RPYOXDIHCLUBYV\" class=\"app-title\">buildpipe<\/a><\/p>\n<div class=\"one-liner\">Compose, run and automate multi step AI developer workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>buildpipe\u662f\u4e00\u6b3e\u672c\u5730\u4f18\u5148\u7684\u591a\u6b65\u9aa4AI\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u684c\u9762\u5e94\u7528\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u7f16\u5199YAML\u6216\u4f9d\u8d56\u4e91\u7aef\u670d\u52a1\uff0c\u5373\u53ef\u901a\u8fc7\u53ef\u89c6\u5316\u65b9\u5f0f\u5c06Shell\u547d\u4ee4\u3001AI\u8c03\u7528\u3001HTTP\u8bf7\u6c42\u548c\u6587\u4ef6\u64cd\u4f5c\u7f16\u6392\u6210\u53ef\u590d\u7528\u7684\u7ba1\u9053\uff0c\u5e76\u901a\u8fc7\u5b9a\u65f6\u3001\u6587\u4ef6\u53d8\u66f4\u6216Webhook\u89e6\u53d1\u6267\u884c\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\/aa403be4-853b-4213-81d8-32bf0ab59414.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\/f4920065-cfd9-4dfc-9573-850b91e5cf34.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\/2e781fd0-d465-4668-855c-3c39b3648e4e.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\/b8be2d97-e402-4f9f-97a4-9dd2521682c7.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\/d15d8885-7b8f-4e72-9da6-1106b7c387f6.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\/fe1441b1-a212-45a2-bd26-03bc2ee3fd08.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\/8aca21ef-d6d9-4848-a57a-40ff8dc7544f.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7ba1\u9053\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Zapier\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/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\u672c\u5730\u6027\u80fd\u9700\u6c42\uff08\u65e0\u9700\u9ad8\u914d\uff09\u3001\u5de5\u4f5c\u6d41\u5ba1\u6279\u8282\u70b9\u7f3a\u5931\u3001\u8fd0\u884c\u5386\u53f2\u53ef\u641c\u7d22\u6027\u3001\u51ed\u8bc1\u5b89\u5168\u4e0eOAuth\u652f\u6301\u3001AI\u6b65\u9aa4\u7684\u975e\u786e\u5b9a\u6027\u5904\u7406\uff08\u5efa\u8bae\u5b9a\u4e49JSON\u8f93\u51fa\u4e0e\u7f6e\u4fe1\u5ea6\uff09\uff0c\u4ee5\u53ca\u4e8c\u8fdb\u5236\u6587\u4ef6\u7ba1\u9053\u4e0e\u8d44\u4ea7\u5de5\u4f5c\u6d41\u9002\u914d\u6027\u3002\u5f00\u53d1\u8005\u8ba1\u5212\u8def\u7ebf\u56fe\u589e\u52a0\u5ba1\u6279\u53caOAuth\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 buildpipe\u8bd5\u56fe\u89e3\u51b3\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u75db\u70b9\u2014\u2014\u5f00\u53d1\u8005\u5bf9\u4e34\u65f6\u811a\u672c\u7684\u4f9d\u8d56\u548c\u9057\u5fd8\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u201d\uff0c\u800c\u5728\u4e8e\u201c\u672c\u5730\u4f18\u5148\u201d+\u201c\u53ef\u89c6\u5316\u7f16\u6392\u201d\u7684\u7ec4\u5408\u62f3\u3002\u5728n8n\u3001Zapier\u7b49\u4e91\u7aef\u5de5\u5177\u8ba9\u6570\u636e\u6d41\u7ecf\u4ed6\u4eba\u670d\u52a1\u5668\u65f6\uff0cbuildpipe\u9009\u62e9\u8ba9\u4e00\u5207\u7559\u5728\u672c\u5730\uff0c\u8fd9\u65e2\u662f\u6280\u672f\u4e0a\u7684\u786c\u6838\u9009\u62e9\uff0c\u4e5f\u662f\u9690\u79c1\u5408\u89c4\u7684\u806a\u660e\u62bc\u6ce8\u3002\u7136\u800c\uff0cv1\u7248\u672c\u7684\u7f3a\u5931\u76f8\u5f53\u660e\u663e\uff1a\u65e0OAuth\u652f\u6301\u3001\u65e0\u5ba1\u6279\u8282\u70b9\u3001\u65e0\u539f\u751fAI\u6a21\u578b\u652f\u6301\uff08\u4f9d\u8d56\u5916\u90e8API\uff09\uff0c\u8fd9\u5bfc\u81f4\u5176\u201cAI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\u201d\u7684\u5ba3\u79f0\u66f4\u50cf\u662f\u4e00\u4e2a\u534a\u6210\u54c1\u2014\u2014\u4f60\u4f9d\u7136\u9700\u8981\u5c06API\u5bc6\u94a5\u4ea4\u7ed9\u5916\u90e8\u5927\u6a21\u578b\u4f9b\u5e94\u5546\uff0c\u800c\u975e\u771f\u6b63\u5b9e\u73b0\u672c\u5730\u63a8\u7406\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5bf9\u4e8e\u5f00\u53d1\u8005\u800c\u8a00\uff0cShell\u811a\u672c\u548cMakefile\u7684\u7f16\u7a0b\u7075\u6d3b\u5ea6\u8fdc\u9ad8\u4e8e\u53ef\u89c6\u5316\u7ba1\u9053\uff0cbuildpipe\u771f\u6b63\u9762\u5bf9\u7684\u5bf9\u624b\u4e0d\u662fZapier\uff0c\u800c\u662f\u5f00\u53d1\u8005\u6839\u6df1\u8482\u56fa\u7684\u201c\u5199\u811a\u672c\u201d\u4e60\u60ef\u3002\u5b83\u7684\u751f\u5b58\u7a7a\u95f4\u5728\u4e8e\uff1a\u90a3\u4e9b\u9700\u8981\u9891\u7e41\u4fee\u6539\u3001\u8de8\u6b65\u9aa4\u8c03\u8bd5\u3001\u4e14\u5e0c\u671b\u6709UI\u56de\u6eaf\u5386\u53f2\u7684\u5de5\u4f5c\u6d41\u573a\u666f\u3002\u4f46\u5982\u679c\u4e0d\u80fd\u89e3\u51b3AI\u6b65\u9aa4\u7684\u975e\u786e\u5b9a\u6027\u4e0e\u53ef\u8c03\u8bd5\u6027\u95ee\u9898\uff0c\u5355\u51ed\u201c\u672c\u5730JSON\u65e5\u5fd7\u201d\u548c\u201c48\u4e2a\u6a21\u677f\u201d\u5f88\u96be\u5f62\u6210\u62a4\u57ce\u6cb3\u3002\u672a\u6765\u82e5\u5f00\u653e\u63d2\u4ef6\u7cfb\u7edf\u3001\u652f\u6301\u672c\u5730LLM\u8c03\u7528\u3001\u5e76\u5f3a\u5316\u6587\u4ef6\u8d44\u4ea7\u7ba1\u7406\uff08\u5982WOFF2\u8f93\u51fa\uff09\uff0c\u624d\u53ef\u80fd\u4ece\u201c\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u5de5\u5177\u201d\u3002\u5f53\u524d1.0.0\u7248\u672c\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u8d5b\u9053\u5360\u4f4d\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\">buildpipe<\/span>\n <\/div>\n<div class=\"comment-content\">A local-first pipeline automation app for developers powered by AI, running natively on your machine. Think of it as a local Zapier or n8n, built specifically for developers who want to chain shell commands, AI calls, HTTP requests, and file operations into reusable pipelines then trigger them on a schedule, on a file change, or via webhook.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, congrats on the launch! This might be a dumb question, but does a device need powerful specs to run your app locally?<\/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\/@haldavaroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haldavaroman<\/a> question is completely valid. Currently there is no support for local models so you do not need powerful specs. Just run it on a normal PC.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Multi-step AI workflows are powerful when they include clear checkpoints. Can a buildpipe workflow pause for approval before a step changes code, posts externally, or calls a paid API?<\/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\/@cyrus_elmtalab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyrus_elmtalab<\/a> great suggestions currently there is no approval process but I’ll add it to the roadmap. Thank you 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>hey buddy!<br \/>The idea looks very interesting for productivity.<\/p>\n<p>Just my concern for recurring workflows like Hacker News summaries or daily briefings, do you maintain a searchable history of previous runs?<br \/>For example, if I saw a story in the morning and later wanted to revisit the ai summary or outputs, having run history would be super useful. It is what we usually do.<\/p>\n<p>But at the same time, storing every pipeline output\/log long-term could also become a storage challenge locally specially for heavy AI workflows.<\/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\/@naresh_chandanbatve\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naresh_chandanbatve<\/a> great question…yes the logs are stored of each run under the .build-pipe folder in your user directory \ud83d\ude42<\/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\">A lot of automation effort gets stuck on auth and secrets: how do credentials work in practice (API keys, OAuth flows, rotation, per-project scoping), and what tradeoffs did you make versus hosted tools that can smooth OAuth but require sending data through their servers?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I have not added any auth flows yet. Your llm api keys are encrypted and stored locally. Adding auth flow to the app in the next version I didn’t feel it was a top req for v1. The goal was local pipes as a desktop app and I wanted to focus on that. <\/p>\n<\/p>\n<p>Thank you for the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 looks super clean. Love the direction you\u2019re taking with AI workflows \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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> thank you thank you <\/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 AI calls step in the pipeline is the one i’d want to understand better. chaining shell commands and HTTP requests is well-understood territory. adding AI calls introduces non-determinism into the pipeline which changes how you think about error handling and retry logic. if an AI step returns something unexpected does the pipeline fail, retry, or branch? and how do you define what unexpected means for a step that’s inherently probabilisti<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> I would define json outputs to everything so that you can measure with a field that there was a success in atleast processing the ai request. A score of confidence as well. It is upto you and how you decide to write your 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>Nice work keeping this local-first with encrypted keys, that’s the trade-off most pipeline tools skip. Good luck with 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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> thanks for the support \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\">Hey PH! \ud83d\udc4b I’m the maker of buildpipe, and I’m really excited to share this today.<\/p>\n<p>The idea came from a simple frustration: I kept writing the same throwaway shell scripts to chain together AI calls, HTTP requests and file operations then losing them, forgetting what they did and rewriting them from scratch. I wanted something visual, local, and fast. No YAML. No cloud account. No vendor lock-in.<\/p>\n<p>So I built buildpipe, a desktop app where you compose pipelines out of typed steps (shell commands, AI calls, HTTP requests, file ops, conditionals, loops, notifications) and wire them together by referencing outputs like {{step_id.output}}. Everything runs on your machine and stays there.<\/p>\n<p>A few things I’m particularly proud of:<br \/>\n\ud83d\udd01 **Triggers** \u2014 cron, file-watch, or webhook. Set it and forget it.<br \/>\n\u2726 **AI Build** \u2014 describe a pipeline in plain English and it scaffolds the steps for you.<br \/>\n\ud83d\udccb **48 templates** \u2014 from daily standups to Docker health checks, ready to clone.<br \/>\n\ud83d\udd12 **Privacy-first** \u2014 no telemetry, no accounts, API keys encrypted.<\/p>\n<p>I’d love to hear what workflows you’d automate first. And if anything feels broken or missing, please tell me. This is v1.0.0 and I’m all ears. \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>The file-watch trigger is interesting \u2014 curious whether buildpipe can handle asset pipelines where the output is binary files rather than code. For instance, running a font build step that produces WOFF2 files and then pushing them to a CDN as a chained step. Is the pipeline model flexible enough for arbitrary file artifact workflows, or is it currently more focused on shell\/AI\/HTTP 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<\/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\/QEVQT23QAVRUFN\" class=\"app-title\">motionvid.ai<\/a><\/p>\n<div class=\"one-liner\">Your AI Motion & Video Editor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>motionvid.ai \u662f\u4e00\u6b3e AI \u9a71\u52a8\u7684\u8fd0\u52a8\u56fe\u5f62\u4e0e\u89c6\u9891\u7f16\u8f91\u5668\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u8bbe\u8ba1\u6280\u80fd\uff0c\u51e0\u5206\u949f\u5185\u5373\u53ef\u751f\u6210\u5e26\u65c1\u767d\u548c\u97f3\u4e50\u7684\u89c6\u9891\uff0c\u89e3\u51b3\u89c6\u9891\u5236\u4f5c\u4e2d\u526a\u8f91\u3001\u8282\u594f\u628a\u63a7\u548c\u52a8\u753b\u5408\u6210\u7684\u8017\u65f6\u75db\u70b9\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\/46a7c754-9bce-4ec1-a22a-7743d3982da8.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=dGIyp1Btav4&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=dGIyp1Btav4&feature=youtu.be\" 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\/74fede81-7a9d-467d-88b2-78dde3e7ff46.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\/b9c6ab06-9f2f-4162-99b3-c919919c6284.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\/049dd6f6-f2e4-4325-a423-469c9045102c.jpeg?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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u56fe\u5f62<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">Miltos\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u8282\u594f\u611f\u77e5<\/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\u5173\u6ce8\u4e0ePremiere\u7b49\u4f20\u7edf\u8f6f\u4ef6\u7684\u4ea4\u63a5\uff08\u80fd\u5426\u5bfc\u51fa\u540e\u5fae\u8c03\uff09\u3001\u98ce\u683c\u4e00\u81f4\u6027\uff08\u591a\u5c3a\u5bf8\u80fd\u5426\u7edf\u4e00\uff09\u3001\u81ea\u5b9a\u4e49\u97f3\u4e50\u53ca\u4e0a\u4f20\u53c2\u8003\u56fe\u50cf\u7684\u80fd\u529b\u3002\u6838\u5fc3\u7591\u8651\u5728\u4e8e\u201c\u7eaf\u6587\u672c\u63cf\u8ff0\u201d\u5bf9\u98ce\u683c\u548c\u8bed\u6c14\u7684\u63a7\u5236\u7cbe\u7ec6\u5ea6\u662f\u5426\u8db3\u591f\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 \u5fc5\u987b\u627f\u8ba4\uff0cmotionvid.ai \u627e\u51c6\u4e86\u526a\u8f91\u6d41\u7a0b\u4e2d\u6700\u67af\u71e5\u7684\u73af\u8282\u2014\u2014\u8282\u594f\u5339\u914d\u548c\u955c\u5934\u62fc\u63a5\u3002\u5176\u81ea\u7814\u7684\u201cMiltos 5.0\u201d\u6a21\u578b\u5f3a\u8c03\u201c\u7406\u89e3\u65f6\u95f4\u548c\u77e5\u9053\u54ea\u91cc\u8be5\u526a\u201d\uff0c\u8fd9\u6bd4\u90a3\u4e9b\u53ea\u4f1a\u751f\u6210\u4f4e\u6548\u77ed\u89c6\u9891\u7684AI\u5de5\u5177\u66f4\u61c2\u4e13\u4e1a\u521b\u4f5c\u8005\u7684\u75db\u70b9\u3002\u7136\u800c\uff0c98\u7968\u7684\u51b7\u6e05\u5f00\u5c40\uff0c\u4ee5\u53ca\u8bc4\u8bba\u533a\u6e05\u4e00\u8272\u6765\u81ea\u521b\u59cb\u4eba\u7684\u81ea\u95ee\u81ea\u7b54\u548c\u7c89\u4e1d\u5f0f\u63d0\u95ee\uff0c\u66b4\u9732\u51fa\u8fd9\u662f\u5178\u578b\u7684\u201c\u6280\u80fd\u5bfc\u5411\u578b\u201d\u4ea7\u54c1\uff0c\u7f3a\u5c11\u771f\u5b9e\u6076\u52a3\u573a\u666f\u7684\u538b\u529b\u6d4b\u8bd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u95ee\u9898\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u626e\u6f14\u201c\u81ea\u52a8\u526a\u8f91\u5e08\u201d\u7684\u89d2\u8272\uff0c\u5374\u5ffd\u89c6\u4e86\u526a\u8f91\u662f\u4e00\u95e8\u201c\u9009\u62e9\u201d\u7684\u827a\u672f\u3002\u7528\u6237\u8ffd\u95ee\u7684\u201c\u80fd\u5426\u5728Premiere\u4e2d\u5fae\u8c03\u201d\u3001\u201c\u80fd\u5426\u4fdd\u6301\u54c1\u724c\u98ce\u683c\u4e00\u81f4\u6027\u201d\uff0c\u76f4\u6307AI\u89c6\u9891\u5de5\u5177\u7684\u6838\u5fc3\u786c\u4f24\uff1a\u81ea\u52a8\u5316\u8f93\u51fa\u4e0e\u53ef\u63a7\u7cbe\u4fee\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5982\u679c\u6bcf\u6b21\u8f93\u51fa\u90fd\u662f\u4e00\u6b21\u72ec\u7acb\u7684\u201c\u9ed1\u76d2\u201d\u751f\u6210\uff0c\u65e0\u6cd5\u5bfc\u51fa\u53ef\u7f16\u8f91\u7684\u5de5\u7a0b\u6587\u4ef6\uff0c\u4ec5\u9760\u6d4f\u89c8\u5668\u7684\u201c\u8c03\u6574\u201d\u529f\u80fd\uff0c\u90a3\u5b83\u53ea\u4f1a\u662fAfter Effects\u7684\u5ec9\u4ef7\u5e73\u66ff\uff0c\u800c\u975e\u98a0\u8986\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u4e8e\u8425\u9500\u56e2\u961f\u800c\u8a00\uff0c\u4e00\u4e2a\u4e0d\u80fd\u7edf\u4e00\u7ba1\u7406\u89c6\u89c9\u8d44\u4ea7\u7684AI\u7f16\u8f91\u5668\uff0c\u6ce8\u5b9a\u53ea\u80fd\u505a\u5feb\u901f\u51fa\u7247\u7684\u4e00\u6b21\u6027\u751f\u610f\u3002\u5b83\u5728\u89e3\u51b3\u201c\u6548\u7387\u201d\u95ee\u9898\u7684\u540c\u65f6\uff0c\u5236\u9020\u4e86\u201c\u63a7\u5236\u6743\u201d\u7684\u7126\u8651\u3002\u5efa\u8bae\u56e2\u961f\u805a\u7126\u4e8e\u201c\u98ce\u683c\u9501\u5b9a\u201d\u548c\u201c\u591a\u5c3a\u5bf8\u81ea\u9002\u5e94\u201d\u8fd9\u4e24\u4e2a\u9ad8\u9891\u9700\u6c42\uff0c\u800c\u975e\u70ab\u8000\u6a21\u578b\u7684\u201c\u667a\u80fd\u201d\u3002\u5426\u5219\uff0c\u5373\u4fbf\u5439\u5f97\u5929\u82b1\u4e71\u5760\uff0c\u5b83\u4e5f\u4e0d\u8fc7\u662f\u526a\u8f91\u5e08\u8349\u7a3f\u7bb1\u91cc\u4e00\u4e2a\u6619\u82b1\u4e00\u73b0\u7684\u73a9\u5177\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\">motionvid.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Your AI Motion & Video Editor Generate animated videos with narration and music in minutes \u2014 no design skills needed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is honestly exactly what I have been looking for. I spend hours in After Effects and Premiere Pro tweaking motion graphics and trying to get the pacing right. Hearing that Miltos 5.0 understands timing and knows where to cut is a massive deal for my workflow.<\/p>\n<p>I already use AI tools for generating assets and conceptualizing 3D stuff so having an editor that handles the heavy lifting for animation right in the browser is huge. I do a lot of projects with upbeat funk and pop aesthetics so I am super excited to see how the motion model handles those vibes. Definitely giving this a try today.<\/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\">Hey Product Hunt,<\/p>\n<p>I am super excited to announce two launches today: Miltos 5.0, the most advanced video model we’ve shipped, and the Motionvid AI Editor, the workspace we built around it.<\/p>\n<p>I’ve been making videos for years, and the part that always slowed me down wasn’t shooting or ideas, it was the hours of pulling clips together, cutting for pace, hunting for the right moments. <\/p>\n<p>Motionvid started as a tool I needed for myself. <\/p>\n<p>Miltos is the model that powers it.<\/p>\n<p>With 5.0, the model got noticeably better at the things that actually matter when you’re editing: timing, motion, knowing where to cut, picking the moments that hook. The new editor puts all of that in one place so you can guide it, tweak it, and finish a full video without leaving the tab.<\/p>\n<p>What’s new in this release:<\/p>\n<p>Miltos 5.0 – Our most advanced motion graphics modal.<br \/>\nMotionvid Editor – Your autonomous editing experience.<br \/>\nCustom Editing – Custom editing experience to refine your video.<\/p>\n<p>Built with Anatoly, Nick and the team. We’d love your feedback, especially the parts that don’t work yet. If something feels off, tell us.<\/p>\n<p>Thanks for checking it out.<\/p>\n<p>Kay<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@justkay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@justkay<\/a> Hey Kay, what about custom music? and most importantly the video in your gallery, is it by motionvid?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 is the hand off to NLEs like Premiere – any ability to tweak and find tune after export? Is overlaying on other video possible?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>AI video editors are getting crowded, so the workflow details matter. For marketing teams, can motionvid keep one campaign style consistent across multiple aspect ratios and short variants, or is each output edited as a separate video?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Yeah wow this is really cool I spent ages looking for something like this at one point<\/p>\n<p>One thing – can you upload images that represent a style of video<br \/>\nBecause one thing I always thought would be cool Is uploading references from creators you like to make content like them.<\/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>How much control do you have over the style and tone? “Describe in plain words” can mean very different things depending on whether you need something polished for a school presentation vs something punchy for social. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/HP33TBMZS4ERZK\" class=\"app-title\">Zero Assist<\/a><\/p>\n<div class=\"one-liner\">Real-time AI cheating detection for technical interviews<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">97<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Zero Assist\u662f\u4e00\u6b3e\u5b9e\u65f6AI\u4f5c\u5f0a\u68c0\u6d4b\u5de5\u5177\uff0c\u7528\u4e8e\u8fdc\u7a0b\u6280\u672f\u9762\u8bd5\u573a\u666f\uff0c\u901a\u8fc7\u76d1\u63a7\u5019\u9009\u4eba\u7684\u64cd\u4f5c\u7cfb\u7edf\u8fdb\u7a0b\uff0c\u68c0\u6d4bParakeet AI\u3001Final Round AI\u7b4920\u591a\u79cd\u9690\u85cf\u5f0fAI\u4f5c\u5f0a\u5de5\u5177\uff0c\u5e2e\u52a9\u62db\u8058\u65b9\u89c4\u907f\u57fa\u4e8eAI\u4f2a\u9020\u80fd\u529b\u505a\u51fa\u7684\u9519\u8bef\u8058\u7528\u51b3\u7b56\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\/d92e0b58-7d72-4c71-8841-7af79056003e.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\/2d5fdb6f-bfeb-480b-b7da-2e97b747a852.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\/33a561df-826d-4940-92b0-45e9e0904845.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\/a813b576-8247-49f0-af59-0b56377b1887.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/3NBFJA2A8Ws?si=amExXlrp5q0Tg_Nn\"><source src=\"https:\/\/youtu.be\/3NBFJA2A8Ws?si=amExXlrp5q0Tg_Nn\" 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\">Hiring<\/span><br \/>\n <span class=\"tag\">Remote Work<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4f5c\u5f0a\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u9762\u8bd5\u76d1\u8003<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u62db\u8058<\/span><br \/>\n <span class=\"tag\">OS\u7ea7\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u9632\u4f2a<\/span><br \/>\n <span class=\"tag\">\u4eba\u529b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8fc7\u7a0b\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u53cd\u6b3a\u8bc8<\/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\u4e24\u5927\u6838\u5fc3\u95ee\u9898\uff1a\u4e00\u662f\u6cd5\u5f8b\u5408\u89c4\u6027\uff0c\u8d28\u7591\u201c\u9759\u9ed8\u90e8\u7f72\u201d\u662f\u5426\u4f1a\u672a\u7ecf\u540c\u610f\u76d1\u63a7\u5019\u9009\u4eba\uff0c\u5236\u9020\u8005\u56de\u5e94\u9700\u660e\u786e\u540c\u610f\u4e14\u53ea\u76d1\u63a7\u8fdb\u7a0b\u975e\u5c4f\u5e55\uff1b\u4e8c\u662f\u8bef\u62a5\u7387\uff0c\u62c5\u5fc3Copilot\u7b49\u5408\u6cd5\u5de5\u5177\u88ab\u8bef\u5224\uff0c\u5b98\u65b9\u79f0\u68c0\u6d4b\u76ee\u6807\u662f\u9690\u85cf\u8986\u76d6\u5c42\u7684\u201c\u7279\u5b9a\u6280\u672f\u6307\u7eb9\u201d\uff0c\u652f\u6301\u5b9e\u65f6\u767d\u540d\u5355\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 Zero Assist\u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u5feb\u901f\u81a8\u80c0\u7684\u75db\u70b9\uff1a\u8fdc\u7a0b\u6280\u672f\u9762\u8bd5\u4e2d\u7684AI\u8f85\u52a9\u4f5c\u5f0a\u5df2\u7ecf\u4e0d\u518d\u662f\u201c\u5077\u770b\u4e00\u773c\u5c0f\u6284\u201d\uff0c\u800c\u662f\u5f62\u6210\u4e86\u4ee5Parakeet AI\u3001Final Round AI\u4e3a\u4ee3\u8868\u7684\u201c\u94a2\u76d4\u884c\u4e1a\u201d\u3002\u8fd9\u7c7b\u5de5\u5177\u80fd\u591f\u7ed5\u8fc7\u4f20\u7edf\u5c4f\u5e55\u5171\u4eab\uff0c\u7528GPU\u8986\u76d6\u5c42\u9690\u85cf\u7b54\u6848\u6295\u5c04\uff0c\u8ba9\u9762\u8bd5\u5b98\u5b8c\u5168\u65e0\u4ece\u5bdf\u89c9\u3002\u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cZero Assist\u63d0\u4f9b\u7684OS\u7ea7\u8fdb\u7a0b\u76d1\u63a7\uff0c\u6bd4\u201c\u773c\u795e\u8ffd\u8e2a\u201d\u548c\u201c\u4e8b\u540e\u770b\u56de\u653e\u201d\u66f4\u8d34\u8fd1\u4f5c\u5f0a\u884c\u4e3a\u7684\u7269\u7406\u672c\u6027\u2014\u2014\u65e0\u8bbaAI\u53d8\u5f97\u591a\u806a\u660e\uff0c\u5b83\u7ec8\u7a76\u8981\u4f5c\u4e3a\u4e00\u4e2a\u9690\u853d\u7684\u8fdb\u7a0b\u8fd0\u884c\u5728\u5019\u9009\u4eba\u7684\u673a\u5668\u4e0a\u3002\u8fd9\u79cd\u201c\u68c0\u6d4b\u6267\u884c\u8fc7\u7a0b\u201d\u800c\u975e\u201c\u63e3\u6d4b\u884c\u4e3a\u610f\u56fe\u201d\u7684\u601d\u8def\uff0c\u662f\u5176\u6838\u5fc3\u5dee\u5f02\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\u662f\u6cd5\u5f8b\u7070\u8272\u5730\u5e26\uff1a\u5373\u4fbf\u5f97\u5230\u77e5\u60c5\u540c\u610f\uff0c\u5728\u9762\u8bd5\u573a\u666f\u4e2d\u8981\u6c42\u5019\u9009\u4eba\u5b89\u88c5\u76d1\u63a7\u8f6f\u4ef6\uff0c\u4f9d\u7136\u5b58\u5728\u56e0\u5730\u57df\u6cd5\u5f8b\u4e0d\u540c\u5bfc\u81f4\u7684\u4e0d\u5408\u89c4\u98ce\u9669\uff0c\u5c24\u5176\u5728\u6b27\u76dfGDPR\u6216\u52a0\u5ddeCCPA\u4e0b\uff0c\u9690\u79c1\u6743\u7684\u6297\u8fa9\u53ef\u80fd\u76f4\u63a5\u8ba9\u4ea7\u54c1\u4e0d\u53ef\u7528\u3002\u5176\u6b21\u662f\u5546\u4e1a\u6a21\u5f0f\u7684\u4fe1\u4efb\u56f0\u5883\uff1a\u62db\u8058\u65b9\u613f\u610f\u4ed8\u94b1\u7684\u52a8\u673a\u662f\u201c\u6293\u51fa\u4f5c\u5f0a\u8005\u201d\uff0c\u800c\u4e00\u65e6\u4ea7\u54c1\u6f0f\u62a5\uff08\u5047\u9634\u6027\uff09\uff0c\u4ed6\u4eec\u4f1a\u8ba4\u4e3a\u5de5\u5177\u65e0\u6548\uff1b\u4e00\u65e6\u8bef\u62a5\uff08\u5047\u9633\u6027\uff09\uff0c\u5219\u53ef\u80fd\u5f15\u53d1\u6cd5\u5f8b\u7ea0\u7eb7\u6216\u6bc1\u6389\u4e00\u4e2a\u771f\u5b9e\u5019\u9009\u4eba\u7684\u673a\u4f1a\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u201c\u68c0\u6d4b\u7279\u5b9a\u6280\u672f\u6307\u7eb9\u201d\uff0c\u4f46\u8fd9\u5957\u6307\u7eb9\u5e93\u80fd\u8986\u76d6\u591a\u5c11\u5de5\u5177\uff1f\u66f4\u65b0\u901f\u5ea6\u80fd\u5426\u8ddf\u4e0a\u4f5c\u5f0a\u5de5\u5177\u7684\u8fed\u4ee3\uff1f\u8fd9\u4e9b\u624d\u662f\u7528\u6237\u771f\u6b63\u4f1a\u638f\u94b1\u7684\u51b3\u5b9a\u6027\u56e0\u7d20\u3002\u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u201c\u5175\u6765\u5c06\u6321\u201d\u578b\u7684\u4ea7\u54c1\uff0cAI\u4f5c\u5f0a\u5de5\u5177\u5347\u7ea7\u4e00\u6b65\uff0c\u5b83\u5c31\u5f97\u7d27\u8ddf\u7740\u5347\u7ea7\u4e00\u6b65\uff0c\u5426\u5219\u4ef7\u503c\u5f52\u96f6\u3002\u77ed\u671f\u6709\u4ef7\u503c\uff0c\u957f\u671f\u770b\uff0c\u76d1\u7ba1\u548c\u6280\u672f\u7684\u53cc\u91cd\u535a\u5f08\u624d\u662f\u771f\u6b63\u7684\u8d5b\u573a\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\">Zero Assist<\/span>\n <\/div>\n<div class=\"comment-content\">Detect Parakeet AI, Final Round AI, Cluely & 20+ AI cheating tools in real time. Secure your remote technical interviews with Zero Assist.Zero Assist is a forensic-grade interview monitor that detects AI cheating tools like ChatGPT, Parakeet AI, and Copilot in real time. Deploy a silent agent and get instant alerts on your dashboard if candidates use unauthorized AI assistance.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the silent agent deployment is the part i’d want to understand from a legal and consent standpoint. depending on jurisdiction, installing monitoring software on a candidate’s machine during an interview has compliance implications that vary pretty significantly. does Zero Assist require explicit candidate consent before deployment and how are you thinking about the liability if a candidate later claims unauthorized monitoring? that’s not a hypothetical question in 2026, it’s already happening in employment law<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> That’s the great question and something we take incredibly seriously, especially given the strictness of modern law .<br \/>To clarify: Zero assist is never deployed silently without the candidate’s knowledge. The monitoring is what is happening silently during the interview, so as not to distract the candidate with any pop-ups, but the deployment itself requires explicit informed consent.<br \/>We have Explicit Upfront opt-in consent — the agent physically cannot run until they explicitly click accept and continue <br \/>We are logging a forensic audit trail of the consnet <br \/>And we are having a data retention policy period…<br \/>Unlike the legacy proctoring tool, we are not recording screen, webcam footage, and personal files …<\/p>\n<p>We built this to protect both the integrity of the hiring company and the privacy of the candidate. If you have any other questions about the architecture, I’d be happy to dive deeper!<\/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>We are currently witnessing a massive arms race in remote tech hiring. A year ago, cheating meant a candidate looking down at their phone or having a hidden browser tab open.<\/p>\n<p>Today, it is a completely different landscape. There is an entire industry of “Stealth AI” tools (like Parakeet AI, Final Round AI, and Cluely) specifically engineered to defeat traditional video interviews and screen sharing. These tools intercept system audio, transcribe the interviewer’s questions in real-time, and project the exact code or answers onto the candidate’s screen using invisible GPU overlays that standard screen-sharing software physically cannot see.<\/p>\n<p>The cost of this is staggering. Companies are making $150k+ hiring decisions based on AI-generated performance, leading to massive sunk costs in onboarding and immediate productivity bottlenecks. Even worse, brilliant, honest candidates are losing out on jobs to people using software to fake their skills.<\/p>\n<p>We can’t rely on webcam “eye-tracking” or “gut feelings” anymore. I built Zero Assist because the only way to detect stealth AI is with forensic, OS-level monitoring. We have to restore integrity to the hiring process so that the best engineers win on merit, not on who has the most expensive hidden copilot<\/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>Hey Product Hunt! \ud83d\udc4b I’m Vaibhav, the maker of Zero Assist.<\/p>\n<p>Remote technical hiring is fundamentally broken right now. Candidates are increasingly using stealth AI tools like Parakeet AI, Final Round AI, and ChatGPT to pass interviews. Traditional screen sharing can’t detect audio-based whispers, hidden browser tabs, or GPU overlays.<\/p>\n<p>I built Zero Assist to fix this and restore integrity to remote hiring. It\u2019s a lightweight, forensic-grade agent that runs on the candidate’s machine during the interview and monitors OS-level processes.<\/p>\n<p>\u2728 Key Features:<\/p>\n<p>Real-Time Detection: Catches 20+ known AI cheating tools the moment they launch.<br \/>Silent & Seamless: Runs in the background with no intrusive pop-ups for the candidate.<br \/>Live Interviewer Dashboard: Instant alerts delivered via WebSockets (<500ms latency).<br \/>Deep Forensic Evidence: Post-session audit reports with exact timestamps and process metadata.<br \/>Privacy-First: Legal compliant. Exits cleanly after the session, leaving no persistent footprint.<br \/>Zero Assist empowers engineering and HR teams to make hiring decisions based on genuine ability, not AI assistance.<\/p>\n<p>I’d love to hear your feedback, answer any questions about how the detection works, or take feature requests below! \ud83d\udc47<\/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\/@vaibhav_devere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhav_devere<\/a> Congrats on the launch, Vaibhav. This feels like a timely product because remote hiring has quietly become harder to trust, especially in technical interviews where AI assistance can blur the line between real skill and generated answers.<\/p>\n<\/p>\n<p>What stands out is the focus on real-time detection instead of only reviewing interviews afterward. That gives hiring teams a clearer signal during the process itself, not days later. I can see this being genuinely useful for engineering teams trying to keep remote hiring fair without making interviews more intrusive for candidates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>just curious about privacy invasion with your product. <\/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\">When your agent flags something, how do you minimize false positives\u2014especially for legitimate tools engineers might have open (Copilot, IDE assistants, accessibility apps)\u2014and what does the \u201cevidence\u201d look like that an interviewer could confidently use in a dispute?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. Copilot, IDE assistants, accessibility apps \u2014 none of these use a capture-excluded always-on-top overlay. They’re normal visible windows. Our detection targets that very specific combination of flags, not just “any AI tool is running.”<\/p>\n<p>The evidence in the report is a timestamped log of exactly what was detected \u2014 process category, window flags, and time of detection. Factual, not interpretive. The hiring team decides what to do with 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love seeing products focused on improving interview integrity.<\/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\">@nithin_raju1 Thanks Nithin! It’s definitely becoming a critical issue in the industry, and we’re really passionate about leveling the playing field for genuine candidates.<\/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>Ohh yeah, the must needed one! Facing this problem in almost 60% of interviews where we can’t judge if the candidate is cheating or not. And the result, we waste our days, hours on interview rounds of irrelevant candidates who’re actually caught cheating in interviews. <br \/>Hopefully it helps now. Congrats on the launch team. 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great mission and concept! As mentioned the false positives is the big concern. Have you tried testing it with “generic” sounding interviews? ones that might be flagged as AI but aren’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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@joseph_fattal Yes Joseph \u2014 we’ve tested extensively across multiple platforms and generic interview setups. False positives are not something we’ve encountered in testing because our detection targets a very specific technical fingerprint, not answer quality or phrasing.<\/p>\n<p>But we also built for the edge case. If something does get flagged during a live session \u2014 say Zoom itself or any tool the interviewer recognises as legitimate \u2014 the interviewer can whitelist it on the spot in real time and continue. No disruption, no unfair flags stuck on a candidate’s report.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting problem to solve, but I’m curious about the flip side, as AI tools get better at mimicking “natural” behavior, how do you stay ahead without the detection itself becoming a false-positive machine that flags good candidates unfairly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@campixl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@campixl<\/a> Great point Camelia \u2014 but that\u2019s actually where we\u2019re fundamentally different from behaviour-based tools.<\/p>\n<p>We don\u2019t care how naturally the AI behaves. We don\u2019t watch typing speed, answer pacing, or eye movement at all.<\/p>\n<p>No matter how much these tools evolve, they still have to do two things \u2014 run on the machine and stay hidden from the interviewer. The moment they drop the overlay, they show up in screen share and the candidate is caught instantly. So the overlay isn\u2019t optional for them. It\u2019s structural. And that\u2019s exactly what we detect.<\/p>\n<\/p>\n<p>So the AI getting smarter at mimicking natural behaviour doesn\u2019t move the needle for us. The detection surface doesn\u2019t change.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Curious how it works in the background?<\/div>\n<div class=\"comment-actions\">\n<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\/@louislecat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louislecat<\/a> <strong> <\/strong>Great question! We specifically designed the architecture to be incredibly fast and lightweight without requiring invasive kernel-level drivers.<br \/>Zero Assist acts like a highly specialized digital security guard on the candidate’s computer. It constantly scans the background for unauthorized processes, screen overlays, and hidden browser tabs. If a known AI cheating tool is launched during the interview, the agent instantly beams a live alert directly to the interviewer’s dashboard in under half a second ..<\/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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6KHRSILQIS5A3F\" class=\"app-title\">DCP<\/a><\/p>\n<div class=\"one-liner\">Give your AI agents encrypted permission and keys<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DCP \u662f\u4e00\u6b3e\u672c\u5730\u52a0\u5bc6\u6743\u9650\u4fdd\u9669\u5e93\uff0c\u8ba9AI\u4ee3\u7406\u5728\u6267\u884c\u4ea4\u6613\u3001\u8c03\u7528API\u7b49\u654f\u611f\u64cd\u4f5c\u65f6\uff0c\u5fc5\u987b\u7ecf\u8fc7\u7528\u6237\u5ba1\u6279\u6388\u6743\uff0c\u5bc6\u94a5\u6c38\u4e0d\u6cc4\u9732\u7ed9\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u4ee3\u7406\u5b89\u5168\u4e0e\u8d44\u4ea7\u63a7\u5236\u7684\u6838\u5fc3\u77db\u76fe\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\/9e0eb0c8-25a4-4805-8d83-76f3e466e584.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\/46b26e5d-b44d-4b49-bef7-c8840a171a7e.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\/d8025751-f1e5-4e54-b4e6-e038ffc7d97d.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\/c61f5a94-2b9a-4923-a85a-a47579dbbe55.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\/aa2a3e48-943d-4fea-a27f-3a63a17d4952.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\/e8db2f4f-af97-4399-9f77-a014efa7fc1c.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\/5bdda267-9c11-4831-9b5c-63fc96e7148d.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\/bfb5ad38-e0d7-476d-bfe8-dc1332dd4827.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/784a1562a6d94ed88351ae8c58ceb5e3\"><source src=\"https:\/\/www.loom.com\/share\/784a1562a6d94ed88351ae8c58ceb5e3\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u52a0\u5bc6\u4fdd\u9669\u5e93<\/span><br \/>\n <span class=\"tag\">\u975e\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">\u5bc6\u94a5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP<\/span><br \/>\n <span class=\"tag\">Telegram\u5ba1\u6279<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u7b7e\u540d<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Web3<\/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\u5173\u6ce8\u201c\u4ee3\u7406\u5728\u8fdc\u7a0b\u670d\u52a1\u5668\u8fd0\u884c\u201d\u65f6\u7684\u90e8\u7f72\u6a21\u5f0f\u4e0e\u201c\u672c\u5730\u4fdd\u9669\u5e93\u201d\u7684\u77db\u76fe\u3002\u6838\u5fc3\u95ee\u9898\u5305\u62ec\uff1a\u80fd\u5426\u652f\u6301\u4e34\u65f6\/\u5b9a\u65f6\u8fc7\u671f\u5bc6\u94a5\u3001\u6bcf\u65e5\u9884\u7b97\u8017\u5c3d\u540e\u7684\u884c\u4e3a\u3002\u4e00\u6761\u8bc4\u8bba\u5c16\u9510\u5bf9\u6bd4\u4e86DCP\u4e0e\u4f20\u7edf\u5bc6\u94a5\u7ba1\u7406\u5668\uff08\u5982Vault\uff09\u53ca\u4ee3\u7406\u94b1\u5305\u65b9\u6848\u7684\u672c\u8d28\u5dee\u5f02\u3002\u53e6\u6709\u4e00\u540d\u7528\u6237\u53cd\u9988macOS\u5b89\u88c5\u65f6\u9047\u5230\u201c\u5e94\u7528\u5df2\u635f\u574f\u201d\u7684Gatekeeper\u95ee\u9898\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 DCP\u5207\u4e2d\u4e86\u4e00\u4e2a\u6b63\u5728\u88ab\u5ffd\u89c6\u4f46\u81f4\u547d\u7684\u75db\u70b9\uff1aAI\u4ee3\u7406\u7684\u6743\u9650\u5931\u63a7\u3002\u5f53\u4ee3\u7406\u4ece\u201c\u95ee\u7b54\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u6267\u884c\u5de5\u5177\u201d\uff0c\u5bc6\u94a5\u6cc4\u9732\u98ce\u9669\u6025\u5267\u653e\u5927\u3002DCP\u7684\u201c\u4ee3\u7406\u53ea\u8bf7\u6c42\u52a8\u4f5c\uff0c\u4e0d\u63a5\u89e6\u5bc6\u94a5\u201d\u8bbe\u8ba1\uff0c\u662f\u6bd4\u4f20\u7edf\u79d8\u5bc6\u7ba1\u7406\u5668\uff08\u5982HashiCorp Vault\uff09\u548c\u4ee3\u7406\u94b1\u5305\uff08\u5982Privy\uff09\u66f4\u6839\u672c\u7684\u89e3\u6cd5\u2014\u2014\u524d\u8005\u7ba1\u7684\u662f\u201c\u5b58\u50a8\u201d\uff0c\u540e\u8005\u7ba1\u7684\u662f\u201c\u8eab\u4efd\u201d\uff0c\u800cDCP\u7ba1\u7684\u662f\u201c\u6388\u6743\u77ac\u95f4\u201d\u3002\u5176\u672c\u5730\u7b7e\u540d+Telegram\u5ba1\u6279\u7684\u67b6\u6784\uff0c\u5728\u5b89\u5168\u4e0e\u6613\u7528\u95f4\u627e\u5230\u4e86\u5e73\u8861\u70b9\uff0c\u5c24\u5176\u5bf9\u4e8e\u4e2a\u4eba\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\uff0c\u662f\u95e8\u69db\u6781\u4f4e\u7684\u96f6\u4fe1\u4efb\u5b9e\u8df5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u4e0b\u6700\u5927\u7684\u9690\u5fe7\u5728\u4e8e\u90e8\u7f72\u6a21\u578b\u7684\u5c40\u9650\u6027\u3002\u793e\u533a\u5df2\u654f\u9510\u6307\u51fa\uff0c\u201c\u672c\u5730\u684c\u9762\u4fdd\u9669\u5e93\u201d\u4e0e\u201c\u4e91\u7aef\u8fd0\u884c\u4ee3\u7406\u201d\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u6027\u51b2\u7a81\u3002\u82e5\u65e0\u6cd5\u63d0\u4f9b\u5408\u7406\u7684\u5b88\u62a4\u8fdb\u7a0b\u6216\u4e2d\u7ee7\u6a21\u5f0f\uff0cDCP\u5c06\u5929\u7136\u5730\u5c4f\u853d\u6389\u670d\u52a1\u5668\u7aef\u548c\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u573a\u666f\uff0c\u800c\u8fd9\u6070\u6070\u662f\u4ee3\u7406\u6700\u6709\u4ef7\u503c\u3001\u6700\u9700\u8981\u5b89\u5168\u9632\u62a4\u7684\u6218\u573a\u3002\u6b64\u5916\uff0cmacOS\u7684Gatekeeper\u95ee\u9898\u66b4\u9732\u51fa\u4ea7\u54c1\u5c1a\u672a\u7ecf\u8fc7\u6b63\u5f0f\u5206\u53d1\u6d41\u7a0b\uff0c\u5bf9\u4e8e\u4e00\u4e2a\u5904\u7406\u5bc6\u94a5\u7684\u654f\u611f\u5de5\u5177\uff0c\u8fd9\u4f1a\u4e25\u91cd\u635f\u5bb3\u65e9\u671f\u7528\u6237\u7684\u4fe1\u4efb\u3002DCP\u7684\u4ef7\u503c\u4e3b\u5f20\u6e05\u6670\u4e14\u6b63\u786e\uff0c\u4f46\u82e5\u4e0d\u80fd\u5feb\u901f\u5f25\u5408\u90e8\u7f72\u9e3f\u6c9f\u5e76\u63d0\u5347\u5de5\u7a0b\u6210\u719f\u5ea6\uff0c\u5b83\u53ef\u80fd\u53ea\u80fd\u6210\u4e3a\u4e00\u4e2a\u201c\u7406\u60f3\u573a\u666f\u201d\u4e0b\u7684\u6f02\u4eaeDemo\uff0c\u800c\u975e\u751f\u4ea7\u7ea7\u7684\u57fa\u7840\u8bbe\u65bd\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\">DCP<\/span>\n <\/div>\n<div class=\"comment-content\">Today, many agents read keys and sensitive info from dotenv files, configs, or memory. One bad prompt or compromised tool can drain your wallet, API bill, or private data. DCP makes agents safe for real work: your wallets and API keys stay encrypted on your own machine. Give each agent only the scopes it needs; it asks, you approve from Telegram or App. Daily budgets, logs, and instant revoke keep you in control. Open source, non-custodial, and works with Claude, Cursor, OpenClaw, and Hermes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I\u2019m Iftakhar, building DCP.<\/p>\n<\/p>\n<p>AI agents are moving from answering questions to executing real work: signing transactions, using API keys, making payments, and calling tools across apps.<\/p>\n<\/p>\n<p>But there\u2019s a problem: agents should not hold private keys, raw credentials, or sensitive information.<\/p>\n<\/p>\n<p>DCP is my attempt to solve that. It is a local permission vault for AI agents.<\/p>\n<\/p>\n<p>The flow is simple:<\/p>\n<\/p>\n<p>agent asks <\/p>\n<p>you approve on Telegram or in the app <\/p>\n<p>DCP signs locally <\/p>\n<p>secret never enters the model context<\/p>\n<\/p>\n<p>What works today:<\/p>\n<\/p>\n<p>– desktop app<\/p>\n<p>– local encrypted vault<\/p>\n<p>– Telegram approvals<\/p>\n<p>– Solana wallet signing<\/p>\n<p>– API credential storage<\/p>\n<p>– budgets and approval limits<\/p>\n<p>– MCP-compatible agent flow<\/p>\n<p>– open source repo<\/p>\n<\/p>\n<p>I built this because I think the next bottleneck for agents is not intelligence. It is permission.<\/p>\n<\/p>\n<p>If agents are going to act for us, they need a safe way to use wallets, credentials, and sensitive tools without taking custody.<\/p>\n<\/p>\n<p>Would love feedback from people building agents, wallets, MCP tools, x402 apps, or anything around agent commerce.<\/p>\n<\/p>\n<p>Website: <a href=\"https:\/\/dcpagent.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dcpagent.com<\/a> <\/p>\n<p>Docs: <a href=\"https:\/\/dcpagent.com\/docs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dcpagent.com\/docs<\/a> <\/p>\n<p>Download: <a href=\"https:\/\/dcpagent.com\/#download\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dcpagent.com\/#download<\/a> <\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/1lystore\/dcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/1lystore\/dcp<\/a><\/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\/@iftakhar_rahmany\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iftakhar_rahmany<\/a> Congrats on the launch Iftakhar \ud83c\udf89 <br \/>Permission as the next bottleneck rather than intelligence is the right framing.<\/p>\n<p>Question on the deployment model: the vault is a local desktop app and signs locally, which is clean for an agent running on my own machine. But a lot of agents now run server-side or in hosted environments, not next to a desktop. How does DCP work when the agent lives on a remote host? Does the vault need to run on the same machine, is there a daemon\/relay pattern, or is the local-desktop model an intentional scope choice for now? Asking because “non-custodial + local” and “my agent runs in the cloud” are in tension, and that gap is where permission tools usually have to make a hard architectural call.<\/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\">Would you give your private keys to your AI agents?<\/p>\n<p>What if an agent makes the wrong decision?<\/p><\/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\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> <br \/>Exactly, that\u2019s the core problem DCP is built around.<\/p>\n<p>I don\u2019t think agents should directly hold private keys. They should request an action, show the scope\/amount\/destination, and let the user approve or reject it.<\/p>\n<p>If the agent makes the wrong decision, DCP gives you guardrails: budgets, approval limits, logs, and instant revoke. The agent can ask, but it should not have custody.<\/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\">@iftakharrahmany agreed. Agents can ask for permission to use private keys and humans can approve on a case by case basis.<\/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 seeing builders focus on secure AI systems early.<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Exactly. Agent security has to be designed early, not patched in later.<br \/>If agents are going to take real actions for us, permission and control need to be built in from the start.<\/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! One question, if we hit the daily cap does it pause and wait for next day or does it notify you?<\/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\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Thanks Prateek, good question.<\/p>\n<p>If the daily cap is reached, agent can\u2019t continue under that budget. The user gets notified, and they can either raise the limit manually or wait for the next budget window.<\/p>\n<p>The goal is that agents can automate work, but they should never silently exceed the permission you gave 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>Scoped permissions for agents feel important. Can teams issue temporary task-level keys that expire or revoke automatically after an agent run, instead of giving the agent broad credentials?<\/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\/@cyrus_elmtalab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyrus_elmtalab<\/a>DCP supports per-agent permissions, budgets\/limits, approvals, logs, and instant revoke.<\/p>\n<p>We don\u2019t yet support automatic time-based revoke after a run, but it\u2019s on the roadmap. The direction is exactly what you described: temporary\/task-level scopes that can expire automatically.<\/p>\n<p>For now, teams can revoke access instantly when an agent should no longer have that permission.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>good luck, guys. let’s support each other!<\/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\/@rahimwws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rahimwws<\/a> Thanks Rahim, appreciate it.<\/p>\n<p>Good luck with Cleo too. Founder becoming the PM is a real pain, and the transparent memory\/trust-levels piece feels important if an AI PM is going to actually run parts of a team.<\/p>\n<p>Also feels like there could be an interesting DCP \u00d7 Cleo angle at some point: as Cleo moves from observer to operator, DCP could act as the permission layer for sensitive actions, approvals, budgets, and audit logs.<\/p>\n<p>Would be happy to compare notes after launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>FYI, I <em>REALLY <\/em>want to try DCP, but downloading the installer (made sure it’s the right version for my Apple silicon Macbook Air 15″) it <em>does <\/em>install, but then gives me a “DCP is damaged; you should move it to trash” which I cannot get around – tried re-downloading and reinstalling, tried a few different things (running as admin, etc.) – nothing works.<\/p>\n<\/p>\n<p>This is exactly and precisely the solution I need, so, I hope I can figure it out… congrats on the launch, regardless!<\/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\/@grey_seymour\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grey_seymour<\/a> thank you for flagging this \u2014 and sorry you hit it.<\/p>\n<p>This is the macOS unsigned beta\/Gatekeeper issue. We added a note on the site for it, but clearly it needs to be more visible.<\/p>\n<p>Please try this in Terminal:<\/p>\n<p>xattr -cr \/Applications\/<a href=\"http:\/\/DCP.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">DCP.app<\/a><\/p>\n<p>Then right-click DCP in Applications and choose Open.<\/p>\n<p>We\u2019re working on notarization so this step goes away. Really appreciate you wanting to try it \u2014 and please let me know if that command doesn\u2019t fix it for your Mac.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">A lot of teams try to solve this with a secrets manager (Vault\/Infisical\/Doppler) or by giving each agent its own wallet (Privy\/Coinbase AgentKit\/Sponge). What\u2019s the crisp technical difference in DCP\u2019s model of authority\u2014i.e., what does DCP prevent that those approaches still can\u2019t, and where are the tradeoffs?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question. The difference is custody and authority.<\/p>\n<p>Secrets managers are great at storing and rotating secrets. But in most agent setups, the dangerous moment is when the secret leaves the manager and enters the agent runtime.<\/p>\n<p>At that point, the agent can leak it, misuse it, log it, pass it to a tool, or keep using it until you rotate\/revoke.<\/p>\n<p>Per-agent wallets reduce blast radius, but they still make the agent the custodian of that wallet.<\/p>\n<p>DCP takes a different path: the agent does not get the wallet key; it asks for the outcome.<\/p>\n<p>Example:<\/p>\n<p>agent: \u201csign this Solana transaction\u201d<\/p>\n<p>DCP: checks scope, budget, session, and approval policy<\/p>\n<p>vault: signs locally<\/p>\n<p>agent receives: signed tx \/ signature<\/p>\n<p>agent never receives: private key<\/p>\n<p>DCP decides whether that action is allowed, under which policy, for which agent, and at what limit.<\/p>\n<p>You also get one permission layer across multiple agents: Claude, Cursor, OpenClaw, Hermes, VPS agents, etc. Set DCP once, then grant each agent its own permissions, budgets, approvals, and audit trail.<\/p>\n<p>That means the permission boundary stays with the user, not the model, prompt, toolchain, server, or relay.<\/p>\n<p>Tradeoff: there is an extra permission layer. But for sensitive actions, that is the point.<\/p>\n<p>Secrets managers protect secrets at rest.<\/p>\n<p>DCP protects authority at the moment an agent tries to act.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Telegram approval flow is a clever UX choice for mobile-first teams. Curious how DCP handles permission scoping for design tool APIs specifically \u2014 if an agent is accessing a design system’s token API, can you define read-only vs. write permissions per tool, or is it a single permission gate per service? Granular scoping seems key for preventing over-permissioned agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 definitely sounds like one of the most useful products I’ve seen launched in some time. I’ve wanted to build something with OpenClaw for some time now, but always stopped myself because of the fear of possible leaks. Would you say it is a good use case for your vault?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 harder question underneath this product is whether detecting AI use in a technical interview is actually the right goal. a senior engineer who knows how to use AI tools effectively might be more valuable than one who can whiteboard without them. curious if there’s a way to configure what counts as unauthorized versus what’s just 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>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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Thanks Ansari, I think this may have been meant for another launch today, but I agree with the broader point that AI tools are becoming part of real workflows.<\/p>\n<p>For DCP, we\u2019re focused on the permission layer: how agents can safely use wallets, keys, and sensitive tools without directly holding secrets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AULUNO7MPHWPFG\" class=\"app-title\">JAMtime.ai<\/a><\/p>\n<div class=\"one-liner\">Just tell your guitar pedal how to sound<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>JAMtime.ai\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\u5b9e\u65f6\u751f\u6210\u771f\u5b9eDSP\u5409\u4ed6\u6548\u679c\u5668\u94fe\u7684\u5de5\u5177\uff0c\u8ba9\u4e50\u624b\u544a\u522b\u7e41\u7410\u65cb\u94ae\u8c03\u53c2\uff0c\u7528\u201c\u66f4\u4eae\u3001\u66f4\u810f\u3001\u677f\u5f0f\u6df7\u54cd\u52a0\u68b3\u72b6\u6ee4\u6ce2\u201d\u7b49\u53e3\u8bed\u6307\u4ee4\u76f4\u63a5\u8bbe\u8ba1\u51fa\u53ef\u7f16\u8f91\u3001\u53ef\u5206\u4eab\u7684\u7cbe\u51c6\u97f3\u8272\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\/4e2bb68e-e25d-4c13-9305-61a6c3fb5bbf.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\/088f6da4-24e5-4016-8d85-dddc2a21394a.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\/7162cf6e-4732-4d16-9c53-d8b9dda71397.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\/dea33ef2-fe0a-4999-ab1a-4f55207c8ecf.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=D2hDKdgzX70\"><source src=\"https:\/\/www.youtube.com\/watch?v=D2hDKdgzX70\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span><br \/>\n <span class=\"tag\">Alpha<\/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>\u5f00\u53d1\u8005Jeff\u5f3a\u8c03\u4ea7\u54c1\u7528\u771f\u5b9eDSP\u4ee3\u7801\u800c\u975eAI\u751f\u6210\u97f3\u9891\uff0c\u5e76\u900f\u9732\u672a\u6765\u5c06\u63a8\u51fa\u5b9e\u4f53\u8e0f\u677fOmega FX1\u3002\u7528\u6237\u5173\u5fc3\u5b9e\u65f6\u5ef6\u8fdf\u548c\u7a33\u5b9a\u6027\uff0cJeff\u56de\u5e94\u5df2\u6df1\u5ea6\u4f18\u5316C++\u5f15\u64ce\u5e76\u63d0\u4f9b\u4e86\u5206\u53c9\u56de\u6eda\u673a\u5236\uff1b\u62c5\u5fc3\u97f3\u91cf\u5931\u63a7\u6216\u5171\u632f\uff0c\u4ed6\u5efa\u8bae\u901a\u8fc7\u591a\u8f6e\u5bf9\u8bdd\u8c03\u6574\u53c2\u6570\u3002\u591a\u6570\u8bc4\u8bba\u8868\u8fbe\u4e86\u5bf9\u6982\u5ff5\u7684\u5174\u594b\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 JAMtime.ai\u6700\u503c\u5f97\u79f0\u9053\u7684\u4ef7\u503c\uff0c\u4e0d\u662f\u201c\u7528AI\u53d6\u4ee3\u8c03\u97f3\u5e08\u201d\uff0c\u800c\u662f\u5b83\u7cbe\u51c6\u5730\u6293\u4f4f\u4e86\u97f3\u4e50\u786c\u4ef6\u9886\u57df\u957f\u671f\u5b58\u5728\u5374\u88ab\u5ffd\u89c6\u7684\u9e3f\u6c9f\uff1a\u4e50\u624b\u7528\u201c\u6e29\u6696\u201d\u201c\u7c89\u788e\u611f\u201d\u8fd9\u7c7b\u6a21\u7cca\u8bcd\u6c47\u601d\u8003\u97f3\u8272\uff0c\u800c\u4f20\u7edf\u6548\u679c\u5668\u5374\u5f3a\u8feb\u7528\u6237\u7406\u89e3\u589e\u76ca\u3001\u622a\u6b62\u9891\u7387\u3001\u5e72\u6e7f\u6bd4\u8fd9\u4e9b\u5de5\u7a0b\u53c2\u6570\u3002\u5b83\u6ca1\u6709\u8d70\u201cAI\u751f\u6210\u97f3\u9891\u201d\u7684\u6377\u5f84\u2014\u2014\u90a3\u4e0d\u8fc7\u662f\u53e6\u7c7b\u91c7\u6837\u5668\u2014\u2014\u800c\u662f\u8ba9AI\u5b66\u4f1a\u5199\u53ef\u7f16\u8f91\u3001\u53ef\u590d\u73b0\u7684DSP\u56fe\uff0c\u8fd9\u4fdd\u7559\u4e86\u4e13\u4e1a\u97f3\u8272\u8bbe\u8ba1\u7684\u53ef\u89e3\u91ca\u6027\u548c\u53ef\u63a7\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u6280\u672f\u60ca\u9e3f\u201d\u9636\u6bb5\u300290\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u8bf4\u660e\u5b83\u5c1a\u672a\u7834\u5708\u3002\u6838\u5fc3\u6311\u6218\u5728\u4e8e\uff1a\u5f53\u4e00\u4f4d\u5409\u4ed6\u624b\u8bf4\u201c\u7ed9\u6211\u4e00\u4e2a\u540e\u6447\u5899\u5f0f\u5931\u771f\u7684\u7a7a\u7075\u97f3\u8272\u201d\u65f6\uff0cAI\u80fd\u5426\u7a33\u5b9a\u8f93\u51fa\u5728\u821e\u53f0\u6f14\u51fa\u7ea7\u5ef6\u8fdf\uff08<10ms\uff09\u4e0b\u4e0d\u70b8\u97f3\u3001\u4e0d\u5578\u53eb\u7684\u8865\u4e01\uff1f\u5f00\u53d1\u8005\u867d\u7136\u5728\u56de\u590d\u4e2d\u63d0\u5230\u4e86CPU\u4f18\u5316\u548c\u7aef\u53e3\u9694\u79bb\uff0c\u4f46\u8fd9\u5728\u5806\u53e0\u590d\u6742\u7684\u6a21\u5757\u94fe\uff08\u5982\u591a\u7ea7\u5931\u771f+\u98a4\u97f3+\u7acb\u4f53\u58f0\u5ef6\u8fdf\uff09\u65f6\u4ecd\u662f\u5de8\u5927\u5de5\u7a0b\u6311\u6218\u3002\u6b64\u5916\uff0c\u5b9e\u4f53\u8e0f\u677fOmega FX1\u7684\u843d\u5730\u5c06\u76f4\u63a5\u68c0\u9a8c\u201c\u81ea\u7136\u8bed\u8a00\u201d\u4ea4\u4e92\u662f\u5426\u6bd4\u4f20\u7edf\u65cb\u94ae\u66f4\u5feb\u2014\u2014\u5728\u9700\u8981\u5373\u5174\u5207\u97f3\u8272\u7684\u6f14\u51fa\u4e2d\uff0c\u6253\u5b57\u804a\u5929\u8fdc\u6ca1\u6709\u811a\u8e29\u9884\u8bbe\u5feb\u3002\u5047\u5982\u672a\u6765\u80fd\u52a0\u5165\u8bed\u97f3\u8bc6\u522b\u6216\u573a\u666f\u5316\u8865\u4e01\u63a8\u8350\uff0c\u5b83\u624d\u771f\u6b63\u5177\u5907\u98a0\u8986\u4f20\u7edf\u8c03\u97f3\u5de5\u4f5c\u6d41\u7684\u6f5c\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\">JAMtime.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Tweaking knobs is a time-honored tradition in sound design. Chatting with AI is revolutionizing industries. JAMtime.ai embraces both, while keeping the human firmly in the driver’s seat. Build and tweak your guitar pedal with phrases as simple or technical as you like, from “brighter” to “comb filter into a plate reverb.” The AI writes a real DSP graph, not generated audio. Come fall in love with the JAMtime.ai workflow. Then take it to your DAW with free VST\/AU plugins for Mac, Windows, Linux.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’ve been writing software for 20+ years, and playing with music my whole life. Watching how AI has revolutionized software development made me realize: Audio devices have always been knobs and menus, but musicians describe sound in words – bright, gritty, doomy, or that 80s rock ballad intro. That gap is exactly where I started building a bridge.<\/p>\n<p>I built a small language (JDL) that describes a real DSP graph, taught an AI how to write it fluently, and let my C++ engine run the graph against your guitar in real time. No AI generated music here, just actual DSP code, fully editable, knob-twistable, sharable, forkable. And it runs in your browser, your DAW, and later – my forthcoming physical pedal, codename Omega FX1.<\/p>\n<p>Thanks for reading! Questions and comments welcome!<\/p>\n<p>Cheers,<br \/>\nJeff<\/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\/@jcward\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jcward<\/a> what’s the process of making a pedal? there’s so much you could do with a smart pedal that you can talk to. very interesting<\/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\">Real-time audio is unforgiving: how do you keep the experience playable (latency\/CPU stability) while still allowing the AI to propose complex chains, and what guardrails do you add to prevent the classic problems\u2014runaway gain, harsh resonances, feedback-y patches, or settings that don\u2019t translate across rigs?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> this is a great question! So, it helps that I’m coding the C++ engine from the ground up. I design and test the DSP nodes with performance in mind with a debugger watching the CPU profile:<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ff3ea0c-fb27-4f05-8631-852d66a201aa.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>That said, there’s always going to be a limit when you start layering on many sounds, so I just have to make sure there’s enough room to get creative.<\/p>\n<\/p>\n<p>As for harsh sounds, the chat has a few mechanisms to help: you can always go back and fork a previous point in the conversation if something goes wrong. And the AI is pretty good at explaining the sound, too, so you can ask – “I hear a really ugly resonance in the mid range – what is that and how can we get rid of it?”<\/p>\n<\/p>\n<p>Regarding various rigs, the cool part of the C++ engine is that it’s portable: the same code running in the browser via WASM, the DAW plugin, and the embedded code. So for a given patch, the sound generated should be exactly the same across devices.<\/p>\n<\/p>\n<p>Thanks for your questions! Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>As someone into music tech, this feels super interesting.<\/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\/@nithin_raju1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nithin_raju1<\/a> Thank you – me, too, and it’s been a blast working on 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\">I have a group of friends who would absolutely love this!<\/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\/@myrto_skourletou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myrto_skourletou<\/a> \ud83d\ude0a Thank you! Let me know what they think! Don’t forget to share my coupon code, EARLYBIRD<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3V5MS6LKATYAHQ\" class=\"app-title\">Shuffle Design CLI <\/a><\/p>\n<div class=\"one-liner\">Multi-AI CLI for building and redesigning websites<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">87<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shuffle Design CLI \u662f\u4e00\u6b3e\u7ec8\u7aef\u5185\u8fd0\u884c\u7684\u3001\u805a\u5408\u591a\u6b3eAI\u6a21\u578b\uff08\u5982Claude\u3001Gemini\u3001GPT\uff09\u7684\u7f51\u7ad9\u8bbe\u8ba1\u5de5\u5177\uff0c\u65e8\u5728\u8ba9\u5f00\u53d1\u8005\u4ece\u547d\u4ee4\u884c\u76f4\u63a5\u751f\u6210\u843d\u5730\u9875\u6216\u91cd\u65b0\u8bbe\u8ba1\u73b0\u6709\u7f51\u7ad9\uff0c\u89e3\u51b3\u201c\u5728\u8bbe\u8ba1\u6d41\u7a0b\u4e2d\u6765\u56de\u5207\u6362\u5de5\u5177\u4e0e\u6a21\u578b\u201d\u7684\u4f4e\u6548\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\/54be335c-4454-4675-9c12-50fe451890e6.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\/fd3d4492-28a4-40f1-8550-f057cee1c98f.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\/ce4a08d8-f471-4695-b1cb-7a970259a55d.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>\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\u70b9\u96c6\u4e2d\u5728\uff1a1\uff09\u5982\u4f55\u4e0e\u73b0\u6709\u8bbe\u8ba1\u7cfb\u7edf\uff08\u5982\u56fe\u6807\u5e93\u3001\u8bbe\u8ba1Token\uff09\u5bf9\u63a5\uff0c\u907f\u514dAI\u8f93\u51fa\u504f\u79bb\u54c1\u724c\u98ce\u683c\uff1b2\uff09\u591a\u6a21\u578b\u534f\u540c\u5982\u4f55\u9632\u6b62\u98ce\u683c\u201c\u6f02\u79fb\u201d\uff1b3\uff09\u201c\u66f4\u5feb\u201d\u7684\u5177\u4f53\u6307\u6807\u2014\u2014\u4e0e\u76f4\u63a5\u7528Claude\u3001Cursor\u7b49\u5de5\u5177\u7684\u5dee\u5f02\u662f\u4ec0\u4e48\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 Shuffle Design CLI \u7684\u5b9a\u4f4d\u5f88\u53d6\u5de7\uff1a\u5b83\u4e0d\u8bd5\u56fe\u9020\u8f6e\u5b50\uff0c\u800c\u662f\u505a\u201cAI\u6a21\u578b\u7684\u8c03\u5ea6\u5668+\u5de5\u4f5c\u6d41\u7684\u4e2d\u8f6c\u7ad9\u201d\u3002\u5728AGI\u5de5\u5177\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u8fd9\u4e2a\u601d\u8def\u65e2\u52a1\u5b9e\u53c8\u5371\u9669\u3002\u52a1\u5b9e\u5728\u4e8e\uff0c\u5b83\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u201c\u5728\u591a\u6a21\u578b\u95f4\u6765\u56de\u590d\u5236\u7c98\u8d34\u63d0\u793a\u8bcd\u3001\u5206\u522b\u7b49\u5f85\u8f93\u51fa\u3001\u518d\u624b\u52a8\u5408\u5e76\u201d\u7684\u4f53\u529b\u6d3b\uff0c\u628a\u201c\u591a\u6a21\u578b\u5e76\u884c\u751f\u6210+\u622a\u56fe+\u5728\u7ebf\u9884\u89c8+\u53ef\u7f16\u8f91\u9879\u76ee\u5bfc\u51fa\u201d\u6253\u5305\u6210\u4e00\u4e2a\u7ec8\u7aef\u547d\u4ee4\uff0c\u8fd9\u786e\u5b9e\u5951\u5408\u6280\u672f\u56e2\u961f\u7684\u81ea\u52a8\u5316\u573a\u666f\uff08\u6bd4\u5982CI\/CD\u4e2d\u7684\u81ea\u52a8\u8bbe\u8ba1\u5ba1\u67e5\u3001A\/B\u6d4b\u8bd5\u7d20\u6750\u751f\u6210\uff09\u3002\u5371\u9669\u5219\u5728\u4e8e\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6a21\u578b\u4ee3\u7406\u5c42\u201d\uff0c\u6280\u672f\u58c1\u5792\u4e0d\u9ad8\uff0cCursor\u3001V0\u3001\u751a\u81f3Claude\u81ea\u5df1\u7684MCP\u534f\u8bae\u90fd\u53ef\u4ee5\u8f7b\u677e\u590d\u523b\u7c7b\u4f3c\u529f\u80fd\u3002\u66f4\u6df1\u5c42\u7684\u95ee\u9898\u662f\uff1a\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u51fa\u7684\u201c\u8bbe\u8ba1Token\u9501\u5b9a\u201d\u201c\u56fe\u6807\u5e93\u63a5\u5165\u201d\u7b49\u5b9e\u64cd\u75db\u70b9\uff0c\u4ea7\u54c1\u4ecb\u7ecd\u91cc\u53ea\u5b57\u672a\u63d0\u3002\u5982\u679cShuffle\u53ea\u505a\u8868\u9762\u7f16\u6392\uff0c\u4e0d\u505a\u6df1\u5ea6\u7684\u201c\u8bbe\u8ba1\u7cfb\u7edf\u6620\u5c04\u5c42\u201d\uff0c\u90a3\u4e48\u5b83\u5f88\u5feb\u4f1a\u6ca6\u4e3a\u201c\u53c8\u4e00\u4e2a\u7528\u94b1\u4e70\u65f6\u95f4\u7684\u5de5\u5177\u201d\u2014\u2014\u7a0d\u5fae\u590d\u6742\u4e00\u70b9\u7684\u54c1\u724c\u5b9a\u5236\u9700\u6c42\uff0c\u7528\u6237\u4f1a\u53d1\u73b0\u8fd8\u662f\u8981\u81ea\u5df1\u5199\u5927\u91cf\u80f6\u6c34\u4ee3\u7801\u53bb\u7ea0\u6b63AI\u7684\u8dd1\u504f\u3002\u4e00\u53e5\u8bdd\uff1aShuffle Design CLI \u662f\u4e00\u4e2a\u5f88\u597d\u7684\u201c\u811a\u624b\u67b6\u201d\u578b\u4ea7\u54c1\uff0c\u4f46\u82e5\u60f3\u771f\u6b63\u5d4c\u5165\u7814\u53d1\u6d41\u7a0b\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u80fd\u5b88\u4f4f\u8bbe\u8ba1\u4e00\u81f4\u6027\u8fd9\u6761\u5e95\u7ebf\uff0c\u800c\u4e0d\u662f\u53ea\u505aAI\u7684\u201c\u4f20\u58f0\u7b52\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\">Shuffle Design CLI <\/span>\n <\/div>\n<div class=\"comment-content\">Shuffle\u2019s Design CLI lets you generate landing pages and redesign websites directly from your terminal. Automate design workflows, leverage multiple AI models, and ship better websites faster.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<\/p>\n<p>Replying to <a href=\"https:\/\/www.producthunt.com\/@math_biomes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"math_biomes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@math_biomes<\/a> , but this might be useful for everyone.<\/p>\n<\/p>\n<p>Shuffle’s Design CLI is the command-line version of <a href=\"https:\/\/shuffle.dev\/ai-website-redesign\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Website Redesign<\/a> (and design), so you can generate results from multiple leading models at once – including Claude, Gemini, and GPT.<\/p>\n<\/p>\n<p>The CLI returns:<\/p>\n<ul>\n<li>\n<p>URL to online project preview,<\/p>\n<\/li>\n<li>\n<p>a screenshot of the result,<\/p>\n<\/li>\n<li>\n<p>and a fully editable project inside Shuffle (you can download it using CLI too)<\/p>\n<\/li>\n<\/ul>\n<p>It’s especially useful for automating workflows where multiple design directions, a live preview, and screenshot generation are important.<\/p>\n<\/p>\n<p>We also included two ready-to-use demo examples:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/shuffle.dev\/design-cli\/slack-bot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Design Slack Bot<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/shuffle.dev\/design-cli\/design-outreach-automation\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Design Outreach Automation<\/a><\/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=\"comment-item\">\n<div class=\"comment-content\">\n<p>CLI-first approach to design is interesting \u2014 curious how Shuffle handles custom icon sets in the generated output. Does the CLI support feeding it your own component library’s icon system (icon fonts or SVG sprites), or does it default to a generic icon set? Wondering how well it plays with existing design tokens when redesigning rather than starting fresh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Multi-AI redesign from the CLI is interesting for shipping UI changes quickly. How do you prevent different models from drifting away from an existing design system when they generate sections or components? Is there a way to lock tokens, spacing, and component conventions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>when you say “ships websites better faster”, in what sense do you mean? what is the difference between you and let’s say gemini, claude and cursor?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GXF4BURO3XJRSH\" class=\"app-title\">Our Stories<\/a><\/p>\n<div class=\"one-liner\">A storytelling tool for raising bilingual kids<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">81<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Our Stories\u662f\u4e00\u6b3e\u5e2e\u52a9\u8de8\u56fd\/\u53cc\u8bed\u5bb6\u5ead\u4e3a\u513f\u7ae5\u521b\u5efa\u4e2a\u6027\u5316\u591a\u8bed\u6545\u4e8b\u7684\u4eb2\u5b50\u5de5\u5177\uff0c\u8ba9\u7236\u6bcd\u3001\u7956\u8f88\u7b49\u5bb6\u4eba\u5728\u5f02\u5730\u4e5f\u80fd\u7528\u5404\u81ea\u6bcd\u8bed\u4e3a\u5b69\u5b50\u8bb2\u8ff0\u8fde\u8d2f\u7684\u7761\u524d\u6545\u4e8b\uff0c\u89e3\u51b3\u53cc\u8bed\u5bb6\u5ead\u8ba9\u5b69\u5b50\u81ea\u7136\u63a5\u89e6\u7236\u6bcd\u6bcd\u8bed\u3001\u5e76\u8de8\u8d8a\u65f6\u7a7a\u8fdb\u884c\u4eb2\u5b50\u9605\u8bfb\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\/7269c2e8-98a5-4d90-a34a-1ee57f003392.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\/b89f8b56-b2c1-465b-a30c-6809937cd1d0.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\/e510d97f-5013-4755-a498-3770b8cf216f.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\/1953102d-c51b-4f63-b708-ba11ce551d61.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\/8602354e-6e39-4cb0-9966-8335ccf4ecae.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\/6cd8617a-2a11-4e7a-ab58-181f29ebd63c.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\/11200e4e-af02-4aca-859e-482a70b60f8d.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\/2123fbd5-ceba-4056-b780-631ea978e71d.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\/38de5f1d-2a54-4f66-8111-81617a110591.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\/c4f0ed69-edae-415f-a0a5-d5db88427e3f.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\/12a8fe1d-8e03-42ee-9610-f4720e618af0.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\/b585aa2c-8d02-4aeb-946f-c45a72dce48d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2bu2lG_XHU4\"><source src=\"https:\/\/youtu.be\/2bu2lG_XHU4\" 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\">Kids<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Alpha<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u8bed\u4eb2\u5b50\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u53cc\u8bed\u80b2\u513f<\/span><br \/>\n <span class=\"tag\">OPOL\u80b2\u513f\u6cd5<\/span><br \/>\n <span class=\"tag\">\u7761\u524d\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u6545\u4e8b\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4eb2\u5b50\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">\u4eb2\u60c5\u8054\u7edc<\/span><br \/>\n <span class=\"tag\">\u975e\u5c4f\u5e55\u80b2\u513f<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u6545\u4e8b\u4e66<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u6559\u80b2<\/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\u521b\u610f\u4e0e\u610f\u4e49\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a1) \u4e00\u4f4d\u7528\u6237\u9047\u5230TTS\u751f\u6210\u9519\u8bef\uff08quota_exceeded\uff09\uff0c\u5f00\u53d1\u8005\u6b63\u5728\u8ffd\u95ee\u5177\u4f53\u8bed\u8a00\uff1b2) \u6709\u7528\u6237\u62c5\u5fe7\u8de8\u8bed\u8a00\u6545\u4e8b\u7684\u89d2\u8272\u4e0e\u60c5\u8282\u8fde\u8d2f\u6027\uff0c\u5f00\u53d1\u8005\u89e3\u91ca\u901a\u8fc7OPOL\u6a21\u5f0f\u53ca\u201c\u7ee7\u7eed\u6545\u4e8b\u201d\u201c\u540c\u4e00\u4e3b\u89d2\u201d\u529f\u80fd\u89e3\u51b3\uff0c\u5e76\u627f\u8ba4\u5e0c\u814a\u8bed\u65c1\u767d\u8d28\u91cf\u662f\u96be\u70b9\uff1b3) \u7528\u6237\u79f0\u8d5e\u201ckeep your hero\u201d\u529f\u80fd\u5e26\u6765\u8fde\u7eed\u6027\u4f53\u9a8c\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u4e14\u5f00\u53d1\u8005\u4e0e\u8bc4\u8bba\u8005\u4e92\u52a8\u5766\u8bda\u3001\u5177\u4f53\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 Our Stories\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4f46\u5c0f\u4f17\u7684\u521a\u9700\uff1a\u8de8\u56fd\u5a5a\u59fb\u5bb6\u5ead\u4e2d\uff0c\u7236\u6bcd\u5404\u81ea\u6bcd\u8bed\u4e0e\u4e3b\u73af\u5883\u8bed\u8a00\u4e4b\u95f4\u7684\u4ee3\u9645\u65ad\u88c2\u3002\u5b83\u6ca1\u6709\u8d2a\u5927\u6c42\u5168\uff0c\u800c\u662f\u805a\u7126\u5728\u201c\u7761\u524d\u6545\u4e8b\u201d\u8fd9\u4e00\u9ad8\u9891\u3001\u9ad8\u60c5\u611f\u6d53\u5ea6\u573a\u666f\uff0c\u8ba9\u7236\u6bcd\u89d2\u8272\u81ea\u7136\u878d\u5165\u5404\u81ea\u8bed\u8a00\u7684\u8bb2\u8ff0\uff0c\u800c\u975e\u9677\u5165\u7ffb\u8bd1\u5f0f\u751f\u786c\u3002\u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff1a\u4e00\u4e2atap\u751f\u6210\u6545\u4e8b\uff0c\u5b69\u5b50\u4f5c\u4e3a\u4e3b\u89d2\uff0c\u540c\u4e00\u89d2\u8272\u53ef\u5ef6\u7eed\u3001\u53ef\u4ea4\u53c9\u8bb2\u8bed\u8a00\u7248\u672c\uff0c\u7956\u8f88\u53ef\u8fdc\u7a0b\u53c2\u4e0e\uff0c\u4e14\u4e25\u683c\u907f\u5f00\u4e86\u513f\u7ae5\u5c4f\u5e55\u6c89\u8ff7\u2014\u2014\u5b9a\u4ef7\u4e0a\u514d\u8d39\u751f\u6210+\u6709\u9650\u65c1\u542c\uff0c\u4ec5\u5bf9\u201c\u5370\u5237\u6210\u4e66\u201d\u548c\u201c\u65e0\u9650\u65c1\u542c\u201d\u6536\u8d39\uff0c\u65e2\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\uff0c\u4e5f\u8868\u660e\u53d8\u73b0\u91cd\u5fc3\u5728\u5b9e\u7269\u7eaa\u5ff5\u54c1\u548c\u8ba2\u9605\uff0c\u800c\u975e\u5185\u5bb9\u4ed8\u8d39\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201cTTS\u9519\u8bef\u201d\u548c\u201c\u8de8\u8bed\u8a00\u60c5\u611f\u8fde\u8d2f\u6027\u201d\u95ee\u9898\u8bf4\u660e\u5176\u6280\u672f\u5b9e\u73b0\u5c1a\u672a\u6210\u719f\uff0c\u5c24\u5176\u5bf9\u5c0f\u8bed\u79cd\u7684\u8bed\u97f3\u5408\u6210\u548c\u81ea\u7136\u53d9\u4e8b\u903b\u8f91\u4ecd\u9700\u6253\u78e8\u3002\u672a\u6765\u82e5\u4e0d\u80fd\u89e3\u51b3\u7528\u6237\u53cd\u9988\u7684\u6838\u5fc3\u6280\u672f\u201c\u5361\u987f\u201d\uff0c\u5f88\u5feb\u5c31\u9762\u4e34\u201c\u521b\u610f\u751c\u871c\uff0c\u6267\u884c\u9178\u6da9\u201d\u7684\u7ed3\u5c40\u3002\u53e6\u5916\uff0c\u4ea7\u54c1\u8fc7\u4e8e\u4f9d\u8d56\u7236\u6bcd\u4e3b\u52a8\u751f\u6210\u6545\u4e8b\uff0c\u5bf9\u9605\u8bfb\u65f6\u6bb5\u672c\u8eab\u5c31\u75b2\u60eb\u7684\u53cc\u8bed\u7236\u6bcd\uff0c\u957f\u671f\u4f7f\u7528\u610f\u613f\u5b58\u7591\u3002\u82e5\u80fd\u5728\u201c\u88ab\u52a8\u7269\u7406\u4e66\u63a8\u9001\u201d\u4e0e\u201c\u8bed\u97f3\u7eed\u64ad\u201d\u7b49\u61d2\u4eba\u4f53\u9a8c\u4e0a\u518d\u6df1\u6316\uff0c\u624d\u662f\u771f\u6b63\u7684\u9ecf\u6027\u6765\u6e90\u3002\u4e00\u53e5\u8bdd\uff1a\u7acb\u610f\u52a8\u4eba\uff0c\u4f46\u80fd\u5426\u6210\u4e3a\u80b2\u513f\u7684\u201c\u6bcf\u65e5\u4e00\u6545\u4e8b\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u6bd4\u7236\u6bcd\u81ea\u5df1\u778e\u7f16\u66f4\u7701\u5fc3\u3001\u66f4\u597d\u542c\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\">Our Stories<\/span>\n <\/div>\n<div class=\"comment-content\">Are you raising bilingual kids? Do you want your children to grow up hearing the languages you speak at home \u2014 not just the language of the country they live in? Do grandparents, yiayia, nonna, or loved ones live far away but still want to be part of bedtime stories? Our Stories helps families create personalized multilingual stories, listen to narration, and turn favorite adventures into illustrated keepsake books \u2014 without endless screen time.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m getting a ‘TTS failed [401]’ error when trying to add language content to the stories (‘quota_exceeded’).<\/p>\n<p>Regardless, I just wanted to say that this website is such a fantastic idea! Really love the creativity 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\">@summerxia thanks for the feedback. What feature are you referring to by adding language content? Are you referring to adding a language that doesn\u2019t exist as a new language? If so please can you tell me which language? <\/p>\n<p>If I misunderstood please can you clarify <\/p>\n<p>Thanks so much in advance<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When a family reads the \u201csame\u201d story in Greek one night and Italian the next, how do you keep continuity (character names\/traits, plot beats, tone, reading level) across languages\u2014and what have been the hardest languages or edge cases to get \u201cparent-approved\u201d quality?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question!<\/p>\n<\/p>\n<p>A lot of multilingual families actually don\u2019t read the exact same story across languages every night \u2014 many follow approaches like OPOL (one parent, one language). In our case, I read in Greek and my husband reads in Italian, so our baby naturally hears both languages in different contexts.<\/p>\n<\/p>\n<p>That said, there <em>are<\/em> stories families love and want to revisit across languages, so we built the ability to read the same story in another language while trying to preserve the same characters, tone, and emotional flow. We also have \u201ccontinue story\u201d and \u201csame hero\u201d features so children can build familiarity with recurring characters and worlds over time.<\/p>\n<\/p>\n<p>The hardest part quality-wise has honestly been narration and emotional nuance rather than direct translation itself. Greek, for example, can sometimes sound slightly too formal or have odd intonations in narration, while some languages are much better supported out of the box. <\/p>\n<\/p>\n<p>We are learning a lot from multilingual families testing the app and iterating language-by-language based on what actually feels natural to parents reading aloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 great idea especially if you are tired but still wants to entertain the kids:)<\/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\">@campixl thanks! Are you referring to the narration? <\/p>\n<p>Just want to clarify we don\u2019t promote screen time for kids – this app is primarily for parents and family members to do the reading and storytelling- of course illustrated books can be accessed on the app by kids but can also be printed and shipped to families so they can stay on the shelf<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Helping bilingual kids through storytelling is such a meaningful 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\">@nithin_raju1 thank you – I am sure there\u2019s plenty other ways to help but this has been proven very helpful for me so far!<\/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 so cute \u2665\ufe0f it will be so easy to be part of my niece’s every days, especially when time difference makes it impossible to make video calls. I have recorded some voiceovers of fairy tales and songs, but it’s not engaging for her to only listen <\/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\/@nino_ungiadze\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nino_ungiadze<\/a> thank you for stopping by and taking a look! really appreciate your feedback! if you end up using it please let me know how it feels, and i am open to feedback\/ new feature requests. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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><em>My favourite feature is “keep your hero” and being able to narrate every night new adventure of the Pirate Barbavento to my young Nicholas<\/em><\/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\">@marco_altea haha looking forward to printing them<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 built Our Stories for a very specific moment in my own home.<\/p>\n<p>I’m Greek, living in London. My husband is Italian. Our son is 3 months old. We’re trying to do one parent, one language \u2014 and we already know bedtime stories are going to be the heartbeat of that. The problem is: making up a fresh story every single night is hard and sourcing a variety of books in our own language is not so easy.<\/p>\n<p>I wanted a story ready with a tap. That was the whole brief.<\/p>\n<p>From there it grew into the things we actually needed as a bilingual family:<\/p>\n<p>\ud83c\udf19 One tap, one story \u2014 hero, value, language, done. No prompt engineering at bedtime.<br \/>\n\ud83d\udc76 Your child as the hero \u2014 personalised by name, with a gentle lesson woven in<br \/>\n\ud83d\udd01 Continue the story \u2014 same hero, next chapter, so a world builds over weeks<br \/>\n\ud83c\udf0d Any language, properly \u2014 read the same story in Greek tonight and Italian tomorrow, so each parent gets their language with the same characters<br \/>\n\ud83c\udfa8 Illustrate the ones you love \u2014 turn a favourite into a keepsake storybook<br \/>\n\ud83c\udfa7 Studio-quality narration \u2014 for the nights when reading aloud feels like too much (newborn life is real)<br \/>\n\ud83d\udcde Share across distance \u2014 send a story link to yiayia in Athens or nonna in Sardinia so they can read it over the phone in their own language. Connection, not just content.<br \/>\nAnd one principle I held tight to: Our Stories is a tool for parents, not an app for our kids. No child-facing screens, no feeds, no streaks. <\/p>\n<p>Pricing is honest: generating and reading stories is free. Pay only if you want illustrated keepsake books or unlimited narration (\u00a37.99\/mo). One free narration per day so everyone can try it.<\/p>\n<p>I’d love your feedback on two things:<\/p>\n<p>Bilingual \/ multilingual families \u2014 does this fit how you actually do bedtime? What’s missing?<br \/>\nWhich heritage should we add next? We have a starter set (Greek, Italian, Japanese, West African, Nordic, more) \u2014 tell me yours.<\/p>\n<p>Try it free: <a href=\"https:\/\/readourstories.org\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/readourstories.org\/<\/a><\/p>\n<p>Asking on behalf of every parent doing OPOL across a kitchen table \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 love this. I have four kids, 11 through 19 now, and bedtime stories are a thing we’ll always remember! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jcward\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jcward<\/a> thank you Jeff. I feel the same – from the stories parents read or made up along the way. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/USVER2TXT435HR\" class=\"app-title\">Shroomie<\/a><\/p>\n<div class=\"one-liner\">AI-powered news made fun and habit-forming<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">79<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Shroomie\u662f\u4e00\u6b3e\u5c06\u9605\u8bfb\u65b0\u95fb\u4e0e\u517b\u6210\u8611\u83c7\u82b1\u56ed\u6e38\u620f\u76f8\u7ed3\u5408\u7684\u4fe1\u606f\u5e94\u7528\uff0c\u901a\u8fc7AI\u9a71\u52a8\u7684\u4e2a\u6027\u5316\u6458\u8981\u4e0e\u4ea4\u4e92\u5f0f\u9605\u8bfb\uff0c\u89e3\u51b3\u7528\u6237\u89c9\u5f97\u4f20\u7edf\u65b0\u95fb\u9605\u8bfb\u67af\u71e5\u3001\u96be\u4ee5\u575a\u6301\u7684\u4e60\u60ef\u517b\u6210\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\/ba297079-ad3a-406f-8ccc-4bc1a6db24a3.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\/b031fe75-4cca-4290-9f3e-901b684d88c5.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\/7566c509-81f9-4f4c-8336-29f4e04bf5cb.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\/3eeabdfa-c7bd-471c-99d5-58edeb63f647.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\/a4510389-ca58-4475-9a95-64c95da40b80.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/x_UWvzcY0Xo?si=TkypZik1nzNg--yU\"><source src=\"https:\/\/youtu.be\/x_UWvzcY0Xo?si=TkypZik1nzNg--yU\" 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\">News<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u65b0\u95fb<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u788e\u7247\u5316\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u8611\u83c7\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u753b\u50cf<\/span><br \/>\n <span class=\"tag\">\u65b0\u95fb\u6458\u8981<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u6d41<\/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\u559c\u7231\u53ef\u7231\u7684\u624b\u7ed8\u8611\u83c7\u5f62\u8c61\uff0c\u5e76\u8ba4\u53ef\u5176\u521b\u610f\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u4e2a\u6027\u5316\u7a0b\u5ea6\uff08\u80fd\u5426\u5c4f\u853d\u7279\u5b9a\u4e3b\u9898\u5982\u653f\u6cbb\uff09\u3001\u7528\u6237\u53ef\u63a7\u6027\uff08\u81ea\u5b9a\u4e49\u6e90\u4e0e\u8bdd\u9898\u7684\u6dfb\u52a0\uff09\u3001Android\u7248\u672c\u4f55\u65f6\u63a8\u51fa\uff0c\u4ee5\u53caAI\u529f\u80fd\u7684\u672a\u6765\u89c4\u5212\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 Shroomie\u7684\u521b\u610f\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4f20\u7edf\u65b0\u95fbApp\u5728\u7528\u6237\u4f53\u9a8c\u4e0a\u7684\u4e00\u4e2a\u6838\u5fc3\u6096\u8bba\uff1a\u4fe1\u606f\u8d8a\u91cd\u8981\uff0c\u9605\u8bfb\u611f\u53d7\u5f80\u5f80\u8d8a\u6c89\u91cd\u3002\u901a\u8fc7\u201c\u79cd\u8611\u83c7\u201d\u8fd9\u4e00\u8f7b\u677e\u3001\u4f4e\u95e8\u69db\u4e14\u5177\u6709\u6210\u957f\u611f\u7684\u6e38\u620f\u5316\u673a\u5236\uff0c\u5b83\u5c1d\u8bd5\u5c06\u65b0\u95fb\u6d88\u8d39\u4ece\u4e00\u79cd\u57fa\u4e8e\u201c\u4e49\u52a1\u201d\u7684\u88ab\u52a8\u63a5\u6536\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u57fa\u4e8e\u201c\u671f\u5f85\u201d\u7684\u4e3b\u52a8\u4e60\u60ef\u3002\u8fd9\u79cd\u201c\u73a9\u4e2d\u5b66\u201d\u7684\u8bbe\u8ba1\u601d\u8def\uff0c\u5728\u5bf9\u6297\u4fe1\u606f\u7126\u8651\u548c\u57f9\u517b\u7528\u6237\u7c98\u6027\u4e0a\uff0c\u786e\u5b9e\u6bd4\u5355\u7eaf\u4f18\u5316\u6458\u8981\u6216Al\u63a8\u9001\u7684\u540c\u7c7b\u4ea7\u54c1\uff08\u5982Artifact\u7684\u9057\u8001\u4eec\uff09\u66f4\u5177\u60c5\u7eea\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6f5c\u529b\u4e0e\u98ce\u9669\u540c\u6837\u660e\u663e\u3002\u4ece\u7528\u6237\u5c16\u9510\u7684\u63d0\u95ee\u4e2d\u5df2\u80fd\u770b\u51fa\uff0c\u5176\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u201c\u6e38\u620f\u5316\u201d\u4e0e\u201c\u4fe1\u606f\u6df1\u5ea6\u201d\u7684\u5e73\u8861\u3002\u5982\u679c\u6e38\u620f\u673a\u5236\u8fc7\u4e8e\u6d45\u5c42\uff08\u5982\u53ea\u662f\u88c5\u9970\u6027\u5730\u6536\u96c6\u8611\u83c7\uff09\u800c\u672a\u80fd\u4e0e\u4fe1\u606f\u6d88\u8d39\u6df1\u5ea6\u6302\u94a9\uff0c\u7528\u6237\u7684\u65b0\u9c9c\u611f\u5c06\u8fc5\u901f\u6d88\u9000\uff1b\u5982\u679cAI\u4e2a\u6027\u5316\u8fc7\u4e8e\u201c\u9ed1\u76d2\u201d\uff0c\u65e0\u6cd5\u8ba9\u7528\u6237\u7cbe\u51c6\u63a7\u5236\u5185\u5bb9\u201c\u7981\u5165\u540d\u5355\u201d\uff08\u5982\u5b8c\u5168\u79fb\u9664\u653f\u6cbb\u6216\u8d1f\u9762\u65b0\u95fb\uff09\uff0c\u90a3\u4e48\u201c\u7f13\u89e3\u7126\u8651\u201d\u7684\u521d\u8877\u4fbf\u4f1a\u6ca6\u4e3a\u7a7a\u8c08\u3002\u76ee\u524d\u5176\u201cAI Prompt\u201d\u4e2a\u6027\u5316\u5c42\u662f\u4e00\u4e2a\u6b63\u786e\u7684\u89e3\u6cd5\uff0c\u4f46\u5173\u952e\u5728\u4e8e\u6267\u884c\u7ec6\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4f5c\u4e3aV1\u7248\u672c\uff0c\u4ec5\u652f\u6301iPhone\u4e14\u7528\u6237\u81ea\u5b9a\u4e49\u6e90\u529f\u80fd\u4ecd\u5728\u201croadmap\u201d\u4e0a\uff0c\u610f\u5473\u7740\u5176\u5185\u5bb9\u751f\u6001\u548c\u6570\u636e\u58c1\u5792\u5c1a\u672a\u5efa\u7acb\u3002\u5728\u4e00\u4e2a\u88ab\u4fe1\u606f\u6d41\u5145\u65a5\u7684\u5e02\u573a\u4e2d\uff0cShroomie\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u5236\u9020\u7684\u201c\u8611\u83c7\u201d\uff0c\u4e0d\u4ec5\u662f\u53ef\u7231\u7684\u6570\u5b57\u73a9\u5177\uff0c\u66f4\u662f\u80fd\u5e2e\u52a9\u7528\u6237\u5728\u4fe1\u606f\u4e1b\u6797\u4e2d\u7cbe\u51c6\u89c5\u98df\u7684\u5207\u5b9e\u5de5\u5177\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53e6\u4e00\u6b3e\u77ed\u6682\u7684\u201c\u65b0\u5947\u73a9\u5177\u201d\uff0c\u800c\u975e\u6539\u53d8\u65b0\u95fb\u9605\u8bfb\u4e60\u60ef\u7684\u201c\u5fc5\u9700\u54c1\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\">Shroomie<\/span>\n <\/div>\n<div class=\"comment-content\">Shroomie is an AI-powered news app that makes reading fun, effortless and habit-forming. Every story is bite-sized and interactive, and every day you read, you grow a mushroom garden \u2014 turning daily news into a game. AI handles everything behind the scenes, from sourcing stories and generating visuals to personalizing your feed.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The mushroom characters are super adorable! Were they AI-generated, or designed by an illustrator?<\/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\/@yi_he6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yi_he6<\/a> Thanks! Those were actually done by an illustrator friend of ours. We tried AI-generated mushrooms first but they just couldn’t match the hand-drawn quality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Product Hunt! \ud83d\udc4b<\/p>\n<p>Every news product we tried was solving <em>what<\/em> to show us, not <em>how<\/em> it felt to read.<\/p>\n<p>AI has given us smarter curation and better summaries, but the reading experience remains fundamentally… boring to us.<\/p>\n<p>So we asked: <strong>what if reading the news actually felt fun?<\/strong><\/p>\n<p><strong>Shroomie makes news bite-sized and interactive.<\/strong> We designed an immersive flow where you can effortlessly skim through your feed, react, and deep dive on topics of your interest.<\/p>\n<\/p>\n<p><strong>Every day you read, you grow a mushroom garden.<\/strong> We believe the best habits aren’t built through discipline \u2014 they’re built through play. After every session, you walk away with something real: a garden that grew, and a mind that did too.<\/p>\n<p><strong>AI powers everything behind the scenes<\/strong> \u2014 sourcing stories, generating visuals and summaries, and deep-dive research. A personalization engine combines ML and LLMs to curate a feed tailored to each reader.<\/p>\n<p>Check us out on <a href=\"https:\/\/apps.apple.com\/us\/app\/shroomie-bite-sized-news\/id6748891846\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">App Store<\/a>! This is our v1, and we’re shaping what comes next with early adopters. Try it and let us know what you’d change!<\/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>this is good for micro learning, I would like to know how do you profile user or are you sending same news to everyone. and what is the frequency and how do you choose the frequency ?<\/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\">@harshalvc_ai Your feed is personalized based on your interests and reading history, and refreshes every few hours. For breaking news, we push updates as they happen.<\/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!<br \/>Android when? \ud83d\ude09 <\/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\/@hsr88\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hsr88<\/a> Hey Krystian, it’s on our radar! Personally, Kotlin is my more familiar language, so there’s 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>sounds like fun actually. any way to add your own topic and sources? <\/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\/@math_biomes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@math_biomes<\/a> Very good point! This is on our roadmap and should be available soon. Stay tuned!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@math_biomes To help us understand what to build \u2014 what sources would you like to choose from, and how do you imagine the feature looking?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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’m in love with your mascot and couldn’t resist leaving a comment \ud83d\ude05\ud83c\udf44<br \/>Where did the metaphor of growing a mushroom garden come from?<\/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\/@foxecila\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@foxecila<\/a> Thanks so much! Two reasons actually:<\/p>\n<ol>\n<li>\n<p>Our team genuinely loves mushrooms \u2014 in the wild and on the plate \ud83d\ude04<\/p>\n<\/li>\n<li>\n<p>The calm, quirky energy of mushrooms is the perfect counterbalance to breaking-news anxiety, which is exactly the vibe we wanted for the app<\/p>\n<\/li>\n<\/ol>\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! How deep does the personalization go? Can I control what topics I see, or does it learn on its own 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\">Both! You can select your interest at the category level, and you can personalize more deeply with AI prompts.<\/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>Just downloaded it. How granular does the personalization get? Can I tell it I want more tech and zero politics, or is it more of a black box?<\/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>Great question! We have three layers:<\/p>\n<ol>\n<li>\n<p>You rank categories like business, tech, and world news.<\/p>\n<\/li>\n<li>\n<p>You can use an AI prompt to describe exactly what you want for deeper personalization (enabled for early users right now).<\/p>\n<\/li>\n<li>\n<p>We analyze your reading patterns and adapts your feed with ML \u2014 so it gets smarter the more you use it.<\/p>\n<\/li>\n<\/ol>\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>Why only iphone? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 love whimsy software! \ud83c\udf44 Too many news sites spam you with ads rather than making the content experience actually delightful. <\/p>\n<p>Love the asking follow ups, what other AI features do you have planned? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@seandotexe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seandotexe<\/a> Hey Sean, glad you liked it! <\/p>\n<\/p>\n<p>We have a few AI-related features in mind!<\/p>\n<ul>\n<li>\n<p>Right now, our feed personalization uses a mix of traditional ML + lightweight LLM extraction. We really want to make that more powerful, perhaps allowing users to specify what they like to see and what they don’t like to see in a free-form format. Kinda like Spotify’s AI playlist, but a bit more guided than that.<\/p>\n<\/li>\n<li>\n<p>We are thinking of ways of customizing your mushroom buddies to “grow” with your reading habits in a more personal manner. You can imagine the buddies can have tailored appearances, tags, and achievements themed with “politics enthusiast” or “science scholar”.<\/p>\n<\/li>\n<li>\n<p>An AI-guided “investigative deep-dive” mode, where you can discover more about a news topic, rather than just get a summary of it. This will be functionally an extension to the follow-up feature, but it will be more delightful and interactive.<\/p>\n<\/li>\n<\/ul>\n<p>Curious what you think of AI capabilities nowadays. Have you incorporated the newer models in your older products launched a few years ago? I personally have great confidence in using 2026 AI models to improve customer-facing experiences and not just coding :p.<\/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\">Hi Chenglai<br \/>\nI love the name Shroomie. Is this for adults\/young kids or both? Who is your target audience?<\/p>\n<p>Also do you integrate with news platforms and if so which ones?<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@myrto_skourletou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@myrto_skourletou<\/a> Thanks! We love mushrooms because they are calm and whimsical \u2014 the opposite energy of breaking-news anxiety.<\/p>\n<p>Our main audience is young professionals, but Shroomie really works for anyone who wants to stay informed without the heaviness of traditional news apps.<\/p>\n<p>For every story, we pull from 20+ authoritative sources (Reuters, Bloomberg, etc.) to ensure thorough coverage and minimize bias.<\/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\">@myrto_skourletou Let us know if you have any feedback! Also, what kind of sources would you like to add, and how do you imagine the interaction to look like? This will better help us build the feature!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K7S22VM5P6ITIK\" class=\"app-title\">Faby<\/a><\/p>\n<div class=\"one-liner\">Your virtual coworker with its own computer living in Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Faby \u662f\u4e00\u6b3e\u5d4c\u5165 Slack \u7684\u865a\u62df\u540c\u4e8b\uff0c\u62e5\u6709\u72ec\u7acb\u7684\u8ba1\u7b97\u673a\u3001\u6d4f\u89c8\u5668\u548c\u7f16\u7a0b\u73af\u5883\uff0c\u80fd\u5c06\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u51fa\u7684\u5de5\u4f5c\u8bf7\u6c42\u76f4\u63a5\u6267\u884c\u5230\u5e95\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u804a\u5929\u5de5\u5177\u4e2d\u9700\u6c42\u843d\u5730\u96be\u3001\u4f9d\u8d56\u4eba\u5de5\u6267\u884c\u7684\u75db\u70b9\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\/a3a94018-5347-4991-8885-bb0a88f39952.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Ef6Oj0SvjpI\"><source src=\"https:\/\/www.youtube.com\/watch?v=Ef6Oj0SvjpI\" 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\/e41aa0a6-f84b-469a-8f6b-9f3d0d7b5ea7.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\/b847f287-7397-480a-bf02-09b46c6d4f22.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\/f0927121-a825-4dbb-a0a1-fbdab0b58644.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\/39694cb5-279f-4ead-ac38-e19675b13ebb.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\/567c2162-b439-4fd7-a7bc-320bcfc3b3df.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\">Slack<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Slack \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u540c\u4e8b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u62a5\u544a<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6c99\u76d2\u5b89\u5168<\/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\u5b89\u5168\u8fb9\u754c\uff0c\u8be2\u95ee Faby \u662f\u5426\u5728\u6c99\u76d2\u4e2d\u8fd0\u884c\u3001\u80fd\u5426\u5b89\u88c5\u5305\u6216\u8bbf\u95ee\u5185\u90e8\u5de5\u5177\uff1b\u8fd8\u6709\u7528\u6237\u5173\u5fc3\u8f93\u51fa\u8d28\u91cf\u63a7\u5236\uff08QA\uff09\uff1b\u53e6\u6709\u4eba\u597d\u5947\u4ea7\u54c1\u662f\u5426\u4ec5\u9762\u5411\u6280\u672f\u56e2\u961f\uff0c\u975e\u6280\u672f\u4eba\u5458\u80fd\u5426\u4f7f\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 Faby \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u6587\u672c\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5b8c\u6210\u4efb\u52a1\u201d\u3002\u5b83\u5c06 AI \u4ece\u201c\u5efa\u8bae\u8005\u201d\u5347\u7ea7\u4e3a\u201c\u6267\u884c\u8005\u201d\uff0c\u8fd9\u662f\u5f53\u524d Copilot \u7c7b\u4ea7\u54c1\u666e\u904d\u7f3a\u5931\u7684\u5173\u952e\u4e00\u73af\u3002\u901a\u8fc7\u8d4b\u4e88 AI \u81ea\u5df1\u7684\u8ba1\u7b97\u673a\u3001\u6d4f\u89c8\u5668\u548c\u7f16\u7a0b\u73af\u5883\uff0cFaby \u5b9e\u9645\u4e0a\u521b\u9020\u4e86\u7b2c\u4e00\u4e2a\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u201c\u6570\u5b57\u52b3\u52a8\u529b\u201d\u2014\u2014\u5b83\u80fd\u62c9\u53d6\u6570\u636e\u3001\u751f\u6210\u62a5\u544a\u3001\u5199\u4ee3\u7801\u3001\u7ba1\u7406\u5de5\u5355\uff0c\u751a\u81f3\u8de8\u5de5\u5177\u6d41\u8f6c\u4efb\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6210\u4e5f\u201c\u81ea\u4e3b\u201d\uff0c\u5371\u4e5f\u201c\u81ea\u4e3b\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5b89\u5168\u6c99\u76d2\u4e0e\u8f93\u51fa QA \u7684\u8d28\u7591\u76f4\u6307\u547d\u95e8\uff1a\u5141\u8bb8\u4e00\u4e2a AI \u4ee3\u7406\u5b89\u88c5\u5305\u3001\u8bbf\u95ee\u5185\u90e8\u7cfb\u7edf\u3001\u6267\u884c\u4ee3\u7801\uff0c\u76f8\u5f53\u4e8e\u5c06\u516c\u53f8 IT \u7684\u540e\u95e8\u94a5\u5319\u4ea4\u7ed9\u4e86\u4e00\u4e2a\u9ed1\u76d2\u3002\u7f3a\u4e4f\u53ef\u4fe1\u7684\u5ba1\u8ba1\u65e5\u5fd7\u548c\u7ec6\u7c92\u5ea6\u6743\u9650\u63a7\u5236\uff0c\u4f01\u4e1a\u5f88\u53ef\u80fd\u4e0d\u6562\u5c06\u5b83\u63a5\u5165\u6838\u5fc3\u751f\u4ea7\u73af\u5883\u3002\u6b64\u5916\uff0c\u8bc4\u8bba\u4e2d\u201c\u662f\u5426\u4f1a\u5199\u6b7b\u4ee3\u7801\u201d\u201c\u662f\u5426\u4ec5\u9650\u6280\u672f\u56e2\u961f\u201d\u7b49\u7591\u95ee\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u975e\u6280\u672f\u7528\u6237\u53cb\u597d\u5ea6\u4e0a\u7684\u6f5c\u5728\u77ed\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n Faby \u7684\u65b9\u5411\u65e0\u7591\u662f\u6b63\u786e\u7684\u2014\u2014AI \u8981\u843d\u5730\uff0c\u5fc5\u987b\u4ece\u201c\u5634\u70ae\u201d\u53d8\u4e3a\u201c\u52a8\u624b\u201d\u3002\u4f46\u5982\u679c\u5b83\u4e0d\u80fd\u5728\u5b89\u5168\u62a4\u680f\u3001\u7ed3\u679c\u53ef\u89e3\u91ca\u6027\u548c\u4f4e\u95e8\u69db\u914d\u7f6e\u4e0a\u5efa\u7acb\u4fe1\u4efb\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u6781\u5ba2\u7684\u73a9\u5177\uff0c\u800c\u975e\u4f01\u4e1a\u7684\u6807\u914d\u3002\u5efa\u8bae Faby \u5c3d\u65e9\u63a8\u51fa\u201c\u6267\u884c\u8bb0\u5f55\u56de\u653e\u201d\u548c\u201c\u53ef\u914d\u7f6e\u6743\u9650\u6a21\u677f\u201d\uff0c\u8ba9\u975e\u6280\u672f\u7ba1\u7406\u8005\u4e5f\u80fd\u653e\u5fc3\u5730\u628a\u5de5\u4f5c\u4ea4\u7ed9\u8fd9\u4e2a\u865a\u62df\u540c\u4e8b\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\">Faby<\/span>\n <\/div>\n<div class=\"comment-content\">Faby is a virtual coworker with its own computer, browser, and coding environment. It plugs into your company stack and completes real tasks end to end from Slack.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Faby is a virtual coworker that lives in Slack. You ask it for work in plain language, and it uses its own computer, browser, coding environment, and connected company tools to complete the task end to end.<\/p>\n<p>It can pull data, build reports or dashboards, research information, update systems, write and ship code, triage tickets, and move work across tools like a teammate would.<\/p>\n<p>Faby started from a simple frustration: teams ask for work in Slack, but most tools only answer with advice and leave the actual execution to humans.<\/p>\n<p>I wanted to build a coworker that could take a real request, use the company\u2019s tools, browse, write code when needed, and return finished work where the conversation already happens. <\/p>\n<p>The approach evolved from \u201cchat assistant\u201d into \u201cagent with<br \/>\na computer\u201d because the hard part is not generating text. It is completing the messy steps across apps, context, files, data, and code.<\/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\">@cskc97 is there QA on Faby\u2019s output? What would you recommend?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 virtual coworker with its own computer living in Slack is fascinating \u2014 most AI agents just reply in chat, not actually execute. Curious how you handle security boundaries. Can Faby install packages or access internal tools, or is it locked to a sandboxed environment?<\/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\">Hi Krish<br \/>\nI enjoyed your demo on Faby<br \/>\nDo you envision this working only for technical teams?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 = 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