Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-06<\/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 | 2026-04-06<\/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\/GDTDNLE4GZ3EBU\" class=\"app-title\">Moonshot <\/a><\/p>\n<div class=\"one-liner\">Track the Artemis II mission from your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">370<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u7684 macOS \u83dc\u5355\u680f\u5e94\u7528\uff0c\u901a\u8fc7\u5b9e\u65f6\u8ffd\u8e2a NASA \u963f\u5c14\u5fd2\u5f25\u65af II \u53f7\u4efb\u52a1\u7684\u5173\u952e\u8282\u70b9\u4e0e\u6570\u636e\uff0c\u4e3a\u592a\u7a7a\u7231\u597d\u8005\u548c\u666e\u901a\u7528\u6237\u63d0\u4f9b\u4e86\u65e0\u9700\u5207\u6362\u7f51\u9875\u3001\u968f\u65f6\u53ef\u67e5\u7684\u6c89\u6d78\u5f0f\u4efb\u52a1\u8ffd\u8e2a\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u83b7\u53d6\u5373\u65f6\u3001\u6e05\u6670\u8fdb\u5c55\u4fe1\u606f\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\/ea2ccbe7-6cfc-4b96-a1fa-7f40f7349cee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6992d6e0-028e-40fe-80a0-ce19ceab6374.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6622d33c-1b01-43fe-8a43-df567b959209.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38446a4c-3abb-446d-9f6b-d57567abf5ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c888a4d-a5e2-4577-9f54-5ce7402ad377.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\">Space<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u592a\u7a7a\u4efb\u52a1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SwiftUI<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">NASA<\/span><br \/>\n <span class=\"tag\">\u963f\u5c14\u5fd2\u5f25\u65af\u8ba1\u5212<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u7231\u597d\u8005<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\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\u666e\u904d\u8d5e\u8d4f\u5176\u521b\u610f\u4e0e\u8f7b\u91cf\u7ea7\u8bbe\u8ba1\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u4efb\u52a1\u9636\u6bb5\u8bf4\u660e\u4ee5\u964d\u4f4e\u7406\u89e3\u95e8\u69db\uff1b\u8be2\u95ee\u6570\u636e\u6e90\u3001\u66f4\u65b0\u9891\u7387\u53ca\u5b9e\u65f6\u6027\uff1b\u671f\u5f85\u6269\u5c55\u81f3\u5176\u4ed6\u592a\u7a7a\u4efb\u52a1\uff1b\u5efa\u8bae\u589e\u52a0\u5b9e\u65f6\u56fe\u50cf\u3001\u8f68\u8ff9\u53ef\u89c6\u5316\u7b49\u6df1\u5ea6\u529f\u80fd\uff1b\u5c11\u6570\u7528\u6237\u9047\u5230\u6570\u636e\u52a0\u8f7d\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 Moonshot \u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u964d\u7ef4\u201d\u4e0e\u201c\u5347\u7ef4\u201d\u7684\u5de7\u5999\u5e73\u8861\u3002\u5b83\u5c06\u4e00\u4e2a\u56fd\u5bb6\u7ea7\u3001\u9ad8\u590d\u6742\u5ea6\u7684\u592a\u7a7a\u63a2\u7d22\u5de5\u7a0b\uff0c\u538b\u7f29\u8fdb\u4e00\u4e2a\u5b89\u9759\u7684\u83dc\u5355\u680f\u56fe\u6807\u91cc\uff0c\u8fd9\u662f\u4e00\u79cd\u6781\u81f4\u7684\u201c\u964d\u7ef4\u201d\u2014\u2014\u5c06\u5b8f\u5927\u53d9\u4e8b\u8f7b\u91cf\u5316\u3001\u65e5\u5e38\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u4f9bNASA\u7ea7\u522b\u7684\u539f\u59cb\u6570\u636e\uff0c\u800c\u662f\u5145\u5f53\u4e86\u4e00\u4e2a\u667a\u80fd\u7684\u201c\u4fe1\u606f\u7ffb\u8bd1\u5b98\u201d\u4e0e\u201c\u6ce8\u610f\u529b\u7ba1\u7406\u5668\u201d\u3002\u5b83\u901a\u8fc7\u5904\u7406\u516c\u5f00\u6570\u636e\uff0c\u63d0\u70bc\u51fa\u666e\u901a\u4eba\u5173\u5fc3\u7684\u5173\u952e\u8282\u70b9\uff08\u5012\u8ba1\u65f6\u3001\u4efb\u52a1\u9636\u6bb5\u3001\u5b87\u822a\u5458\u4fe1\u606f\uff09\uff0c\u5e76\u4ee5\u4f18\u96c5\u7684\u65f6\u7a7a\u7ebf\u5448\u73b0\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5bf9\u6297\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u8ba4\u77e5\u8d1f\u62c5\uff0c\u8ba9\u7528\u6237\u4ee5\u6700\u4f4e\u6210\u672c\u83b7\u5f97\u201c\u53c2\u4e0e\u611f\u201d\u4e0e\u201c\u638c\u63a7\u611f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u8f7b\u76c8\u4e5f\u662f\u5176\u5929\u82b1\u677f\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u6df1\u5ea6\u4fe1\u606f\u6e34\u6c42\u201d\uff08\u5982\u5b9e\u65f6\u5f71\u50cf\u3001\u8be6\u7ec6\u8f68\u8ff9\uff09\u4e0e\u201c\u5e7f\u5ea6\u6269\u5c55\u671f\u5f85\u201d\uff08\u5176\u4ed6\u4efb\u52a1\uff09\u6b63\u662f\u5176\u4f5c\u4e3a\u201c\u5468\u672b\u9879\u76ee\u201d\u7684\u8fb9\u754c\u3002\u5b83\u7cbe\u51c6\u670d\u52a1\u4e86\u201c\u5173\u6ce8\u4f46\u975e\u94bb\u7814\u201d\u7684\u4e2d\u95f4\u6001\u7528\u6237\uff0c\u4f46\u96be\u4ee5\u6ee1\u8db3\u786c\u6838\u7231\u597d\u8005\u6216\u79d1\u7814\u9700\u6c42\u3002\u4ea7\u54c1\u82e5\u60f3\u7a81\u7834\u5de5\u5177\u5c5e\u6027\uff0c\u5411\u201c\u592a\u7a7a\u6587\u5316\u95e8\u6237\u201d\u6f14\u8fdb\uff0c\u5219\u9700\u5728\u6570\u636e\u6df1\u5ea6\u3001\u4e92\u52a8\u53ef\u89c6\u5316\u53ca\u793e\u533a\u6784\u5efa\u4e0a\u91cd\u6295\u5165\u3002\u5f53\u524d\u7248\u672c\u662f\u201c\u5355\u70b9\u6781\u81f4\u201d\u7684\u5178\u8303\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u963f\u5c14\u5fd2\u5f25\u65afII\u7684\u7cbe\u81f4\u4f34\u4fa3\u201d\u8fdb\u5316\u4e3a\u201c\u592a\u7a7a\u63a2\u7d22\u7684\u5e38\u9a7b\u4eea\u8868\u76d8\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u662f\u6619\u82b1\u4e00\u73b0\u7684\u521b\u610f\u706b\u82b1\uff0c\u8fd8\u662f\u80fd\u6301\u7eed\u8fed\u4ee3\u7684\u72ec\u7acb\u4ea7\u54c1\u3002\u5176SwiftUI\u83dc\u5355\u680f\u7684\u5f62\u5f0f\uff0c\u672c\u8eab\u4e5f\u6697\u793a\u4e86\u5176\u201c\u4f34\u968f\u5f0f\u201d\u7684\u4ea7\u54c1\u54f2\u5b66\u2014\u2014\u4e0d\u6253\u6270\uff0c\u4f46\u603b\u5728\u573a\uff0c\u8fd9\u6216\u8bb8\u662f\u672a\u6765\u7cfb\u7edf\u7ea7\u4fe1\u606f\u670d\u52a1\u7684\u4e00\u4e2a\u6709\u8da3\u96cf\u5f62\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\">Moonshot <\/span>\n <\/div>\n<div class=\"comment-content\">A macOS menu bar app built with SwiftUI that tracks NASA\u2019s Artemis II mission in real time, showing mission phases, countdowns to key lunar flyby and return events, mission elapsed time, crew, live telemetry context, and a space-themed Earth-Moon-Orion timeline. Uses publicly available NASA mission data and timeline updates.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! <\/p>\n<p>I’ve always been fascinated with everything space and NASA and while I was consuming absolutely everything I could about Artemis II, I started to think I’d love an app to track all of the phases for me. So I built it over the weekend. <\/p>\n<p>Features:<\/p>\n<p>Live countdowns to key Artemis II events<br \/>Mission phases including outbound, lunar flyby, return leg, re-entry, and splashdown<br \/>Mission elapsed time (MET)<br \/>Artemis II crew roster<br \/>NASA-sourced timeline and public mission update data<br \/>Menu bar-only macOS app built with SwiftUI<\/p>\n<p>It should take you all the way to splashdown. <\/p>\n<p>Hope you all enjoy, and if you have any feedback, drop it in the comments! \ud83d\ude42<\/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\/@aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> This is a really thoughtful execution, turning a complex mission into something lightweight and always visible . The timeline piece stands out. It might be even more useful if you add short context for each phase so non-space folks can follow along easily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> Congrats, quick question: beyond Artemis II, any plans to expand to future Artemis missions or other NASA programs like Gateway?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> Congrats on the launch Moonshot! This is such a cool project turning the Artemis II lunar mission into a live countdown with real NASA data is genuinely brilliant and inspiring. The creativity behind it is really impressive.<\/p>\n<\/p>\n<p>As I went through the page, I missed seeing the final countdown interface in action right away. The concept is beautifully explained, but I didn\u2019t get that instant \u201cwow\u201d feeling from actually experiencing it.<\/p>\n<\/p>\n<p>I\u2019m genuinely curious how you thought about the user experience for something as special as a lunar mission countdown would love to hear your approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@aaronoleary\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> This is pretty cool, didn\u2019t realize there was this much structured data available for Artemis missions.<\/p>\n<p>Are you pulling this straight from NASA APIs or doing some processing in between? how real-time this actually is?<\/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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a><\/p>\n<\/p>\n<p>There’s no real clean API to pull this from.<\/p>\n<\/p>\n<p>I\u2019m using NASA\u2019s public Artemis mission pages and AROW tracking resources for the mission schedule and trajectory data, and then I do some processing to turn that into the countdowns, phases, event states, and visual mission path in the app. For some orbital context, I also derive values from structured trajectory\/vector data rather than just showing raw page text.<\/p>\n<\/p>\n<p>It\u2019s more \u201cnear-real-time from public mission data\u201d than direct raw flight telemetry. It’s got a high level of accuracy but it isn’t designed to replace say NASA’s own tracker. My thinking with this is: an app that I can check on the fly with a high-enough level of accuracy rather than browse to a new tab and risk context-switching. <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That is so good, like reading scientific journals!<\/p>\n<p>What are your feature plans? <\/p>\n<\/p>\n<p>I see in the comments that you think about something like Flighty for space missions, what about something like space history & launches timeline with visualizations and historical facts? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rustam_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rustam_khasanov<\/a> mission elapsed time is such a cool detail. I can quickly see how far the mission has progressed.<\/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>this is sick,timeline visualisation is clean. I like space and artemis, how are you handling the live telemetry updates? polling or websockets? if you dont mind me asking , i sort of have an idea but yeah. I’m new to product Hunt , been seeing people’s stuff in here , and some are actually tickling my brain <\/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<div class=\"comment-item\">\n<div class=\"comment-content\">really cool idea. i find myself wanting more information\/to learn more. even seeing photos live as they\u2019re released. just something to make it truly the singular source of info for me to follow. otherwise im still pulling up separate feeds to track it<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this. SwiftUI menu bar apps are such an underrated format \u2014 lightweight, always accessible, no context-switching. I’m building a Mac-native video editor with SwiftUI + Rust and the menu bar philosophy resonates: do one thing well, stay out of the way. The ‘Flighty for space missions’ direction sounds incredible. Congrats on the launch and good luck with splashdown!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 actually pretty sick, didn\u2019t expect a menu bar app to go this deep<br \/>how often does the data update btw? <a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks fantastic. Congrats on the launch.<\/p>\n<\/p>\n<p>Is this just limited to accessing from the US? I\u2019m in the UK and data never loads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@craigcpaterson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@craigcpaterson<\/a> Should load! I’m in Ireland and it’s working. Lemme check to see if I spot anything <\/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\">@aaronoleary just tried again while using a Dublin VPN and still nothing.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, thanks for this! Mission updates right in the menu bar instead of constantly checking NASA’s site is way better. Nice project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 such a cool niche execution : love how you turned a complex mission like Artemis II into something so accessible right from the menu bar. The real-time aspect + mission timeline is a great touch.<\/p>\n<p>Also feels very aligned with the current wave of making complex systems more observable and understandable.<\/p>\n<p>We actually launched on Product Hunt today as well \u2014 working on Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different space, same love for making complexity manageable <\/p>\n<p>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>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>Very cool idea, perfect for space enthusiast people. Do you get it directly from their website?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>sick! i love that there is a launch tag for `Space`. Is this artisanal code or did you sling with an agent? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> the coolest launch tag. Artisanal lmao with one pass for an issue! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">We are genuinely going back to the moon and there\u2019s a Mac app for it. What time to be alive.<\/div>\n<div class=\"comment-actions\">\n<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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> this is my favourite comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 you built this over a weekend, the attention to detail with the mission phases and telemetry context is really impressive. Having it live in the menu bar is perfect for staying updated without constantly tab-switching during the mission. @aaronoleary are you planning to support future NASA missions beyond Artemis II?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_farr<\/a> Hey Marcelo! <\/p>\n<\/p>\n<p>Thanks for the kind words. Yeah, potentially. I’m half thinking of expanding into a mobile app, kind of like a flighty but for space missions. There’s a ton of big things in space every year that aren’t as publicised that I think people would be interested in. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’d actually love to see a mission view. A trajectory of the path taken by the Rocket. The whole slingshot around the moon in real-time. That would be incredibleeeeee!!!! Awesome work \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@richard_andrews4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_andrews4<\/a> I was thinking this too! Gonna see if I can get it done! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@richard_andrews4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_andrews4<\/a> That would be epic , seeing the full trajectory in real time would totally bring the mission to life , can’t wait to see it if it happens<\/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>Wait the details on this are actually insane, telemetry is \ud83e\udd0c. Awesome job, <a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> It started as a simple tracker for the moon flyby phase but the nerd in me wouldn’t sleep until I gathered every useful piece of data I could and presented it lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey, this looks very cool! Going to try \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\/@antoninkus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antoninkus<\/a> Thanks! Hope you like it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AA2PMVQIUHDCHQ\" class=\"app-title\">AgentPulse by Rectify<\/a><\/p>\n<div class=\"one-liner\">Everything in OpenClaw’s terminal, you can now do visually<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">228<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AgentPulse \u662f\u4e00\u6b3e\u4e3a OpenClaw AI \u4ee3\u7406\u64cd\u4f5c\u5e73\u53f0\u8bbe\u8ba1\u7684\u53ef\u89c6\u5316\u6307\u6325\u4e2d\u5fc3\uff0c\u5b83\u901a\u8fc7\u56fe\u5f62\u754c\u9762\u66ff\u4ee3\u4e86\u7e41\u7410\u7684\u7ec8\u7aef\u547d\u4ee4\u548c JSON \u914d\u7f6e\uff0c\u5728\u56e2\u961f\u534f\u4f5c\u4e0e\u591a\u5ba2\u6237\u7ba1\u7406\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u8fd0\u7ef4\u6548\u7387\u4f4e\u4e0b\u3001\u56e2\u961f\u6743\u9650\u6df7\u4e71\u53ca\u5ba2\u6237\u7f3a\u4e4f\u900f\u660e\u5ea6\u7684\u6838\u5fc3\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\/c630a135-99e0-4de5-90c4-e12f01926a56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ace2f25-3135-4849-a44f-2ed2ad238ad1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59f08bab-1370-49cb-8f79-8d0dd21180bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a46bc55-51ad-4ba9-b8a4-025d02bf7fb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93432f97-2616-4a1e-b5bf-f0bb09eb7ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/696dcde9-76cc-4c79-a600-96832f2d051b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acf05ae0-fde6-4c97-87a9-0ce277e6aaf1.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\/db19fe6e-d1f1-4937-a922-9fe14dc1d787.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ntV92liMR3A\"><source src=\"https:\/\/youtu.be\/ntV92liMR3A\" 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\u4ee3\u7406\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u95e8\u6237<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8fd0\u7ef4\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u79df\u6237\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u53ef\u89c6\u5316\u3001\u56e2\u961f\u6743\u9650\u7ba1\u7406\u548c\u5ba2\u6237\u89c6\u56fe\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a3D\u89c6\u56fe\u662f\u5671\u5934\u8fd8\u662f\u771f\u6709\u7528\u3001\u5982\u4f55\u8c03\u8bd5\u4ee3\u7406\u5931\u8d25\u7684\u6839\u672c\u539f\u56e0\u3001\u65b0\u7528\u6237\u4e0a\u624b\u96be\u5ea6\uff0c\u4ee5\u53ca\u5e0c\u671b\u770b\u5230\u66f4\u591a\u5b9e\u9645\u6848\u4f8b\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u8be6\u7ec6\u89e3\u91ca\u4e86\u529f\u80fd\u4ef7\u503c\u5e76\u6536\u96c6\u53cd\u9988\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 AgentPulse \u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e3a OpenClaw \u62ab\u4e0a\u4e86\u4e00\u5c42\u56fe\u5f62\u5316\u5916\u8863\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d AI \u4ee3\u7406\u8fd0\u7ef4\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5de5\u5177\u201d\u8fc7\u7a0b\u4e2d\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4e2a\u4f53\u9ed1\u5ba2\u5f0f\u64cd\u4f5c\u4e0e\u89c4\u6a21\u5316\u3001\u5546\u4e1a\u5316\u4ea4\u4ed8\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u5957\u201c\u64cd\u4f5c-\u534f\u4f5c-\u89e3\u91ca\u201d\u4e09\u4f4d\u4e00\u4f53\u7684\u7cfb\u7edf\u3002\u9996\u5148\uff0c\u5b83\u5c06\u7ec8\u7aef\u64cd\u4f5c\u53ef\u89c6\u5316\uff0c\u964d\u4f4e\u7684\u662f\u5355\u4e2a\u5f00\u53d1\u8005\u7684\u8ba4\u77e5\u8d1f\u8377\uff0c\u63d0\u5347\u7684\u662f\u57fa\u7840\u8fd0\u7ef4\u6548\u7387\u3002\u4f46\u8fd9\u53ea\u662f\u5165\u573a\u5238\u3002\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u662f\u5176\u5f15\u5165\u7684\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\uff08RBAC\uff09\u4e0e\u591a\u5ba2\u6237\u9694\u79bb\u5de5\u4f5c\u533a\u3002\u8fd9\u76f4\u63a5\u5c06\u4ea7\u54c1\u5b9a\u4f4d\u4ece\u201c\u5f00\u53d1\u8005\u5de5\u5177\u201d\u62c9\u5347\u5230\u4e86\u201c\u56e2\u961f\u53ca\u5546\u4e1a\u8fd0\u8425\u5e73\u53f0\u201d\uff0c\u89e3\u51b3\u4e86\u4ee3\u7406\u89c4\u6a21\u5316\u540e\u5fc5\u7136\u9762\u4e34\u7684\u6743\u9650\u3001\u5b89\u5168\u4e0e\u5ba2\u6237\u6c9f\u901a\u6210\u672c\u95ee\u9898\u3002\u8fd9\u624d\u662f\u5176\u533a\u522b\u4e8e\u5176\u4ed6\u5355\u7eaf\u76d1\u63a7\u5de5\u5177\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u5185\u7f6e\u7684 AI \u52a9\u624b Quanta\u3002\u5b83\u88ab\u8bbe\u8ba1\u4e3a\u201c\u754c\u9762\u672c\u8eab\u201d\uff0c\u800c\u975e\u70b9\u7f00\u3002\u8fd9\u4e0d\u4ec5\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4e86\u4e00\u4e2a\u96f6\u95e8\u69db\u7684\u67e5\u8be2\u7a97\u53e3\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u8bd5\u56fe\u5c06\u8fd0\u7ef4\u52a8\u4f5c\uff08\u5982\u751f\u6210\u62a5\u544a\u3001\u68c0\u67e5\u72b6\u6001\uff09\u4ece\u201c\u624b\u52a8\u64cd\u4f5c\u201d\u8f6c\u5316\u4e3a\u201c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u201d\uff0c\u8fd9\u53ef\u80fd\u662f\u4eba\u673a\u4ea4\u4e92\u8303\u5f0f\u7684\u4e00\u6b21\u9690\u6027\u5347\u7ea7\u3002\u7136\u800c\uff0c\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\uff1a\u5728\u590d\u6742\u8c03\u8bd5\u573a\u666f\u4e0b\uff0cAI\u89e3\u91ca\u7684\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u80fd\u5426\u771f\u6b63\u66ff\u4ee3\u5f00\u53d1\u8005\u9605\u8bfb\u65e5\u5fd7\uff1f\u534e\u4e3d\u76843D\u529e\u516c\u5ba4\u89c6\u56fe\uff0c\u5728\u4fe1\u606f\u5bc6\u5ea6\u548c\u95ee\u9898\u5b9a\u4f4d\u6548\u7387\u4e0a\uff0c\u662f\u5426\u4f18\u4e8e\u7ecf\u8fc7\u4f18\u5316\u7684\u5217\u8868\u4e0e\u4eea\u8868\u76d8\uff1f\u8fd9\u9700\u8981\u5b9e\u8df5\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u56de\u590d\u4e2d\u900f\u9732\u7684\u201c\u65e0\u6b63\u5f0f\u6848\u4f8b\u7814\u7a76\u201d\u548c\u201c\u4e0e\u65e9\u671f\u7528\u6237\u5171\u540c\u5851\u9020\u4ea7\u54c1\u201d\u7684\u72b6\u6001\uff0c\u65e2\u663e\u793a\u4e86\u5176\u654f\u6377\u6027\uff0c\u4e5f\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u6781\u7aef\u590d\u6742\u573a\u666f\u4e0b\u7684\u6210\u719f\u5ea6\u6709\u5f85\u9a8c\u8bc1\u3002\u603b\u4f53\u800c\u8a00\uff0cAgentPulse \u5c55\u73b0\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u7684\u84dd\u56fe\u2014\u2014\u5b83\u4e0d\u53ea\u662f\u5728\u7ba1\u7406AI\u4ee3\u7406\uff0c\u66f4\u662f\u5728\u8bd5\u56fe\u5b9a\u4e49AI\u65f6\u4ee3\u56e2\u961f\u5982\u4f55\u534f\u4f5c\u7ba1\u7406\u81ea\u52a8\u5316\u7cfb\u7edf\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5728\u70ab\u9177\u6982\u5ff5\u4e4b\u4e0b\uff0c\u90a3\u4e9b\u201c\u67af\u71e5\u4f46\u91cd\u8981\u201d\u7684\u7ec6\u8282\u53ef\u9760\u6027\u80fd\u5426\u7ecf\u53d7\u4f4f\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u4e25\u82db\u8003\u9a8c\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\">AgentPulse by Rectify<\/span>\n <\/div>\n<div class=\"comment-content\">AgentPulse is the visual command center for OpenClaw. Everything you do in the terminal, you can do here: monitor agents, manage sessions, run cron jobs, track spend, assign tasks, review memory logs, and manage skills. No SSH. No JSON configs. And it’s built for teams: set role-based access so your developers get full control while clients get a view-only seat where they can still talk to Quanta, your AI operations agent, to understand what’s happening.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Umar, founder of Rectify.<\/p>\n<p>If you’re running OpenClaw agents, you know the drill: SSH into your server, edit JSON configs, tail logs in the terminal, hope your cron jobs didn’t silently fail overnight. It works when it’s just you. It breaks down the moment you add a team, or manage agents for a client.<\/p>\n<p>That’s why we built AgentPulse inside Rectify.<\/p>\n<p>Everything you do in OpenClaw’s terminal, you can now do visually: monitor every agent’s status in real time, manage sessions, track cron jobs, review alerts, assign tasks on a Kanban board with a live activity feed, browse full conversation memory, manage skills, set spend limits, and watch your agents work in a 3D virtual office.<\/p>\n<p>But here’s what no other OpenClaw tool gives you: role-based access control. Your developers get full admin access. A junior team member gets limited permissions. And your client? They get a view-only seat, but they can still talk to Quanta, our AI operations agent, and ask “what did my agents do this week?” or “why did this task fail?” Quanta explains everything in plain language. No terminal skills required.<\/p>\n<p>For agencies managing agents across multiple clients, each client gets an isolated workspace. IP whitelisting and SSH tunneling keep everything locked down.<\/p>\n<p>And AgentPulse is just one layer of Rectify. Underneath, you get a full SaaS operations platform: session replay, uptime monitoring, public status pages, an AI-powered support inbox, code scanning, product analytics, public roadmap with voting, auto-generated changelogs, workflow automation, a Chrome extension, and MCP server integration for your IDE.<\/p>\n<p>Quanta ties it all together. It’s not a chatbot sitting inside a dashboard. It IS the interface. Ask it to pull a code scan report, draft a support reply, create a changelog, check your uptime, or explain what your agents did overnight. It executes the work, not just suggests it. Every major AI provider supported through BYOK with zero markup on API costs.<\/p>\n<p>1000+ businesses already use Rectify. Would love to hear what you think. What would you want from an saas\/agent management platform?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> ip whitelisting and ssh tunneling included? it\u2019s clear you guys actually thought about the security side for agencies. most tools just focus on the ‘cool’ ai stuff and forget the boring (but important) infra.<\/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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Congrats on the launch Rectify! The concept of an AI-powered visual debugging tool that turns user complaints and session replays into actual code fixes feels like a real game-changer for dev teams.<\/p>\n<\/p>\n<p>While browsing the homepage, I found myself wanting to see more of the actual AI in action, it explains the vision and benefits well, but I couldn\u2019t easily get a sense of what the output or debugging experience actually looks like before signing up.<\/p>\n<\/p>\n<p>I\u2019m really curious how you\u2019re thinking about helping new users quickly experience the quality of the AI debugging early on, would love to hear your approach<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Some of my clients get bogged down with technical stuff. What’s the learning curve like for Rectify?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 seriously interesting take on agent ops: turning it into a visual command center (and even a 3D office) makes something quite abstract feel much more tangible and manageable.<\/p>\n<\/p>\n<p>Also love how you\u2019re combining monitoring, workflows, and client management into one system \u2014 feels like the direction many teams will need as agent-based systems scale.<\/p>\n<\/p>\n<p>We also launched on Product Hunt today \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different layer of the stack, but very similar goal: bringing structure and reliability to increasingly complex systems \ud83d\ude42<\/p>\n<\/p>\n<p>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>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\/@yanakazantseva1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanakazantseva1<\/a> Really appreciate you taking the time to write this, especially on your own launch day. <\/p>\n<p>That says a lot about the kind of team you are. You nailed it, as agent systems scale, teams need visibility and structure or it all falls apart. That’s exactly what we’re building for. Love what you’re doing with Ogoron too, automated test coverage that evolves with the product is something every team needs. Different layer, same mission. Good luck today, rooting for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 3D office for monitoring agents is something I’ve never seen before. Is it just a visual gimmick or does it actually make it easier to spot which agent is stuck or failing at a glance?<\/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\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> Great question! It’s definitely not a gimmick. The 3D office gives you an instant visual overview of every agent’s status so you can spot issues at a glance without digging through logs or lists. And you can actually chat with any agent directly from the 3D view, so if something looks off you can jump straight in and interact with it right there. Think of it as a live control room for your 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch day! Finally, a proper GUI for OpenClaw. The number of hours I’ve lost digging through terminal logs is painful. Being able to visually manage skills and cron jobs instead of editing JSON files is the big win here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krutytskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krutytskyi<\/a> We felt that pain too, way too many hours lost in terminal logs. Glad those days are behind you now. Thanks for the support today \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been a long time fan of Rectify and Umar’s work and this update is incredible. Linked my Openclaw with it and the results are already incredible. Thank you Umar!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mirano_designs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mirano_designs<\/a> Thank you so much, this means a lot. Love hearing that you’re already seeing results after connecting your OpenClaw. That’s exactly what we built it for. If there’s anything you’d want us to add or improve, don’t hesitate to reach out. Your support hasn’t gone unnoticed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In the 3D view is there a way to visually see agent failures?<\/p>\n<\/p>\n<p>The memory log review feature is the one I’m most curious about. When an agent does something unexpected, how do you surface whether it was a skill failure vs. a bad memory entry vs. just a weird model call? That distinction seems like it’d be really hard to debug visually without knowing where in the chain things went sideways.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kavin_jeya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kavin_jeya<\/a> Great questions. Yes, in the 3D office view you can visually see agent failures in real time. Agents that are stuck or failing are flagged so you can spot issues at a glance without digging through anything.<\/p>\n<p>On the memory log side, you’re right that debugging the “why” behind unexpected behavior is the hard part. We break it down so you can trace through the chain and see where things went wrong, whether it was a skill failure, a bad memory entry, or a model call that went sideways. You’re not just looking at the outcome, you’re seeing the steps that led to it. That clarity is what makes the difference between guessing and actually fixing the problem.<\/p>\n<p>Appreciate the thoughtful questions, this is exactly the kind of feedback that helps us make the debugging experience even better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Looks super cool. I love that you can collaborate on managing your agents in one place! Will dig into it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@buildwithomar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buildwithomar<\/a> Thank you! That’s exactly the idea, agents shouldn’t be a solo experience when you’re working as a team. Would love to hear what you think once you dig in, your feedback means everything to us \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 looks super promising.<\/p>\n<p>Especially for agencies. RBAC + client visibility + AI explanations is a killer combo.<\/p>\n<p>Would love to try this on a real multi-client setup.<\/p>\n<p>Do you have any case studies or examples of teams already using it at scale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@parth_solanki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parth_solanki<\/a> Really appreciate that, and you nailed it, RBAC plus client visibility plus Quanta’s AI explanations is exactly the combo we built AgentPulse around. No formal case studies yet, we’re still early. But honestly that’s what makes right now the best time to get in. You’d be shaping the product alongside us, not just using it. We’re actively onboarding teams and agencies running multi-client setups and building based on exactly that kind of real world feedback. If you’re up for it, let’s get you in and see how it fits your workflow. Shoot us a message, we move fast \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 client view-only seat with Quanta access is a smart call, we’re building something similar at TalkBuildr where agencies manage AI chatbots for clients and the biggest ask is always ‘how do I let my client see what’s happening without breaking things.’ How are you handling the handoff when a client wants to go from view-only to actually tweaking agent behavior?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cuygun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cuygun<\/a> Great question. Right now we handle it through permission levels, so you can control exactly what each user can see, trigger, or configure. If a client needs more access, you just adjust their role. Plus everything is logged so you can see exactly who did what and when, no blame game, just clarity. And in the next iteration we’re introducing rollback, so even if someone does make a change that breaks something, you can instantly revert to the previous working version. That safety net makes it a lot easier to give clients more control without the anxiety. And the best part is clients can interact with Quanta directly to understand what their agents are doing without needing to touch any configuration. Appreciate the kind words and love what you’re building at TalkBuildr \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been using Rectify for months on a SaaS I’ve been developing, helping my testers better capture feedback, bugs, etc. Umar and his whole team have been phenomenal in their support & dedication to what they build. That commitment shines through in their work on AgentPulse. From the very outset, they took every comment and bit of feedback to heart – and to development. From minor bugs \/ visual enhancements to tinfoil-hat level security requests, they took it all seriously and engaged in open – and constructive – conversation about it. <\/p>\n<\/p>\n<p>AgentPulse took OpenClaw (for me) from “neat tool” to an organized orchestration platform. It opened up a world of possibilities I honestly didn’t know existed, and made it dead easy to implement. The fact it’s deeply integrated with a tool I use every day is just the icing on the cake. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allen_pooley1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allen_pooley1<\/a> This genuinely made our day. Thank you for taking the time to write this.<\/p>\n<p>You’ve been with us through the rough edges, the late night fixes, the back and forth on features that most people wouldn’t even think to ask for. And honestly, users like you are the reason we build the way we do. Every bug report, every security request, every “have you thought about this” message pushed us to make Rectify better.<\/p>\n<p>SSH Tunnel came from your feedback and for that we are ever grateful <\/p>\n<p>Hearing that AgentPulse turned OpenClaw from a neat tool into something you’re actually building with means more than any upvote ever could. That’s exactly what we set out to do.<\/p>\n<p>We’re not done. Not even close. And your feedback will keep shaping what comes next \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Umar is an outstanding founder, and I\u2019m wishing you great success with the Rectify 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\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> Really appreciate that, thank you so much \ud83d\ude4f Means a lot to have your support. We’re just getting started \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>team-level visibility is the gap most agent platforms skip. solo works fine – the moment you add multiple clients, the ops chaos multiplies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Exactly this. Solo is easy, everyone figures that out. The real challenge starts when you’ve got multiple clients, different team members, different permission levels and zero visibility into who’s running what. That’s exactly why we built role-based access and spend caps from day one. Glad it resonates \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\">Been using Rectify since the early days and the progress has been insane. AgentPulse takes it to another level, the 3D office view and being able to create agents just by talking to Quanta is something I haven’t seen anywhere else. Well deserved launch, congrats team \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sam_jesani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_jesani<\/a> thanks bro, the <a href=\"https:\/\/Earlybird.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Earlybird.so<\/a> launch helped a lot with growth and scale, we had some amazing feedback from the Bird Gang community and they are some of our most active 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FQ7RRJ6JPK6TO2\" class=\"app-title\">KREV<\/a><\/p>\n<div class=\"one-liner\">AI creative agents for ecommerce brands<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">219<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>KREV\u662f\u4e00\u6b3e\u4e3a\u7535\u5546\u54c1\u724c\u670d\u52a1\u7684AI\u521b\u610f\u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u5355\u5f20\u4ea7\u54c1\u56fe\u7247\u5373\u53ef\u81ea\u52a8\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u4ea7\u54c1\u7167\u7247\u3001\u89c6\u9891\u5e7f\u544a\u53ca\u4e0a\u5e02\u7ea7\u8425\u9500\u7d20\u6750\uff0c\u89e3\u51b3\u4e86\u7535\u5546\u54c1\u724c\u5728\u591a\u5e73\u53f0\u8425\u9500\u4e2d\u521b\u610f\u5185\u5bb9\u751f\u4ea7\u8017\u65f6\u8017\u529b\u4e14\u4e0e\u8f6c\u5316\u6548\u679c\u8131\u8282\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\/708b8814-8092-4cfa-b961-7fbb4662d16e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74826d26-77d9-4720-bf59-6e103a491b8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76d3ca64-baa6-45e4-ac0f-054dd64fc2fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9c163f2-0de3-46d2-88e6-b98ad473cd52.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\/8419494f-ec0f-4f68-a68d-087de0b00d1f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rB_XfQ8gkBo\"><source src=\"https:\/\/youtu.be\/rB_XfQ8gkBo\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u610f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u7d20\u6750\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u89c6\u89c9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5bfc\u5411\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u4fe1\u53f7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u57fa\u4e8e\u771f\u5b9e\u5e7f\u544a\u4fe1\u53f7\u751f\u6210\u6027\u80fd\u5bfc\u5411\u7d20\u6750\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u63d0\u51fa\u4e86\u5173\u952e\u5efa\u8bae\uff1a\u9700\u63d0\u4f9b\u8f93\u51fa\u9884\u89c8\u4ee5\u964d\u4f4e\u4f53\u9a8c\u95e8\u69db\uff1b\u6025\u9700\u5f00\u653e\u751f\u6210\u5b8c\u6574\u5e7f\u544a\uff08\u542b\u6587\u6848\u7248\u5f0f\uff09\u7684API\u63a5\u53e3\u4ee5\u652f\u6301\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff1b\u5efa\u8bae\u6309\u884c\u4e1a\u63d0\u4f9b\u6700\u4f73\u5b9e\u8df5\u6d1e\u5bdf\uff1b\u5173\u6ce8\u5176\u6027\u80fd\u6570\u636e\u6765\u6e90\u4e0e\u53cd\u9988\u95ed\u73af\u7684\u6784\u5efa\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 KREV\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u7cbe\u7f8e\u56fe\u7247\u751f\u6210\u5668\u201d\uff0c\u800c\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u5e7f\u544a\u6027\u80fd\u6570\u636e\u4e0e\u521b\u610f\u751f\u4ea7\u7684\u201c\u8f6c\u5316\u7387\u5f15\u64ce\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u7531\u771f\u5b9e\u5e7f\u544a\u4fe1\u53f7\u9a71\u52a8\u201d\u662f\u6838\u5fc3\u5dee\u5f02\u5316\u6982\u5ff5\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u6700\u5927\u98ce\u9669\u70b9\u4e0e\u8003\u9a8c\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u884c\u4e1a\u8f6f\u808b\uff1a\u5f53\u524d\u5927\u91cfAI\u5de5\u5177\u4ea7\u51fa\u7684\u662f\u7f8e\u5b66\u4e0a\u5408\u683c\u4f46\u5546\u4e1a\u4e0a\u65e0\u611f\u7684\u7d20\u6750\uff0c\u4e0e\u8f6c\u5316\u6f0f\u6597\u8131\u8282\u3002KREV\u8bd5\u56fe\u5c06\u5386\u53f2\u6210\u529f\u5e7f\u544a\u7684\u89e3\u6784\u6a21\u5f0f\u3001\u5b9e\u65f6\u6295\u653e\u4fe1\u53f7\u4e43\u81f3\u54c1\u724c\u8d44\u4ea7\u6570\u636e\u4f5c\u4e3a\u751f\u6210\u7ea6\u675f\u6761\u4ef6\uff0c\u672c\u8d28\u662f\u5c06\u9690\u6027\u7684\u521b\u610f\u7ecf\u9a8c\u4ee3\u7801\u5316\u3002\u8fd9\u6bd4\u5355\u7eaf\u8ffd\u6c42\u50cf\u7d20\u7ea7\u903c\u771f\u66f4\u6709\u5546\u4e1a\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u4fe1\u53f7\u201d\u7684\u5177\u4f53\u6784\u6210\u3001\u6570\u636e\u5e7f\u5ea6\u4e0e\u65b0\u9c9c\u5ea6\u5b58\u7591\u3002\u521b\u59cb\u4eba\u56de\u5e94\u63d0\u53ca\u201c\u4ece\u7cbe\u9009\u54c1\u724c\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u201d\uff0c\u8fd9\u6697\u793a\u5176\u521d\u671f\u53ef\u80fd\u4e25\u91cd\u4f9d\u8d56\u6709\u9650\u5408\u4f5c\u4f19\u4f34\u7684\u6570\u636e\u98de\u8f6e\uff0c\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u6709\u5f85\u9a8c\u8bc1\u3002\u66f4\u5c16\u9510\u7684\u95ee\u9898\u662f\uff1a\u5e7f\u544a\u521b\u610f\u6210\u529f\u5f52\u56e0\u672c\u5c31\u590d\u6742\uff0c\u5e73\u53f0\u7b97\u6cd5\u3001\u53d7\u4f17\u5b9a\u4f4d\u3001\u51fa\u4ef7\u7b56\u7565\u7b49\u56e0\u7d20\u4ea4\u7ec7\uff0cKREV\u5982\u4f55\u5265\u79bb\u51fa\u7eaf\u7cb9\u201c\u521b\u610f\u5143\u7d20\u201d\u4e0e\u6027\u80fd\u7684\u56e0\u679c\u5173\u7cfb\uff1f\u8fd9\u9700\u8981\u6781\u5f3a\u7684\u6570\u636e\u5206\u6790\u4e0e\u62bd\u8c61\u80fd\u529b\uff0c\u5426\u5219\u6613\u6d41\u4e8e\u8868\u9762\u6837\u5f0f\u6a21\u4eff\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u53cd\u9988\u66b4\u9732\u4e86\u5176\u73b0\u9636\u6bb5\u7684\u4ea7\u54c1\u65ad\u5c42\uff1a\u6700\u53d7\u597d\u8bc4\u7684\u201c\u5b8c\u6574\u5e7f\u544a\u751f\u6210\u201d\u80fd\u529b\u7adf\u88ab\u9501\u6b7b\u5728\u804a\u5929\u754c\u9762\uff0c\u800cAPI\u4ec5\u63d0\u4f9b\u201c\u7eaf\u51c0\u201d\u4ea7\u54c1\u56fe\u3002\u8fd9\u53cd\u6620\u4e86\u56e2\u961f\u5728\u5b9a\u4f4d\u4e0a\u7684\u72b9\u8c6b\u2014\u2014\u662f\u4f18\u5148\u670d\u52a1\u9700\u8981\u201c\u9ed1\u76d2\u5f0f\u201d\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u7684\u5e02\u573a\u90e8\u4eba\u5458\uff0c\u8fd8\u662f\u4f18\u5148\u6210\u4e3a\u8d4b\u80fd\u5f00\u53d1\u8005\u4e0e\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u201c\u5f15\u64ce\u201d\uff1f\u65e9\u671f\u7528\u6237\u7684API\u547c\u58f0\u5f3a\u70c8\uff0c\u8868\u660e\u5176\u771f\u5b9e\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u6210\u4e3a\u7535\u5546\u8425\u9500\u6280\u672f\u6808\u4e2d\u7684\u5d4c\u5165\u5f0f\u667a\u80fd\u6a21\u5757\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u72ec\u7acb\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u671f\u613f\u666f\u201c\u8ba9\u5e7f\u544a\u6570\u636e\u76f4\u63a5\u9a71\u52a8\u521b\u610f\u751f\u6210\u201d\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u95ed\u73af\uff0c\u4f46\u5b9e\u73b0\u8def\u5f84\u8346\u68d8\u5bc6\u5e03\u3002\u5b83\u9700\u8981\u6df1\u5ea6\u6253\u901a\u5404\u5e7f\u544a\u5e73\u53f0\u6570\u636eAPI\u3001\u6784\u5efa\u52a8\u6001\u521b\u610f\u4f18\u5316\u6a21\u578b\uff0c\u5e76\u8bf4\u670d\u54c1\u724c\u5c06\u6838\u5fc3\u6027\u80fd\u6570\u636e\u4ea4\u51fa\u3002\u82e5\u6210\u529f\uff0c\u5b83\u5c06\u91cd\u5851\u4ece\u521b\u610f\u7b80\u62a5\u5230\u6295\u653e\u4f18\u5316\u7684\u4ef7\u503c\u94fe\uff1b\u82e5\u53d7\u963b\uff0c\u5219\u53ef\u80fd\u505c\u7559\u4e3a\u4e00\u4e2a\u62e5\u6709\u66f4\u4f73\u63d0\u793a\u8bcd\u7684\u56fe\u50cf\u751f\u6210\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cKREV\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u4ed8\u8d39\u610f\u613f\u5f3a\u7684\u75db\u70b9\uff0c\u65b9\u5411\u6b63\u786e\u3002\u4f46\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u7684\u6df1\u5ea6\u3001\u6570\u636e\u751f\u6001\u7684\u5e7f\u5ea6\u4ee5\u53ca\u4ea7\u54c1\u5f62\u6001\u7684\u805a\u7126\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201c\u6709\u7528\u7684\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\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\">KREV<\/span>\n <\/div>\n<div class=\"comment-content\">KREV helps ecommerce brands turn a single product image into product photos, video ads, and launch-ready creative. Unlike generic AI tools, KREV is guided by real ad signals, proven creative patterns, and tracked brand data to generate assets that feel more intentional, on-brand, and performance-ready.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b, I\u2019m Modi, founder of KREV. Excited to be launching on my birthday \ud83c\udf89<\/p>\n<p>I built KREV because ecommerce brands are forced to grow across too many disconnected tools, and with KREV 1.0 we\u2019re starting by solving the creative bottleneck.<\/p>\n<p>There are plenty of AI tools that can generate images, but most of them create without enough direction. The result often feels generic, over-styled, or disconnected from what a real brand would actually run.<\/p>\n<p>KREV takes a different approach.<\/p>\n<p>Instead of generating from a blank canvas, KREV is guided by real ad signals, winning creative patterns, and tracked brand data. That gives the system a much stronger starting point and helps it produce creative that feels far more intentional.<\/p>\n<p>\ud83d\udca1 Why that matters:<\/p>\n<p>\u2022 Static ads work when the structure works. Hook, hierarchy, layout, product framing, and offer presentation all matter. KREV uses real creative patterns to generate statics that feel much closer to actual performance ads.<\/p>\n<p>\u2022 Video ads give brands more room to show the product, use case, and emotion behind it. KREV helps generate video creatives that feel more like campaign assets, not just motion for the sake of motion.<\/p>\n<p>\u2022 Product photos are not just about making something look nice. Under the hood, KREV breaks down the product itself, studies placement, lighting, and composition, and generates imagery that feels more directed and premium.<\/p>\n<p>\ud83d\udd2e Where we\u2019re headed:<\/p>\n<p>The long-term vision is a single workspace where ad performance data across Meta, TikTok, Google, and more feeds directly into creative generation and more. Your campaigns inform your creatives, and your creatives improve your campaigns. One loop, one place.<\/p>\n<p>\ud83d\ude4f We\u2019re still early, but the product is live and improving fast. I\u2019d love your honest feedback on what stands out, what feels missing, and where you think we should take it next<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/a> Ah , Finally an AI that doesn’t just spit out random visuals\ud83d\ude13 . Love how it’s guided by what actually performs . Maybe adding some insights on which patterns work best by industry could make it even more actionable .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/a> Congrats on the launch Krev! The idea of turning a single product image into high-performing creatives like studio photos, video ads, and full campaigns using AI agents sounds incredibly useful for ecommerce brands.<\/p>\n<\/p>\n<p>What stood out to me is that the homepage focuses heavily on the vision and benefits, but it\u2019s not immediately clear how the actual AI creatives look or feel in practice before signing up.<\/p>\n<\/p>\n<p>I\u2019m really curious how you\u2019re thinking about letting new users quickly preview or experience the quality of the output early on. Would love to hear your approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/a> Hi Modi\uff01Great launching\uff01This looks genuinely useful, especially for teams like us that need to create a lot of product creatives fast. One thing I\u2019m curious about from a user experience side: after Krev generates the assets, how flexible is the editing step if you only want to tweak a few details instead of regenerating everything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 static ads from the Creative Agent are the best thing about KREV. Proper hierarchy, copy placement, layout structure \u2014 that’s what separates you from every other AI image tool.<\/p>\n<\/p>\n<p>The problem I have with it is that: none of that is accessible via API.<\/p>\n<p>POST \/images gives me product photos. Great quality, but no headlines, no CTAs, no copy, no layout. The finished ads with text baked in only exist through the chat UI.<\/p>\n<\/p>\n<p>I’m building an automated creative pipeline for my e-commerce brand \u2014 agents generate briefs, produce ads, route approvals, push to Meta\/Google\/TikTok. KREV is the perfect rendering engine, but I can’t have my agents chat through a UI.<\/p>\n<p>What’s missing:<\/p>\n<p>POST \/api\/v1\/ads<\/p>\n<p>{<\/p>\n<p>“product_id”: “…”,<\/p>\n<p>“headline”: “Headline here.”,<\/p>\n<p>“cta”: “Shop Now”,<\/p>\n<p>“platform”: “meta_feed”,<\/p>\n<p>“style”: “minimal_dark”<\/p>\n<p>}<\/p>\n<p>\u2192 Returns a finished static ad, same quality as the Creative Agent output.<\/p>\n<p>That endpoint is the unlock. Every brand automating creative at volume needs this, not just the ones clicking through the UI.<\/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\/@appelton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@appelton<\/a> Thanks for the feedback and it’s a really good point. I’ll surface the \/ads endpoint into the API as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Launching on your birthday is a bold move, congrats Modi. One thing I’m curious about \u2014 when you say it’s guided by real ad signals, does that mean it pulls from actual Meta\/TikTok performance data or is it more like trained patterns baked into the model?<\/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\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> Thank you, indeed it is a bit nerve wrecking. <\/p>\n<p>It\u2019s a mix of both. We pull live data from a curated set of brands on Meta to understand what\u2019s actually running right now, and then layer that with structured creative patterns we\u2019ve built from high-performing ads.<\/p>\n<p>So instead of generating from scratch, KREV starts from signals and proven frameworks which is why the output tends to feel much closer to actual ads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’ve seen too many ecommerce brands use AI to create product photos that look cool but completely bomb in ads because they weren’t designed with performance in mind. Starting from a single product image and getting launch-ready creative that’s actually informed by what converts is way more useful than pretty pictures. We’re not ecommerce specifically but we need a lot of ad creative for our launch. Does KREV work for app products too, or is it mainly built around physical product photography?<\/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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Great point, that\u2019s exactly the gap we\u2019re focused on.<\/p>\n<p>And yes, this works for app products too. <\/p>\n<p>The way I’d approach this is the \u201cproduct\u201d becomes your UI. You can feed in key screens or flows, and KREV treats those as the core asset.<\/p>\n<p>From there, you can generate ad creatives using software\/tech patterns or even UGC-style formats built around your UI.<\/p>\n<p>Brand DNA still applies as well, so everything stays consistent with your product\u2019s look and feel.<\/p>\n<p>Would actually love to see this used for a launch like yours and I’d love to get feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ad signal guidance is the thing that’ll make or break this. AI product photos that look AI-generated are everywhere now – performance-based differentiation is the actual moat.<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Definitely agree. I\u2019d add one more layer to that as well: performance-based “on-brand” creatives. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> But how to prove the good performance? Connecting with the social media ad system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>yeah this is the real gap, a lot of AI stuff looks nice but feels disconnected from actual ads. are you feeding performance data back into the system or is it more pattern based for now? <a href=\"https:\/\/www.producthunt.com\/products\/krev\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"krev\" target=\"_blank\" rel=\"noopener\">@KREV<\/a> <a href=\"https:\/\/www.producthunt.com\/@modii\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/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\/@aadhitya_muralidharan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aadhitya_muralidharan<\/a> Right now it\u2019s a mix. We pull real-world signals from a curated set of brands and combine that with structured creative patterns.<\/p>\n<p>The goal is to move beyond just pattern-based generation into something that continuously learns from what\u2019s actually converting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the direction here! moving from generic AI generation to something that actually understands performance signals and brand context feels like the right evolution for ecommerce creative.<\/p>\n<p>Turning a single product image into full launch-ready assets is incredibly powerful, especially when it\u2019s grounded in what actually converts.<\/p>\n<\/p>\n<p>We also launched today on Product Hunt \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different space, but very similar idea of making complex, manual workflows effortless with AI \ud83d\ude42<\/p>\n<p>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\/@yanakazantseva1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanakazantseva1<\/a> Appreciate that, you captured it really well. That shift from \u201clooks good\u201d to \u201cactually converts\u201d is what we\u2019re betting on.<\/p>\n<p>Also love what you\u2019re building with Ogoron. Feels like a very similar mindset applied to a different layer of the stack. Will check it out and good luck with your launch as well \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7T4OOSQJ4C3L3D\" class=\"app-title\">Walkie<\/a><\/p>\n<div class=\"one-liner\">Free local speech-to-text tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">188<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Walkie\u662f\u4e00\u6b3e\u63d0\u4f9b\u4e91\u7aef\u5feb\u901f\u8f6c\u5f55\u548c\u672c\u5730\u5b8c\u5168\u8bbe\u5907\u7aef\u542c\u5199\u53cc\u6a21\u5f0f\u7684\u684c\u9762\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u5728\u517c\u987e\u9690\u79c1\u4e0e\u6548\u7387\u7684\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86Wispr Flow\u7b49\u4ea7\u54c1\u7684\u514d\u8d39\u66ff\u4ee3\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u57fa\u7840\u8f6c\u5f55\u670d\u52a1\u4ed8\u8d39\u53ca\u9690\u79c1\u6570\u636e\u4e0a\u4f20\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\/9340d674-983e-4f68-b740-84a347088112.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/kbgu2cWiEek?si=4anto1d6KY3iMYxN\"><source src=\"https:\/\/youtube.com\/shorts\/kbgu2cWiEek?si=4anto1d6KY3iMYxN\" 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\/d64acb61-84f9-4207-9385-ce425ba95bed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0da8c505-079e-4e9d-85ff-051c42510842.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bccb807-83ae-4e79-8ab8-f75263420f8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfdda011-367d-420e-a8e6-e1ea55f7cd44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">Windows<\/span><br \/>\n <span class=\"tag\">Wispr Flow\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u53cc\u6a21\u5f0f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u514d\u8d39\u7b56\u7565\u3001\u53cc\u6a21\u5f0f\u8bbe\u8ba1\u53ca\u82f1\u8bed\u51c6\u786e\u6027\uff0c\u4f46\u6307\u51fa\u514d\u8d39\u7248\u5904\u7406\u901f\u5ea6\u6162\uff0830-40\u79d2\/100\u8bcd\uff09\uff0c\u975e\u82f1\u8bed\u8bed\u8a00\uff08\u5982\u5b5f\u52a0\u62c9\u8bed\u3001\u65e5\u8bed\uff09\u8bc6\u522b\u51c6\u786e\u7387\u4f4e\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u4e0e\u5546\u4e1a\u6a21\u5f0f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u90e8\u5206\u95ee\u9898\u5e76\u9080\u8bf7\u6d4b\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Walkie\u7684\u6838\u5fc3\u53d9\u4e8b\u662f\u201c\u514d\u8d39\u201d\u4e0e\u201c\u9690\u79c1\u201d\uff0c\u76f4\u51fbWispr Flow\u7b49\u4ea7\u54c1\u5bf9\u57fa\u7840\u670d\u52a1\u6536\u8d39\u7684\u75db\u70b9\uff0c\u5e76\u901a\u8fc7\u201c\u672c\u5730\u6a21\u5f0f\u201d\u6784\u5efa\u5dee\u5f02\u5316\u62a4\u57ce\u6cb3\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u5448\u73b0\u51fa\u4e00\u4e2a\u5178\u578b\u7684\u201c\u7406\u60f3\u4e30\u6ee1\uff0c\u73b0\u5b9e\u9aa8\u611f\u201d\u7684\u65e9\u671f\u9636\u6bb5\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u5e02\u573a\u5b9a\u4ef7\u7b56\u7565\u7684\u6311\u6218\u548c\u5bf9\u9690\u79c1\u9700\u6c42\u7684\u660e\u786e\u56de\u5e94\uff0c\u8fd9\u8db3\u4ee5\u5438\u5f15\u9996\u6279\u5c1d\u9c9c\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u66b4\u9732\u4e86\u5176\u6839\u672c\u77db\u76fe\uff1a\u8bd5\u56fe\u7528\u201c\u514d\u8d39\u201d\u98a0\u8986\u5e02\u573a\uff0c\u5374\u53ef\u80fd\u53d7\u9650\u4e8e\u6210\u672c\u4e0e\u4f53\u9a8c\u7684\u5e73\u8861\u3002\u514d\u8d39\u7248\u7684\u6781\u6162\u901f\u5ea6\u51e0\u4e4e\u5c06\u5176\u5b9e\u7528\u6027\u5f52\u96f6\uff0c\u8fd9\u66f4\u50cf\u662f\u4e3a\u4ed8\u8d39\u6a21\u5f0f\u5bfc\u6d41\u7684\u201c\u8bf1\u9975\u201d\u3002\u800c\u591a\u8bed\u8a00\u652f\u6301\uff0c\u5c24\u5176\u662f\u975e\u62c9\u4e01\u8bed\u7cfb\u7684\u51c6\u786e\u7387\u95ee\u9898\uff0c\u63ed\u793a\u4e86\u5176\u5e95\u5c42\u6a21\u578b\uff08\u5f88\u53ef\u80fd\u57fa\u4e8eWhisper\uff09\u7684\u901a\u7528\u5c40\u9650\uff0c\u4e5f\u53cd\u6620\u4e86\u56e2\u961f\u5728\u6570\u636e\u8bad\u7ec3\u548c\u4f18\u5316\u4e0a\u7684\u8d44\u6e90\u4e0d\u8db3\u3002\u5f00\u53d1\u8005\u5bf9\u957f\u97f3\u9891\u3001\u6280\u672f\u7ec6\u8282\u7684\u6a21\u7cca\u56de\u5e94\uff0c\u8fdb\u4e00\u6b65\u5370\u8bc1\u4e86\u4ea7\u54c1\u5728\u590d\u6742\u573a\u666f\u4e0b\u7684\u4e0d\u6210\u719f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u673a\u4f1a\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u5bf9\u9690\u79c1\u6781\u5ea6\u654f\u611f\u6216\u9884\u7b97\u4e25\u683c\u7684\u5782\u76f4\u573a\u666f\uff08\u5982\u6cd5\u5f8b\u3001\u533b\u7597\u7b14\u8bb0\u8349\u7a3f\uff09\uff0c\u5e76\u4f9d\u9760\u793e\u533a\u53cd\u9988\u8fed\u4ee3\u3002\u7136\u800c\uff0c\u82e5\u4e0d\u80fd\u89e3\u51b3\u514d\u8d39\u7248\u7684\u53ef\u7528\u6027\u95ee\u9898\uff0c\u6216\u660e\u786e\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u4f55\u5728\u201c\u514d\u8d39\u4e00\u5207\u201d\u4e0e\u201c\u4e3a\u521b\u65b0\u4ed8\u8d39\u201d\u95f4\u5212\u6e05\u754c\u9650\uff09\uff0c\u5b83\u53ef\u80fd\u4ec5\u662f\u4e00\u4e2a\u53eb\u597d\u4e0d\u53eb\u5ea7\u7684\u6982\u5ff5\u54c1\uff0c\u96be\u4ee5\u4ece\u201c\u6709\u8da3\u7684\u66ff\u4ee3\u54c1\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u9760\u7684\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5c06\u7528\u6237\u53cd\u9988\u8fc5\u901f\u8f6c\u5316\u4e3a\u6838\u5fc3\u8bed\u8a00\u51c6\u786e\u6027\u548c\u901f\u5ea6\u7684\u5b9e\u8d28\u6027\u63d0\u5347\uff0c\u800c\u975e\u505c\u7559\u5728\u8425\u9500\u8bdd\u672f\u5c42\u9762\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\">Walkie<\/span>\n <\/div>\n<div class=\"comment-content\">Desktop speech-to-text with two modes: Fast Mode for cloud transcription and formatting, and Local Mode for fully on-device dictation. Available for macOS and Windows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I got fed up with Wispr Flow charging for some basic services and decided to build a better version I could offer for free. Now we offer everything Wispr Flow does for free and just charge for the parts where we are truly innovating or cost us money.<\/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\/@adam_perlis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_perlis<\/a> I’m sorry to say, your app doesn’t support Bangla language at all. Bengal is my mother tongue and it has almost 300,000,000 speakers or one of the top 5-6 languages on earth. I have tried the free version and then I could not type a single sentence.<\/p>\n<p> What I did next? I changed the language and worked with English language. Well, I have to say that your level of accuracy is great. I don’t have any complaint about it. As you can see, I have typed by using your app Waki and presenting here. But the main problem is that in the free version, it takes 30 to 40 seconds to transcribe only 100 words.<\/p>\n<p> This is frustrating and there are plenty other options available. So I suggest that you take care of this matter if you really want to get a decent number of users.<\/p>\n<p>My OS: Windows 11 and 16GB RAM <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adam_perlis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_perlis<\/a> Then I tried the paid or fast version and at first I typed some words in English language. The speed is fair enough, I have no complaint about it and I think that the paid version works quite well as far as speed is concerned. However, in your description you have pointed out that you wanted to offer a free alternative but I think that you need some catching up to do.<\/p>\n<p>And in the fast or paid version, the accuracy level is quite good, great.<\/p>\n<p>Then I tried with my mother tongue or Bengali language. The level of accuracy is not good. It made too many errors. The speed for the Bengali language is fine, but as I stated earlier, it is unworkable because of the errors.<\/p>\n<p>Overall as a new product, it is good and I wish you all the success. Thanks a lot for coming up with a good app for speech-to-text or speech-to-recognition. I am hopeful that in coming months we will see a lot of developments from you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_perlis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_perlis<\/a> What’s the biggest frustration you had with Wispr Flow’s paid basics that inspired this free alternative, and how did fixing it change your own 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>Much needed Wispr flow alternative, I like the idea of trigger phrases as it prevents dictating the same thing over and over. <\/p>\n<p>Hopefully it will be able to handle accent diversity.<\/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> I have found that if you try it a few times with the same word and just keep correcting it or adding the correction manually in the Walkie setting its usually nails it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>it has multi language support such as hindi ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pal_gai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pal_gai<\/a> Yes any language support here: <a href=\"https:\/\/whisper-api.com\/docs\/languages\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/whisper-api.com\/docs\/languages\/<\/a><\/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>Hi Adam, congrats on your launch!<\/p>\n<p>Wispr is charging for first-class STT quality, good UX and transcription speed. These things cost money, could you please share your plans on how to offer this for free?<\/p>\n<\/p>\n<p>I’m facing the same tasks in my product and I am open to discuss this!<\/p>\n<\/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\/@rustam_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rustam_khasanov<\/a> while I am not able to share our trade secrets with a competitor haha I will say that we did lots of research to figure this out.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Really love the idea of keeping speech-to-text fully local \u2014 privacy-first tools like this are underrated. Does it handle accented English well?<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Local processing is a big deal for anyone working with sensitive content. Nice to see STT tools that don’t require sending everything to the cloud. What model are you running under the hood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 one, team. It’s great to see a solid, free alternative in this space. 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>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 dual-mode approach is smart. I’m building a Mac-native video editor that uses cloud transcription for accuracy, but I’d love to offer a local option for users who don’t want to send audio off-device. How does Local Mode handle longer recordings \u2014 say 60+ minutes of a lecture with technical terminology? And how’s the Japanese accuracy in Local Mode?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cyberseeds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyberseeds<\/a> I have not tried anything that long but if you want to test is and send me the results I would love that! TBH its likely a better idea to use a different tool for that purpose that would record first and transcribe later. Seems like an edge case but if there are more people who want this we could probably figure it out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Any recommends for keeping my voice clean? All these talking is making it scrangly \ud83d\ude05 Maybe adjacent business opertunity? \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> what do you mean by clean?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dual-mode approach is genuinely smart. most speech-to-text tools make you pick a lane: either cloud quality or local privacy. having both in one place covers different use cases without switching apps. i’ve used a few Whisper-based tools and local accuracy is better than people expect now.<\/p>\n<\/p>\n<p>curious what the “formatting” in Fast Mode actually does in practice. is it punctuation and paragraph cleanup, or does it restructure the content more meaningfully? that feels like the bit that separates quick voice notes from something you could actually send without editing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fraser_svg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fraser_svg<\/a> both modes have some level of formatting. So on the local side you get basic formality stuff. But in the fast mode you get a bit more thoughtfulness. For example, lets say you said “Let’s meet for dinner at 7pm or actually 8pm.” it would auto correct to “Let’s meet for dinner at 8pm.” There are many scenarios where its just more intelligent about how it formats. Its also context aware so it knows the app your in and adjusts the context, for example in an email or a Slack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this! feels like Gen AI builders really need a space that\u2019s more focused than traditional networks. The \u201cbuild together\u201d angle and emphasis on actually shipping things is especially strong.<\/p>\n<\/p>\n<p>Excited to see communities forming around people who are not just exploring AI, but actively creating with it.<\/p>\n<\/p>\n<p>We also launched today on Product Hunt \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different layer, but same mindset of helping builders move faster and with more confidence \ud83d\ude42<\/p>\n<\/p>\n<p>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>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\/4ZCK2KRQ763X36\" class=\"app-title\">Predflow AI<\/a><\/p>\n<div class=\"one-liner\">Your AI agent for ad performance<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">166<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u6548\u679c\u8425\u9500\u4eba\u5458\u7684AI\u4ee3\u7406\uff0c\u901a\u8fc7\u6574\u5408\u5e76\u6e05\u6d17\u8de8\u5e73\u53f0\u7684\u6df7\u4e71\u5e7f\u544a\u6570\u636e\uff0c\u76f4\u63a5\u56de\u7b54\u4e1a\u7ee9\u6ce2\u52a8\u539f\u56e0\u5e76\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u4f18\u5316\u5efa\u8bae\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u8005\u9762\u5bf9\u591a\u4e2a\u6570\u636e\u9762\u677f\u5374\u65e0\u6cd5\u83b7\u5f97\u53ef\u4fe1\u3001\u7edf\u4e00\u6d1e\u5bdf\u7684\u6838\u5fc3\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\/6ff0d3d6-833a-4fed-8ce7-2fa46bc60974.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23814f0b-be96-45ac-b0c7-02dc2de497a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6eb5e6ca-1e2c-4320-90d7-ac2ccdb9dad7.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\/8ef75e06-18eb-4a71-a666-d6e9a70bbbbf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c95ff9ef-6e8a-446f-a148-c92b7b5a0435.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ccb8c01-53c1-42a9-94ef-8baa74690d17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/094a7459-1678-4899-8ad0-d1c77f1d9467.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72e52edf-9ff9-427b-843f-1903e2df23f2.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\/b8b70d2b-a54f-4565-866d-d6a83f4d71cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6548\u679c\u8425\u9500AI<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u6570\u636e\u5c42<\/span><br \/>\n <span class=\"tag\">\u5f52\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">D2C\u54c1\u724c<\/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\u89e3\u51b3\u6570\u636e\u6df7\u4e71\u548c\u63d0\u4f9b\u884c\u52a8\u5efa\u8bae\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1aAI\u80fd\u5426\u53d1\u73b0\u65b0\u53d7\u4f17\uff08\u76ee\u524d\u4ec5\u4f18\u5316\u73b0\u6709\uff09\uff1b\u5feb\u901f\u9a8c\u8bc1\u8bed\u4e49\u5c42\u4ef7\u503c\u7684\u65b9\u6cd5\uff1b\u5c0f\u9884\u7b97\u521d\u671f\u7684\u53ef\u9760\u6027\uff08\u521b\u610f\u8bc4\u5206\u5373\u65f6\u53ef\u7528\uff0c\u9884\u7b97\u5efa\u8bae\u9700\u6570\u5468\u6570\u636e\uff09\u3002\u53e6\u6709\u7528\u6237\u6df1\u5165\u63a2\u8ba8\u4e86\u51b2\u7a81\u6807\u7b7e\u5904\u7406\u7684\u903b\u8f91\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 Predflow AI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u7f8e\u89c2\u7684\u4eea\u8868\u76d8\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u8425\u9500\u51b3\u7b56\u7684\u201c\u4e8b\u5b9e\u5c42\u201d\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\uff0c\u5728\u4e8e\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u8f7b\u63cf\u6de1\u5199\u7684\u90a3\u53e5\u201c\u6570\u636e\u672c\u8eab\u5728\u5de5\u5177\u89e6\u78b0\u4e4b\u524d\u5c31\u662f\u6df7\u4e71\u7684\u201d\u3002\u5b83\u9996\u5148\u662f\u4e00\u4e2a\u6fc0\u8fdb\u7684\u6570\u636e\u6cbb\u7406\u5de5\u5177\uff0c\u5176\u6b21\u624d\u662fAI\u5206\u6790\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7edd\u5927\u591a\u6570\u8425\u9500\u5206\u6790\u5de5\u5177\u90fd\u5efa\u7acb\u5728\u201c\u8f93\u5165\u6570\u636e\u662f\u5e72\u51c0\u3001\u6807\u51c6\u201d\u7684\u5e7b\u60f3\u4e4b\u4e0a\uff0c\u4f46\u73b0\u5b9e\u662f\uff0c\u624b\u52a8\u8f93\u5165\u7684UTM\u53c2\u6570\u3001\u5185\u90e8\u9ed1\u8bdd\u3001\u591a\u56e2\u961f\u534f\u4f5c\u7684\u968f\u610f\u6027\uff0c\u65e9\u5df2\u8ba9\u6570\u636e\u6839\u57fa\u8150\u70c2\u3002Predflow\u6784\u5efa\u7684\u201c\u8bed\u4e49\u5c42\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6df1\u85cf\u4e8e\u4e0d\u540c\u6210\u5458\u5934\u8111\u4e2d\u7684\u4e1a\u52a1\u77e5\u8bc6\uff08\u5982\u201cNSD\u201d\u4ee3\u8868\u67d0\u8054\u76df\u4f19\u4f34\uff09\u7cfb\u7edf\u5316\u3001\u7ed3\u6784\u5316\u7684\u8fc7\u7a0b\u3002\u8fd9\u4e00\u6b65\u770b\u4f3c\u7b28\u91cd\uff0c\u5374\u662f\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u4fe1\u8d44\u4ea7\u7684\u524d\u63d0\u3002\u6ca1\u6709\u8fd9\u4e2a\u6839\u57fa\uff0c\u4e0a\u5c42\u7684\u4efb\u4f55AI\u5206\u6790\u90fd\u53ea\u662f\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u7cbe\u81f4\u6f14\u7ece\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728\u6b64\u4e4b\u4e0a\uff0c\u5176\u4ea7\u54c1\u8bbe\u8ba1\u4f53\u73b0\u4e86\u660e\u786e\u7684\u201c\u53bb\u4eea\u8868\u76d8\u201d\u503e\u5411\uff0c\u8f6c\u5411\u95ee\u7b54\u5f0fAI\u4ee3\u7406\u3002\u8fd9\u7b26\u5408\u9ad8\u9636\u9700\u6c42\uff1a\u8d44\u6df1\u8425\u9500\u8005\u4e0d\u9700\u8981\u66f4\u591a\u56fe\u8868\uff0c\u4ed6\u4eec\u9700\u8981\u7684\u662f\u4e00\u4e2a\u80fd\u7406\u89e3\u4e1a\u52a1\u8bed\u5883\u3001\u80fd\u76f4\u63a5\u56de\u7b54\u201c\u4e3a\u4ec0\u4e48\u201d\u548c\u201c\u600e\u4e48\u529e\u201d\u7684\u526f\u9a7e\u9a76\u3002\u5c06\u521b\u610f\u8bc4\u5206\u3001\u5f52\u56e0\u8c03\u548c\u3001\u9884\u7b97\u5efa\u8bae\u6574\u5408\u8fdb\u4e00\u4e2a\u95ed\u73af\uff0c\u65e8\u5728\u7f29\u77ed\u4ece\u6d1e\u5bdf\u5230\u884c\u52a8\u7684\u8def\u5f84\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u8bed\u4e49\u5c42\u201d\u7684\u521d\u59cb\u8bbe\u7f6e\u9700\u8981\u5ba2\u6237\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u77e5\u8bc6\u8fc1\u79fb\uff0c\u8fd9\u6784\u6210\u4e86\u4e0d\u5c0f\u7684\u4f7f\u7528\u95e8\u69db\u548c\u6559\u80b2\u6210\u672c\u3002\u5176\u6b21\uff0c\u5f53\u524d\u80fd\u529b\u805a\u7126\u4e8e\u73b0\u6709\u6d3b\u52a8\u7684\u8bca\u65ad\u4e0e\u4f18\u5316\uff0c\u5728\u201c\u53d1\u73b0\u65b0\u673a\u4f1a\u201d\uff08\u5982\u65b0\u53d7\u4f17\u62d3\u5c55\uff09\u5c42\u9762\u5c1a\u672a\u6df1\u5165\uff0c\u800c\u8fd9\u5f80\u5f80\u662f\u8425\u9500\u8005\u66f4\u6e34\u6c42\u7684\u589e\u91cf\u4ef7\u503c\u3002\u5176\u4e09\uff0c\u5728\u5f52\u56e0\u8fd9\u4e2a\u6c38\u6052\u7684\u6ce5\u6f6d\u4e2d\uff0c\u5373\u4fbf\u901a\u8fc7\u81ea\u6709\u50cf\u7d20\u548c\u8c03\u548c\u903b\u8f91\u63d0\u4f9b\u4e86\u201c\u66f4\u53ef\u4fe1\u201d\u7684\u6570\u5b57\uff0c\u4f46\u5728\u9690\u79c1\u4fdd\u62a4\u4e0e\u6570\u636e\u788e\u7247\u5316\u52a0\u5267\u7684\u5927\u80cc\u666f\u4e0b\uff0c\u5176\u201c\u771f\u5b9e\u7b54\u6848\u201d\u7684\u6743\u5a01\u6027\u80fd\u5426\u6301\u7eed\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPredflow AI\u9009\u62e9\u4e86\u4e00\u6761\u6700\u8270\u96be\u4f46\u53ef\u80fd\u6700\u6b63\u786e\u7684\u8def\uff1a\u5148\u5f53\u201c\u6570\u636e\u6e05\u9053\u592b\u201d\uff0c\u518d\u5f53\u201cAI\u519b\u5e08\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u6a21\u578b\u6709\u591a\u5148\u8fdb\uff0c\u800c\u53d6\u51b3\u4e8e\u591a\u5c11\u5ba2\u6237\u613f\u610f\u5fcd\u53d7\u524d\u671f\u68b3\u7406\u6570\u636e\u7684\u9635\u75db\uff0c\u4ee5\u6362\u53d6\u540e\u7eed\u957f\u671f\u7684\u6570\u636e\u6e05\u660e\u4e0e\u51b3\u7b56\u6548\u7387\u3002\u8fd9\u662f\u5bf9\u5e02\u573a\u6210\u719f\u5ea6\u7684\u4e00\u6b21\u6d4b\u8bd5\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\">Predflow AI<\/span>\n <\/div>\n<div class=\"comment-content\">Predflow is an AI agent for performance marketers. It tells you what’s happening with your ads, why it’s happening, and what to do next. Connect your Meta, Google, and Shopify accounts and get actionable recommendations on creatives, budget, and attribution in minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I’m Gautam, co-founder of Predflow. This is our third pivot.<\/p>\n<\/p>\n<p>Before this, we built a customer intelligence platform for D2C brands. Segmentation, retention, predictive audiences. It didn’t work. But every single brand we talked to had the same problem, and it had nothing to do with segmentation.<\/p>\n<\/p>\n<p>Their ads data was broken.<\/p>\n<\/p>\n<p>A brand would show me their Meta dashboard claiming 4.2x ROAS. Then they’d open Shopify and revenue was flat. Google was claiming credit for the same conversions. Three dashboards, three stories, but there was zero clarity.<\/p>\n<\/p>\n<p>I watched performance marketers spend hours every week trying to figure out why ROAS dropped, with no real answer. I watched founders ask “where did the money go?” and nobody could point to a number they trusted. I watched teams kill their best prospecting campaigns because last-click attribution made branded search look like the hero.<\/p>\n<\/p>\n<p>That’s the problem we set out to solve. But once we started digging, we found a deeper issue nobody talks about.<\/p>\n<\/p>\n<p>The data itself is messy before any tool even touches it.<\/p>\n<\/p>\n<p>Here’s what I mean. Every time someone clicks an ad and lands on your store, a little tag travels with them saying where they came from. These tags are typed in manually by whoever set up the campaign. Your marketing team types “Instagram.” Your agency types “IG.” Your affiliate partner types “NSD” because that’s their internal shorthand. Six months later, you have dozens of tags that mean the same thing but look completely different to any software reading them.<\/p>\n<\/p>\n<p>Now when you ask “how much revenue came from affiliates?”, every analytics tool gives you the wrong answer. Not because the tool is bad. Because it doesn’t know that “NSD” is your affiliate partner. That knowledge only exists in someone’s head.<\/p>\n<\/p>\n<p>We built a layer that fixes this. We call it a semantic layer. Think of it as a translation dictionary between what your raw data says and what it actually means in your business. You tell the system once: “NSD” means “Non-Stop Deals” and that’s an affiliate. “bik” and “bitespeed” are both the same retention tool. From that point on, every report, every AI answer, every dashboard uses the clean version. You set it up once, it applies everywhere.<\/p>\n<\/p>\n<p>On top of that clean data layer, we built three things:<\/p>\n<ol>\n<li>\n<p><strong>Attribution that actually reconciles.<\/strong> We connect to your ad accounts, your store through our own web pixel, and your analytics. Your attributed revenue can never exceed your actual revenue. When Meta says 25 orders and Shopify says 15, we show you the real number and why.<\/p>\n<\/li>\n<li>\n<p><strong>An AI agent that understands your business.<\/strong> Not a dashboard you stare at. An agent you ask questions. “Why did ROAS drop yesterday?” “How did innerwear CAC move month over month?” “Which campaigns should I kill?” It answers with real numbers because the data underneath is clean. A brand’s head of marketing asked ours for CAC broken down by innerwear vs outerwear over 12 months. The agent returned the answer instantly because the semantic layer already knew which of their 200+ SKUs belonged to each category.<\/p>\n<\/li>\n<li>\n<p><strong>Creative intelligence.<\/strong> It scores your ads, catches fatigue before it tanks your ROAS, and tells you which hooks are working and which aren’t. You can try this part for free right now at <a href=\"https:\/\/app.predflow.ai\/ad_comparator_app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.predflow.ai\/ad_comparator_app<\/a>, no signup needed.<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p>We built this for performance marketers, D2C brand operators, and agencies managing ad spend across Meta and Google. We have 8 paying customers onboarded, from brands spending $5K\/month to ones managing over $75K\/month. The feedback that keeps coming back: “This is the first time my numbers actually made sense.”<\/p>\n<\/p>\n<p>You can try it free at<a href=\"https:\/\/predflow.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/predflow.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">predflow.ai<\/a> or install directly on Shopify at<a href=\"https:\/\/apps.shopify.com\/predflow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/apps.shopify.com\/predflow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">apps.shopify.com\/predflow<\/a>.<\/p>\n<\/p>\n<p>Would genuinely love your feedback. All of it helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gautam_borad1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gautam_borad1<\/a> Excited to see this live . <\/p>\n<p>But I am curious bout if the AI agent can identify entirely new audience segments or is it focused solely on optimizing the ones already running ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gautam_borad1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gautam_borad1<\/a> Congrats, quick question: for someone juggling Meta\/Google\/Shopify now, what’s the fastest semantic layer win to test before full setup? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks promising guys, congrats on the launch<\/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>Thank you <a href=\"https:\/\/www.producthunt.com\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> !! <\/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>Most dashboards just show you numbers and leave you guessing. We’re about to start running Meta and Google ads for our launch and the idea of getting actionable recommendations on creative and budget allocation from day one instead of burning through budget while we figure it out is really appealing. How much ad spend data does Predflow need before the recommendations become reliable? Like does it work for early campaigns with small budgets or does it need a certain volume first?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> well it depends on which part you’re asking about.<\/p>\n<p>AI Creative scoring works from Day 1. Upload your creatives before you spend a dollar and Predflow will tell you what’s wrong with the hook, the CTA, the awareness stage fit, etc. That’s actually where most launch budgets get burned, and they are just fixable creative problems nobody caught. <\/p>\n<p>For budget allocation and other recommendations, you need a few weeks of data.<\/p>\n<p>The other thing that helps early-stage brands specifically: because your UTM data is clean from the start, you avoid the mess that most brands spend months trying to untangle later. And believe me its quite a task! Setting up the semantic layer before you launch means your Month 1 data is actually usable. Most brands come to us after the data is already broken.<\/p>\n<\/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>tagging inconsistency is such an underrated data quality problem. curious how you handle conflicting definitions when multiple teams set tags differently?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> great question! This is a hard problem to solve. First we surface every unique value alongside its count, then we let the brand define which mapping to take preference.<br \/>The harder edge case is when two teams have been using the same tag to mean different things. This one we genuinely can not resolve without a conversation with the brand. <br \/>For such problems we give the humans how hold the knowledge a clean interface to encode it once, so the Semantic Layer is consistent and clean.<\/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>Really like this shift from dashboards to actual decision-making support\u2013 understanding why something is happening and what to do next is where AI can bring the most value for marketers.<\/p>\n<\/p>\n<p>Connecting creatives, budget, and attribution into one feedback loop sounds especially powerful.<\/p>\n<\/p>\n<p>We also launched on Product Hunt today \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different domain, but very similar idea of turning complex signals into clear, actionable outcomes \ud83d\ude42<\/p>\n<\/p>\n<p>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>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>Congrats on shipping! Does the AI agent also suggest new audience segments or just optimize existing campaigns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> ! Currently our agents optimize whats already running (existing campaigns). Budget allocation, creative fatigue, channel-level ROAS, root cause when something drops. <br \/>Audience segment suggestions are on the roadmap but we haven’t shipped that yet.<\/p>\n<p>What we do have is cohort-level analysis: new vs repeat customers by source, channel, product type, etc. <\/p>\n<p>This ends up surfacing a lot of the same insights indirectly. “Your Meta campaigns are acquiring first-time buyers at 3x the CAC of Google” is a budget insight but it’s also telling you something about who each channel is reaching.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/NAEAJGSCJBQ6OG\" class=\"app-title\">Metoro<\/a><\/p>\n<div class=\"one-liner\">AI SRE that detects, root causes & auto-fixes K8s incidents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">150<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Metoro\u662f\u4e00\u6b3eAI SRE\u5de5\u5177\uff0c\u4e13\u4e3aKubernetes\u73af\u5883\u8bbe\u8ba1\uff0c\u901a\u8fc7eBPF\u6280\u672f\u65e0\u4fb5\u5165\u91c7\u96c6\u9065\u6d4b\u6570\u636e\uff0c\u5b9e\u73b0\u4ece\u5b9e\u65f6\u6545\u969c\u68c0\u6d4b\u3001\u6839\u56e0\u5206\u6790\u5230\u81ea\u52a8\u751f\u6210\u4fee\u590dPR\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u89e3\u51b3\u4e86\u8fd0\u7ef4\u4eba\u5458\u624b\u52a8\u6392\u67e5\u751f\u4ea7\u4e8b\u6545\u6548\u7387\u4f4e\u4e0b\u3001\u7cfb\u7edf\u9065\u6d4b\u6570\u636e\u4e0d\u4e00\u81f4\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\/7ac2c0cc-64e6-4ae2-88e8-d22e077c24c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d71f2b1b-dabd-403f-9aec-3aee5394c889.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8b9b794-71b8-44b3-b8b2-b156681f64f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e13182f-40ae-45ae-8e97-2b28f0f88848.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/170f13df-75f9-4e8f-b49c-1d55331dbd39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94ca95ca-3fc7-4875-86ac-a0a8a1c04346.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\/50880912-71a7-4925-b3e4-f4179dfd19af.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QwGO-z95YPM\"><source src=\"https:\/\/www.youtube.com\/watch?v=QwGO-z95YPM\" 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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">Kubernetes<\/span><br \/>\n <span class=\"tag\">SRE<\/span><br \/>\n <span class=\"tag\">\u6545\u969c\u81ea\u6108<\/span><br \/>\n <span class=\"tag\">eBPF<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u6839\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801\u4fb5\u5165<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u57fa\u4e8eeBPF\u63d0\u4f9b\u4e00\u81f4\u9065\u6d4b\u6570\u636e\u7684\u6280\u672f\u8def\u5f84\uff0c\u8ba4\u4e3a\u8fd9\u89e3\u51b3\u4e86AI\u8fd0\u7ef4\u7684\u5e95\u5c42\u6570\u636e\u53ef\u9760\u6027\u95ee\u9898\u3002\u4e3b\u8981\u5173\u5207\u70b9\u96c6\u4e2d\u5728\uff1a\u81ea\u52a8\u751f\u6210\u4fee\u590dPR\u7684\u5b89\u5168\u6027\u9a8c\u8bc1\u4e0e\u56de\u5f52\u98ce\u9669\uff1b\u5bf9\u590d\u6742\u3001\u8de8\u670d\u52a1\u6545\u969c\u7684\u5904\u7406\u80fd\u529b\uff1b\u6570\u636e\u9690\u79c1\u4e0e\u654f\u611f\u4fe1\u606f\u8fc7\u6ee4\uff1b\u4ee5\u53ca\u5982\u4f55\u964d\u4f4e\u8bef\u62a5\u548c\u4f53\u9a8c\u4ea7\u54c1\u5b9e\u9645\u6548\u679c\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 Metoro\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u534e\u4e3d\u7684\u201cAI\u544a\u8b66\u201d\u4eea\u8868\u76d8\uff0c\u800c\u8bd5\u56fe\u76f4\u51fb\u8fd0\u7ef4\u81ea\u52a8\u5316\u7684\u7ec8\u6781\u75db\u70b9\uff1a\u95ed\u73af\u4fee\u590d\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\uff0c\u5e76\u975eAI\u8bca\u65ad\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u901a\u8fc7eBPF\u5728\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u5c42\u7edf\u4e00\u201c\u5236\u9020\u201d\u6807\u51c6\u5316\u3001\u9ad8\u8d28\u91cf\u7684\u9065\u6d4b\u6570\u636e\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u5f53\u524d\u6df7\u4e71\u3001\u5272\u88c2\u7684\u53ef\u89c2\u6d4b\u6027\u73b0\u72b6\u7684\u4e00\u6b21\u201c\u5e95\u5c42\u9769\u547d\u201d\uff0c\u4e3a\u4e0a\u5c42AI\u5206\u6790\u63d0\u4f9b\u4e86\u7a33\u5b9a\u3001\u53ef\u4fe1\u7684\u201c\u71c3\u6599\u201d\uff0c\u4f7f\u5176\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u627f\u8bfa\u5177\u5907\u6280\u672f\u6839\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u53d7\u4e89\u8bae\u4e5f\u6700\u5177\u98ce\u9669\u7684\u73af\u8282\uff0c\u6b63\u662f\u5176\u4ef7\u503c\u4e3b\u5f20\u7684\u9876\u5cf0\u2014\u2014\u201c\u81ea\u52a8\u4fee\u590d\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5bf9\u6b64\u6709\u6e05\u9192\u8ba4\u77e5\uff0c\u91c7\u7528\u4e86\u201c\u4eba\u5728\u73af\u4e2d\u201d\u7684\u5ba1\u614e\u7b56\u7565\uff0c\u4ec5\u751f\u6210PR\u5efa\u8bae\u800c\u975e\u76f2\u76ee\u81ea\u52a8\u5408\u5e76\u3002\u8fd9\u66b4\u9732\u4e86\u5f53\u524dAI\u5728\u590d\u6742\u7cfb\u7edf\u8fd0\u7ef4\u4e2d\u7684\u6838\u5fc3\u5c40\u9650\uff1a\u5b83\u64c5\u957f\u57fa\u4e8e\u6a21\u5f0f\u7684\u5206\u6790\u4e0e\u5efa\u8bae\uff0c\u4f46\u6781\u5ea6\u7f3a\u4e4f\u5bf9\u7cfb\u7edf\u201c\u9690\u6027\u77e5\u8bc6\u201d\u3001\u4e1a\u52a1\u4e0a\u4e0b\u6587\u548c\u957f\u671f\u6280\u672f\u503a\u7684\u6df1\u5ea6\u7406\u89e3\u3002\u4e00\u4e2a\u201c\u6280\u672f\u4e0a\u6b63\u786e\u201d\u7684\u4fee\u590d\uff0c\u53ef\u80fd\u5f15\u53d1\u610f\u60f3\u4e0d\u5230\u7684\u7ea7\u8054\u53cd\u5e94\u3002\u56e0\u6b64\uff0cMetoro\u73b0\u9636\u6bb5\u66f4\u50cf\u4e00\u4e2a\u201c\u8d85\u7ea7\u526f\u9a7e\u9a76\u201d\uff0c\u5c06\u5de5\u7a0b\u5e08\u4ece\u7e41\u7410\u7684\u6570\u636e\u6536\u96c6\u548c\u521d\u6b65\u8bca\u65ad\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u805a\u7126\u4e8e\u6700\u7ec8\u51b3\u7b56\u4e0e\u98ce\u9669\u8bc4\u4f30\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6210\u529f\u7684\u5173\u952e\uff0c\u5c06\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5728\u590d\u6742\u6545\u969c\u573a\u666f\u4e0b\uff08\u5982\u8de8\u670d\u52a1\u3001\u90e8\u5206\u4fe1\u53f7\u7f3a\u5931\uff09\uff0c\u5176\u6839\u56e0\u5206\u6790\u7684\u51c6\u786e\u7387\u80fd\u5426\u6301\u7eed\u9ad8\u4e8e\u8d44\u6df1\u5de5\u7a0b\u5e08\uff1b\u4e8c\u662f\u5176\u201c\u4fee\u590d\u9a8c\u8bc1\u201d\u95ed\u73af\u7684\u6210\u719f\u5ea6\uff0c\u5373\u80fd\u5426\u5728\u90e8\u7f72\u540e\u5feb\u901f\u3001\u51c6\u786e\u5730\u8bc4\u4f30\u4fee\u590d\u6548\u679c\u5e76\u6267\u884c\u56de\u6eda\u3002\u5b83\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\uff0c\u4f46\u901a\u5f80\u201c\u81ea\u4e3b\u8fd0\u7ef4\u201d\u7684\u9053\u8def\u4e0a\uff0c\u4fe1\u4efb\u7684\u5efa\u7acb\u8fdc\u6bd4\u6280\u672f\u7684\u5c55\u793a\u66f4\u4e3a\u6f2b\u957f\u548c\u8270\u96be\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\">Metoro<\/span>\n <\/div>\n<div class=\"comment-content\">Metoro is an AI SRE for systems running in Kubernetes. Metoro autonomously monitors your environment, detecting incidents in real time. After it detects an incident it root causes the issue and opens a pull request to fix it. You just get pinged with the fix. Metoro brings its own telemetry with eBPF at the kernel level, that means no code changes or configuration required. Just a single helm install and you’re up and running in less than 5 minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! We’re Chris & <a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> , the founders of Metoro.<\/p>\n<\/p>\n<p>We built Metoro because dealing with production issues is still far too manual.<\/p>\n<\/p>\n<p>Teams are shipping faster than ever with AI, but when something breaks, engineers still end up jumping between dashboards, logs, traces, infra state, and code changes just to figure out what happened and how to fix it.<\/p>\n<\/p>\n<p>We started working on this back in 2023 during YC\u2019s S23 batch, and learned a hard lesson from customers early on: generalized AI SRE doesn’t work reliably for two reasons.<\/p>\n<ol>\n<li>\n<p>Every system is different. The architecture is different. Some teams run on VMs, some on Lambdas, some on managed services, some on Kubernetes, others on mixtures of all of them.<\/p>\n<\/li>\n<li>\n<p>On top of that, telemetry is usually inconsistent. Some services have traces, some don\u2019t. Some have structured logs, some barely log at all. Metrics are named differently everywhere.<\/p>\n<\/li>\n<\/ol>\n<p>This means that teams need to spend weeks or even months generating system docs, adding runbooks, producing documentation and instrumenting services before the AI SRE can be useful. That wasn’t workable.<\/p>\n<\/p>\n<p>So we took a different approach.<\/p>\n<\/p>\n<p>With Metoro, we generate telemetry ourselves at the kernel level using <strong>eBPF<\/strong>. That gives us consistent telemetry out of the box with zero code changes required. No waiting around for teams to instrument services. No huge observability blind spots.<\/p>\n<\/p>\n<p>And because Metoro is built specifically for Kubernetes, the agent already understands the environment it\u2019s operating in. It doesn\u2019t need to learn a brand new architecture every time.<\/p>\n<\/p>\n<p>The result is an AI SRE that works out of the box in <strong>under 5 minutes<\/strong>.<\/p>\n<\/p>\n<p>We automatically monitor your infrastucture and applications, when we detect an issue we investigate and root cause it. When we have the root cause, we automatically generate a pull request to fix it, whether that’s application code or infrastructure configuration. <strong>Detect, root cause, fix<\/strong>.<\/p>\n<\/p>\n<p>We\u2019re really excited to be launching on Product Hunt today \ud83d\ude80<\/p>\n<\/p>\n<p>We\u2019d love for you to check it out, try it, and ask us anything. Whether that\u2019s about Metoro, Kubernetes observability, or AI in the SRE space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> <br \/>I\u2019ve been burned by ‘AI SRE’ promises before, but your approach to the data problem (eBPF) makes this actually feel technically grounded.. Really great to see<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> eBPF is the part that made me stop here. Most tools in this space sound great until the data gets patchy. Starting with your own telemetry makes the whole thing feel a lot more believable.<\/p>\n<p>How often are teams merging the PR as is?<\/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\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> Congrats on the launch Metoro! Really impressed by the ambition here, an AI SRE that can spot, diagnose, and even fix Kubernetes incidents on its own feels like a big leap for platform and SRE teams.<\/p>\n<\/p>\n<p>I spent some time on the homepage and honestly found myself wanting to see the AI in action a bit more. The vision is clearly laid out, but I didn\u2019t get a strong sense of what the actual fixes look like or how smooth the whole process feels before signing up.<\/p>\n<\/p>\n<p>I\u2019m genuinely curious how are you planning to let new users experience the real power and speed of the AI early on? Would love to hear your thoughts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Where is telemetry data stored when using Metoro (cloud vs self-hosted)?<br \/>Do you support running on Azure Kubernetes Service (AKS), and are there any limitations?<\/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\/@anil_yucel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anil_yucel1<\/a> <\/p>\n<\/p>\n<p>Hey Anil \ud83d\ude42<\/p>\n<\/p>\n<p>So we offer three distinct hosting options:<\/p>\n<ol>\n<li>\n<p>Metoro Cloud – Fully managed by Metoro, Metoro manages the infrastructure in our environment. Telemtry data is stored in our cloud environment<\/p>\n<\/li>\n<li>\n<p>BYOC (Bring Your Own Cloud) – Managed by Metoro, hosted in your cloud – in your case in your Azure account. Telemetry data is stored in your cloud environment in buckets that you own but Metoro operates (Azure Blob Storage in your case)<\/p>\n<\/li>\n<li>\n<p>On Prem – Fully managed by you, we just provide support. Telemetry data is stored wherever you choose to host Metoro, we support cloud based storage options like s3 and Azure blob storage or disk based solutions too (SSDs are recommended)<\/p>\n<\/li>\n<\/ol>\n<p>Yep we fully support AKS, no limitations!<\/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>Does it work well with many scheduled jobs\/tasks for which the code is in a large monorepo?<\/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\/@alexander_zakon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_zakon<\/a> Yes!<\/p>\n<\/p>\n<p>So each k8s cronjob gets mapped to a service internally in Metoro. Then each service is assigned a codepath which is a combination of repository and source path. It looks something like:<\/p>\n<\/p>\n<pre><code>sourceRepo: <a href=\"https:\/\/github.com\/org\/repo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/org\/repo<\/a>\nsourcePath: \/src\/cmd\/... <\/code><\/pre>\n<\/p>\n<p>Metoro discovers those automatically by itself by comparing emitted logs, profiling information etc but you can also set it manually by setting an annotation on the pod or the CronJob itself <a href=\"https:\/\/metoro.io\/docs\/integrations\/github#option-1-using-kubernetes-annotations-recommended\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/metoro.io\/docs\/integrations\/github#option-1-using-kubernetes-annotations-recommended<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice! I think we could use this at Asteroid. I’m interested to know how you’ve thought about keeping it secure when things go wrong<\/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\/@joe_hewett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_hewett1<\/a> Thanks Joe!<\/p>\n<\/p>\n<p>Yep there’s a couple levels<\/p>\n<\/p>\n<p><strong>In cluster components<\/strong><\/p>\n<p>All of our monitoring is done out of process via eBPF which lives effectively isolated in the linux kernel. So lets say we have a bug, it isn’t possible for us to affect your services, worst case we wouldn’t be collecting telemetry.<\/p>\n<\/p>\n<p><strong>Data Security For The Agent<\/strong><\/p>\n<p>All agents run without internet access and have tight RBACs so they can only see specific subsets of data. This way it’s not possible for the agent to accidentally exfiltrate data<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Chris, that lesson about generalized AI SRE not working because every system is different and telemetry is inconsistent sounds like it came from real pain. Was there a specific customer or incident where you watched the AI completely miss the problem because the data just wasn\u2019t there or didn\u2019t line up?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Yeah there were a bunch of times to be honest. The shape is a bit different each time but the cause is the same.<\/p>\n<\/p>\n<p>Super common example that it ran into was not knowing the “lore” behind a metric. One concrete example is this: The agent would work its way down through an investigation and would be arriving at the conclusion that there was a resource bottleneck for particular service. It would see that there is a metric: “cpu_utilization_serviceX” so it would query that. However that metric would have a “mode” attribute that has a bunch of different values.<\/p>\n<p>Looked like this:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0401c0f-6f88-48f2-918f-ccc2de7c34af.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>So in order to get actual utilization it needed to do a sum across all modes where the mode is not equal to idle.<\/p>\n<\/p>\n<p>The agent just wouldn’t know this (as you likely wouldn’t as an engineer without context) so it wouldn’t be able to nail down the root cause.<\/p>\n<\/p>\n<p>This is the sort of thing that consistent telemetry solves.<\/p>\n<\/p>\n<p>These instances add up and it’s a “death by 1000 papercuts” situation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 way you approached this with setting up consistent telemetry as a first step makes this very promising.<\/p>\n<\/p>\n<p>I wonder if I can also use it to monitor some longer term trends in the metrics?<\/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\/@alibi_yeslambek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alibi_yeslambek<\/a> For sure.<\/p>\n<\/p>\n<p>So by default the AI SRE sets up anomaly monitors on things we classify as golden metrics (think RED metrics and some infrastructure level signals). The anomaly monitors there run at different timescales, we have O(minutes), O(days) and O(weeks) right now. If anything breaches those thresholds then the agent will investigate, determine whether or not its noise and ping you if it actually is a problem.<\/p>\n<\/p>\n<p>You can also specify metrics that you want to have monitored manually if that’s more your style 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> Interesting direction. Most tools stop at alerts and dashboards, going into auto-fix is a big step. How do you handle edge cases where the issue isn\u2019t clearly defined or spans multiple services?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> <a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <\/p>\n<p>Great question! If the issue spans multiple services, multiple investigation agents are spawned across the affected paths instead of assuming one service is the problem.<\/p>\n<p>They follow the dependency graph from eBPF-generated traces and investigate each branch using traces, logs, metrics, k8s state, deploy\/config diffs, and memory (what it already knows about that services behaviour). That lets us separate the first real failure from the downstream.<\/p>\n<p>If there is a clear initiating fault, we identify it. If there isn\u2019t, we surface the causal chain and candidate failure points with evidence instead of pretending there is one neat root cause.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> Generating telemetry at the kernel level with eBPF to remove the instrumentation overhead is a strong approach. That part makes a lot of sense, especially given how inconsistent telemetry can be across services and teams.<\/p>\n<p>The part that feels much harder is the auto-fix layer. In real systems, issues are rarely isolated. You often have partial signals, cascading failures, or symptoms that look like root causes. In those cases, even getting the diagnosis right is non-trivial, let alone generating a fix that is safe to apply.<\/p>\n<p>How do you validate that a generated PR is actually safe in production and not just technically correct in isolation? For example, avoiding cases where the fix resolves one symptom but introduces regressions elsewhere or conflicts with existing infra assumptions.<\/p>\n<p>I\u2019ve been working in a similar space on the code side with Codoki.ai (AI code review and automated fixes), and even at that level, ensuring suggestions are reliable and not contextually wrong is a constant challenge, especially as systems get larger and more complex. So pushing this into infra-level auto-remediation is a big step.<\/p>\n<p>Would be interesting to understand how you\u2019re handling validation, rollback strategies, or confidence scoring before applying fixes.<\/p>\n<p>Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> <a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Thanks Muhammad!<\/p>\n<p>Really good question and I agree, code fixes are one of the hardest parts. To be clear, we don\u2019t do blind auto-remediation.<br \/>Metoro is human-in-the-loop: it investigates the issue, identifies the likely initiating failure, and then suggests a code fix (which you can open a PR) for an engineer to review or for a coding agent to work on it further. We do this very intentionally to make sure that the fixes go through the same safety mechanisms that a normal release would go through. <\/p>\n<p>To reduce the risk, the suggestion is grounded in eBPF telemetry, topology, infra context, recent deploys\/config changes, and the actual code path, so we are not just reacting to one noisy symptom. Its crossed checked against telemetry, infra and code.<br \/>Then once the change is deployed, we verify the rollout against production telemetry to see whether it actually resolved the issue or caused regressions (the ai deployment verification feature).<\/p>\n<p>It\u2019s not a fully autonomous remediation system yet, but it is designed to get teams 80%+ of the way to resolution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> and <a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> Good stuff! In my experience, you\u2019re spot on about how heterogeneous and inconsistent observability is in practice. I\u2019m going to try it out and might ping you for a chat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> <a href=\"https:\/\/www.producthunt.com\/@shrir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrir<\/a> Amazing, thanks Shrirang!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, looking forward to trying it.<\/p>\n<p>Is it just kubernetes or does it also work on apps too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saturnin_pugnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saturnin_pugnet<\/a> So if those apps are running in Kubernetes then we work on those too. We hook into the source code via a github integration so we can debug application level issues too.<\/p>\n<\/p>\n<p>The classic use case is that a bad deploy ships, we can see exactly which parts of the code change and deeply investigate the endpoints that have been changed to understand if there’s an actual regression based on our telemetry<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 s23 batch background. it\u2019s clear you guys learned a lot from the ‘generalized ai’ failure. how does the agent handle ‘false positives’ in a noisy environment where some services are naturally spikey?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Thanks Vikram!<\/p>\n<\/p>\n<p>So we’ve had to address this problem a lot right now with quite a few of our customers. <\/p>\n<\/p>\n<p>Essentially we apply anomaly detection to remove a lot of the baseline of 20% of the requests to this service generally result in a 5XX response.<\/p>\n<\/p>\n<p>Then after that, the agent will run an investigation to see why a spike happened. When we find the root cause we create an ‘issue’. Now next time we run an investigation we check to see if the root cause of that issue was a recurrence of any other issue. If it is then we just add it as a recurrence of that issue. We dont ping teams for issues that recur frequently so we reduce the noise that way.<\/p>\n<\/p>\n<p>This keeps the list of actual issues small and concise so you can see what issues you need to address. You can quickly see “this issue recurred 20 times in the last 3 days” so we should probably address it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very compelling direction, moving from observability to actual autonomous remediation is a huge step for SRE workflows.<\/p>\n<p>Love the idea of going from detection \u2192 root cause \u2192 PR with a fix, especially without requiring code changes. The eBPF + zero-config setup makes it even more impressive.<\/p>\n<p>We also launched on Product Hunt today \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different part of the lifecycle, but very aligned in spirit: reducing the manual overhead of keeping complex systems reliable \ud83d\ude42<\/p>\n<\/p>\n<p>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\/@yanakazantseva1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanakazantseva1<\/a> Thanks Yana, best of luck with your launch too! Ogoron seems pretty cool \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>AI SRE using eBPF to collect telemetry definitely seems like the way to go – I was dreaming of such a solution, could you onboard me <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> ? Looks amazing would love to have a chat and test it !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_vidal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_vidal<\/a> Thanks Paul!<\/p>\n<\/p>\n<p>For sure, onboarding is however you like! Either just install it yourself (after logging in you’ll be given the single helm command) or if you book a meeting here <a href=\"https:\/\/cal.com\/team\/metoro\/engineer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/team\/metoro\/engineer<\/a> I’ll be sure to pick it up and run you through it \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>Looks promising!! Can’t wait to try this out. Quick question: If eBPF can see all requests in the cluster, how do you avoid accidentally collecting or shipping sensitive data from them? That\u2019d be one of my first concerns in prod.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abin_paul1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abin_paul1<\/a> Hey Abin, good question. So for each protocol we only pull out known non-sensitive parts of the request.<\/p>\n<\/p>\n<p>As an example, think http.<\/p>\n<\/p>\n<p>We dont export all headers for example or the body, but we do export URL parameters, path, url etc<\/p>\n<\/p>\n<p>Effective each protocol has a default allow list which you can augment yourself.<\/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 autonomy angle is appealing. my concern is auto-PRs that fix one incident and quietly regress something else – without a human gate somewhere, that’s a hard failure category to catch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> For sure we definitely agree with you. That’s one of the main reasons behind using PRs in the first place, before the PR is merged you should definitely be reviewing or using tooling to help verify the PR (like all the other PRs!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YK4QWZXVB3JI4X\" class=\"app-title\">Mailero<\/a><\/p>\n<div class=\"one-liner\">Turn support emails into tickets <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">138<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mailero\u662f\u4e00\u6b3e\u6781\u7b80\u7684\u90ae\u4ef6\u4f18\u5148\u5de5\u5355\u7cfb\u7edf\uff0c\u8ba9\u72ec\u7acb\u521b\u59cb\u4eba\u7b49\u7528\u6237\u65e0\u9700\u590d\u6742\u8bbe\u7f6e\uff0c\u4ec5\u901a\u8fc7\u8f6c\u53d1\u6536\u4ef6\u7bb1\u90ae\u4ef6\u5373\u53ef\u5feb\u901f\u7ba1\u7406\u5ba2\u6237\u652f\u6301\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5e2e\u52a9\u53f0\u8f6f\u4ef6\u529f\u80fd\u81c3\u80bf\u3001\u4e0a\u624b\u95e8\u69db\u9ad8\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\/45f766f0-ee2e-4841-a19b-5a9f8b68eb50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a567ed3-a738-4f88-ae50-5faea5ee3245.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2be053f-12c4-4752-80cf-3ae4b6944dbd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce1400e8-1f1a-4eff-a5d8-ed2ea74a7cb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f7f927e-6bc1-44cb-8077-bd6f0fc49584.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a098b48-dc64-4b97-8208-b595d099b140.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\">Email<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u652f\u6301\u5de5\u5355<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u521b\u59cb\u4eba<\/span><br \/>\n <span class=\"tag\">\u6b27\u76df\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">GDPR\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e2e\u52a9\u53f0<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u8f6c\u53d1\u5373\u521b\u5efa\u201d\u7684\u6781\u7b80\u7406\u5ff5\u3002\u4e3b\u8981\u7591\u95ee\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u8fc7\u6ee4\u5783\u573e\u90ae\u4ef6\u3001\u662f\u5426\u652f\u6301\u4e0eJIRA\/Notion\u7b49\u5de5\u5177\u96c6\u6210\u3001\u56de\u590d\u90ae\u4ef6\u65f6\u7684\u53d1\u4ef6\u4eba\u663e\u793a\u95ee\u9898\u3001\u662f\u5426\u5177\u5907\u57fa\u7840\u81ea\u52a8\u5316\u6807\u7b7e\u529f\u80fd\uff0c\u4ee5\u53ca\u5bf9\u5176\u5185\u90e8\u4f18\u5148\u7ea7\u548c\u8ddf\u8e2a\u673a\u5236\u7684\u63a2\u8ba8\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 Mailero\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u771f\u5b9e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u538c\u6076\u91cd\u578b\u5e2e\u52a9\u53f0\u3001\u8ffd\u6c42\u7edd\u5bf9\u7b80\u6d01\u7684\u5fae\u578b\u56e2\u961f\uff08\u5c24\u5176\u662f\u72ec\u7acb\u521b\u59cb\u4eba\uff09\u3002\u5176\u201c\u90ae\u4ef6\u4f18\u5148\u201d\u7684\u6838\u5fc3\u903b\u8f91\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u51fa\u8272\u7684\u4ea7\u54c1\u54f2\u5b66\u5b9e\u8df5\u2014\u2014\u5b83\u4e0d\u505a\u52a0\u6cd5\uff0c\u800c\u662f\u505a\u51cf\u6cd5\uff0c\u5c06\u5de5\u5355\u7cfb\u7edf\u5f3a\u884c\u62c9\u56de\u6700\u539f\u59cb\u7684\u901a\u4fe1\u5a92\u4ecb\uff08\u90ae\u4ef6\uff09\u4e0a\u64cd\u4f5c\uff0c\u4ee5\u6b64\u5151\u73b0\u201c\u96f6\u8bbe\u7f6e\u201d\u7684\u627f\u8bfa\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u7528\u4e00\u79cd\u201c\u9000\u5316\u201d\u6765\u5b9e\u73b0\u4f53\u9a8c\u7684\u201c\u8fdb\u5316\u201d\uff0c\u5de7\u5999\u5730\u5c06\u7528\u6237\u5df2\u6709\u7684\u90ae\u4ef6\u4e60\u60ef\u8f6c\u5316\u4e3a\u4ea7\u54c1\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u6781\u7b80\u4e3b\u4e49\u65e2\u662f\u5176\u5229\u5203\uff0c\u4e5f\u662f\u5176\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u4e00\u65e6\u5f00\u59cb\u8ba4\u53ef\u5176\u57fa\u7840\u4ef7\u503c\uff0c\u9700\u6c42\u4fbf\u4f1a\u81ea\u7136\u751f\u957f\uff1a\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\u3001\u5916\u90e8\u5de5\u5177\u96c6\u6210\u3001\u81ea\u52a8\u5316\u6807\u7b7e\u2026\u2026\u8fd9\u4e9b\u6070\u6070\u662f\u5b83\u8bd5\u56fe\u6452\u5f03\u7684\u201c\u590d\u6742\u529f\u80fd\u201d\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5b83\u670d\u52a1\u4e8e\u201c\u538c\u6076\u590d\u6742\u201d\u7684\u7528\u6237\uff0c\u4f46\u7528\u6237\u4e1a\u52a1\u4e00\u65e6\u7a0d\u6709\u53d1\u5c55\uff0c\u590d\u6742\u6027\u9700\u6c42\u4fbf\u4e0d\u53ef\u907f\u514d\u3002\u4ea7\u54c1\u76ee\u524d\u7684\u5b9a\u4f4d\u66f4\u50cf\u4e00\u4e2a\u201c\u652f\u6301\u5165\u53e3\u4e2d\u8f6c\u7ad9\u201d\uff0c\u800c\u975e\u5b8c\u6574\u7684\u652f\u6301\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u529f\u80fd\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u9762\u955c\u5b50\uff0c\u6620\u7167\u51fa\u4e3b\u6d41SaaS\u5de5\u5177\u666e\u904d\u5b58\u5728\u7684\u201c\u529f\u80fd\u8513\u5ef6\u75c7\u201d\u3002Mailero\u7684\u6210\u529f\uff08\u4ecePH\u70ed\u5ea6\u770b\uff09\u8bc1\u660e\u4e86\u5e02\u573a\u5b58\u5728\u5bf9\u201c\u5c11\u5373\u662f\u591a\u201d\u7684\u5f3a\u70c8\u6e34\u671b\u3002\u4f46\u5b83\u672a\u6765\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\uff1a\u5982\u4f55\u5728\u4fdd\u6301\u6781\u7b80\u7075\u9b42\u7684\u540c\u65f6\uff0c\u4f18\u96c5\u5730\u5e94\u5bf9\u7528\u6237\u589e\u957f\u5fc5\u7136\u5e26\u6765\u7684\u529f\u80fd\u9700\u6c42\uff1f\u662f\u575a\u5b88\u5229\u57fa\uff0c\u6210\u4e3a\u7279\u5b9a\u4eba\u7fa4\u7684\u631a\u7231\u5de5\u5177\uff0c\u8fd8\u662f\u9010\u6b65\u6269\u5c55\uff0c\u6ed1\u5411\u5b83\u66fe\u7ecf\u53cd\u5bf9\u7684\u201c\u590d\u6742\u201d\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u8d77\u70b9\u201d\u4ea7\u54c1\uff0c\u5b8c\u7f8e\u9002\u914d\u4ece0\u52301\u7684\u521d\u521b\u72b6\u6001\u3002\u4f46\u7528\u6237\u548c\u521b\u59cb\u4eba\u90fd\u9700\u8981\u601d\u8003\uff1a\u5f53\u4e1a\u52a1\u4ece1\u8d70\u541110\uff0c\u662fMailero\u5e94\u8be5\u6539\u53d8\uff0c\u8fd8\u662f\u7528\u6237\u5230\u4e86\u8be5\u201c\u6bd5\u4e1a\u201d\u7684\u65f6\u5019\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\">Mailero<\/span>\n <\/div>\n<div class=\"comment-content\">Most helpdesks are overkill. Mailero lets you manage customer support directly from email \u2014 just forward your inbox and start replying to tickets instantly. No setup, no complex workflows, no bloated features. Built for solo founders who want fast, simple support. EU hosted and GDPR compliant.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I built Mailero because every time I needed a helpdesk, it felt like overkill.<\/p>\n<p>Tools like Zendesk or Intercom are powerful, but as a solo founder I just wanted something simple:<br \/>\n\u2192 forward support emails<br \/>\n\u2192 reply<br \/>\n\u2192 stay organized<\/p>\n<p>No setup, no workflows, no dashboards I don\u2019t need.<\/p>\n<p>So I built Mailero \u2014 a minimal email-first ticketing system.<\/p>\n<p>You just forward your inbox and start replying to tickets instantly.<\/p>\n<p>It\u2019s designed specifically for solo founders who want to handle support without adding complexity.<\/p>\n<p>I\u2019d really love your feedback \u2014 especially:<br \/>\n\ud83d\udc49 What feels unnecessary?<br \/>\n\ud83d\udc49 What\u2019s missing for your workflow?<\/p>\n<p>Thanks for checking it out \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mazirar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazirar<\/a> I\u2019m curious how you handle spam emails. <\/p>\n<\/p>\n<p>The biggest headache for me with my helpdesk is all the marketing emails I get every day. I never signed up for them, and no matter what I do, they keep coming. Deleting them takes up so much of my 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\/@mazirar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazirar<\/a> Congrats on the launch! As a solo founder juggling multiple inboxes, do you see easy ways to tag\/route tickets from different domains without workflows? Super curious on that front.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Superrrr!!! Is there an integration with JIRA and Notion? Our Tech uses JIRA while the product team uses Notion. It’d help if we could reroute engineering tickets on JIRA and product\/UX issues on a basic task manager.<br \/>Best of luck! Rooting for you guys!<\/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\/@richard_andrews4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_andrews4<\/a> Woah, an integration with Notion could be a game changer. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@richard_andrews4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_andrews4<\/a> this. Or linear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 you handling things like prioritisation or tracking ongoing issues without the typical helpdesk 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\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> Great question \ud83d\udc4b<\/p>\n<p>The goal with Mailero isn\u2019t to remove structure \u2014 it\u2019s to remove unnecessary complexity.<\/p>\n<p>Instead of workflows, we keep things simple but effective:<\/p>\n<p>\u2022 Each email becomes a ticket with a clear status (open, closed, etc.)<br \/>\u2022 You can set priorities and categories to organize what matters<br \/>\u2022 Conversations are threaded, so you always have full context<br \/>\u2022 There\u2019s a clear \u201cawaiting reply\u201d vs \u201cneeds action\u201d view to track ongoing issues<\/p>\n<p>So you still get visibility and control, just without automation rules or workflow builders.<\/p>\n<p>Curious \u2014 what kind of tracking or prioritization do you rely on today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the idea… too often in the past I’ve thought can’t I just email this to create a support ticket why do I need to goto a web form to re-submit my issue again<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sweet… The “just forward your inbox” mechanic is genuinely clever… most helpdesk tools make you rebuild your whole email setup before you can reply to a single customer… this is the opposite of that.<\/p>\n<\/p>\n<p>Curious how the reply side actually works though… when you respond to a ticket inside mailero, does the customer see it coming from your original email address or from a mailero one? that’d matter a lot to me. keeping it feeling like a direct reply rather than a ticketing system autoresponse is half the reason to avoid the big tools in the first place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Will this bloat the inbox? What do you think?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the philosophy behind Mailero \u2014 \u00abno setup, no complex workflows\u00bb is music to my ears! Congrats on the launch!<\/p>\n<\/p>\n<p>Quick question: Does Mailero offer any basic automation or tagging features? Could I auto\u2011tag all emails coming from a specific campaign or UTM source to track support volume by channel?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Get started button is not working? <a href=\"https:\/\/mailero.com\/pricing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mailero.com\/pricing<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> It works for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QSRVPZX57V7J67\" class=\"app-title\">Ogoron<\/a><\/p>\n<div class=\"one-liner\">Your best QA team \u2014 9x faster, 20\u0445 cheaper<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ogoron\u662f\u4e00\u6b3e\u7aef\u5230\u7aefAI\u9a71\u52a8\u7684QA\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u7406\u89e3\u4ea7\u54c1\u4ee3\u7801\u3001\u81ea\u52a8\u751f\u6210\u548c\u7ef4\u62a4\u6d4b\u8bd5\uff0c\u5728\u8f6f\u4ef6\u5feb\u901f\u8fed\u4ee3\u7684\u89c4\u6a21\u5316\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u53d1\u5e03\u901f\u5ea6\u3001\u7a33\u5b9a\u6027\u548cQA\u4eba\u529b\u6210\u672c\u4e4b\u95f4\u96be\u4ee5\u6743\u8861\u7684\u6838\u5fc3\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\/9db6df4b-d894-4385-aeec-071a73c875ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47937cbb-9cf2-471e-a4f2-5bfee99794a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00ab6723-761a-462c-a621-2951dc3f1a72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5e71047-4c38-4262-84ba-1811f7eebfd1.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\/4701f09a-5c95-4704-826a-45383baa703a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6yLAzYT8wHw\"><source src=\"https:\/\/youtu.be\/6yLAzYT8wHw\" 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\">Software Engineering<\/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\u6d4b\u8bd5\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316QA<\/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\">\u6d4b\u8bd5\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u7814\u53d1\u6548\u80fd<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">DevOps<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u63a7\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u6d4b\u8bd5\u7a33\u5b9a\u6027\uff08\u5982\u4f55\u5904\u7406UI\u53d8\u66f4\u5bfc\u81f4\u7684\u6d4b\u8bd5\u5931\u6548\uff09\u3001\u6570\u636e\u5b89\u5168\uff08\u4ee3\u7801\u662f\u5426\u5916\u4f20\uff09\u3001\u90e8\u7f72\u6a21\u5f0f\uff08\u662f\u5426\u652f\u6301\u6df7\u5408\/\u672c\u5730\u90e8\u7f72\uff09\u3001\u5b9e\u9645\u8fb9\u754c\uff08\u80fd\u5426\u771f\u6b63\u66ff\u4ee3QA\u5de5\u7a0b\u5e08\uff09\u3002\u56e2\u961f\u56de\u590d\u5766\u8bda\uff0c\u627f\u8ba4\u5f53\u524d\u67b6\u6784\u4f9d\u8d56\u5916\u90e8LLM\uff0c\u5e76\u89e3\u91ca\u4e86\u6a21\u7cca\u573a\u666f\u7684\u5904\u7406\u903b\u8f91\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 Ogoron\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u6d4b\u8bd5\u751f\u6210\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u91cd\u5851QA\u6d41\u7a0b\u7684\u201c\u751f\u4ea7\u5173\u7cfb\u201d\u3002\u5b83\u5ba3\u79f0\u66ff\u4ee3\u7cfb\u7edf\u5206\u6790\u5e08\u3001\u6d4b\u8bd5\u5206\u6790\u5e08\u548cQA\u5de5\u7a0b\u5e08\u4e09\u79cd\u89d2\u8272\uff0c\u672c\u8d28\u662f\u5c06QA\u4ece\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u5de5\u7ecf\u9a8c\u5224\u65ad\u7684\u201c\u624b\u827a\u6d3b\u201d\uff0c\u8f6c\u53d8\u4e3a\u7531AI\u9a71\u52a8\u3001\u57fa\u4e8e\u4ee3\u7801\u548c\u5236\u54c1\u8fdb\u884c\u6301\u7eed\u63a8\u7406\u7684\u201c\u6807\u51c6\u5316\u6d41\u7a0b\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u58c1\u5792\u53ef\u80fd\u5e76\u975e\u5f53\u4e0b\u5c55\u793a\u7684\u6d4b\u8bd5\u751f\u6210\u80fd\u529b\uff0c\u800c\u662f\u5176\u58f0\u79f0\u7684\u201c\u7406\u89e3\u4ea7\u54c1\u201d\u548c\u201c\u7ef4\u62a4\u6d4b\u8bd5\u201d\u7684\u95ed\u73af\u7cfb\u7edf\u2014\u2014\u5373\u9762\u5bf9\u4ea7\u54c1\u53d8\u66f4\u65f6\uff0c\u80fd\u81ea\u52a8\u533a\u5206\u662f\u7f3a\u9677\u8fd8\u662f\u6d4b\u8bd5\u8fc7\u671f\uff0c\u5e76\u5c1d\u8bd5\u81ea\u6211\u4fee\u590d\u3002\u8fd9\u76f4\u51fb\u4e86\u81ea\u52a8\u5316\u6d4b\u8bd5\u9886\u57df\u6700\u5927\u7684\u6210\u672c\u9677\u9631\uff1a\u7ef4\u62a4\u6210\u672c\u9ad8\u4e8e\u521b\u5efa\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c9\u500d\u901f\u300120\u500d\u4fbf\u5b9c\u201d\u7684\u4e50\u89c2\u627f\u8bfa\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6a21\u7cca\u5730\u5e26\u5904\u7406\u201d\u3001\u201c\u6570\u636e\u4e0d\u51fa\u5883\u201d\u548c\u201c\u6df7\u5408\u90e8\u7f72\u201d\u7684\u8d28\u7591\uff0c\u6070\u6070\u63ed\u793a\u4e86\u5176\u4f5c\u4e3aSaaS+LLM\u4f9d\u8d56\u578b\u4ea7\u54c1\u7684\u73b0\u5b9e\u8f6f\u808b\uff1a\u5728\u9ad8\u5ea6\u5b9a\u5236\u5316\u3001\u5f3a\u76d1\u7ba1\u6216\u903b\u8f91\u6781\u5176\u590d\u6742\u7684\u573a\u666f\u4e0b\uff0cAI\u7684\u201c\u7f6e\u4fe1\u5ea6\u201d\u4f1a\u6025\u5267\u4e0b\u964d\uff0c\u6700\u7ec8\u4ecd\u9700\u4eba\u5de5\u88c1\u51b3\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u3001\u6c34\u5e73\u5728\u7ebf\u7684\u201c\u521d\u7ea7QA\u519b\u56e2\u201d\uff0c\u80fd\u6781\u5927\u63d0\u5347\u57fa\u7ebf\u6d4b\u8bd5\u8986\u76d6\u7387\u548c\u56de\u5f52\u6548\u7387\uff0c\u5c06\u4eba\u7c7b\u4e13\u5bb6\u4ece\u91cd\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\uff0c\u53bb\u5904\u7406\u66f4\u590d\u6742\u7684\u903b\u8f91\u4e0e\u6a21\u7cca\u8fb9\u754c\u3002\u4f46\u201c\u66ff\u4ee3\u201d\u6574\u4e2a\u56e2\u961f\u4e3a\u65f6\u5c1a\u65e9\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u201c\u81ea\u6211\u4fee\u590d\u201d\u7b97\u6cd5\u5728\u771f\u5b9e\u590d\u6742\u573a\u666f\u4e0b\u7684\u6709\u6548\u6bd4\u4f8b\uff0c\u4ee5\u53ca\u80fd\u5426\u6784\u5efa\u8d77\u8ba9\u7528\u6237\u653e\u5fc3\u4ea4\u51fa\u4ee3\u7801\u6838\u5fc3\u8d44\u4ea7\u7684\u4fe1\u4efb\u4f53\u7cfb\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\">Ogoron<\/span>\n <\/div>\n<div class=\"comment-content\">Releasing fast shouldn\u2019t mean breaking things. As your product grows, Ogoron takes over your QA process end\u2011to\u2011end. It understands your product, generates and maintains tests, and continuously validates every change – replacing a systems analyst, test analyst, and QA engineer. Get predictable releases, fewer bugs in production, and full coverage without manual effort. Ship faster. Stay in control. Break nothing<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Greetings, Product Hunt! I\u2019m Elena, Marketing Lead at Ogoron.<\/p>\n<p>Let\u2019s talk about a universal pain point: as your product scales, every deploy becomes riskier. Regressions creep in, testing slows you down, and scaling QA gets expensive. It feels like you\u2019re choosing between speed and stability.<br \/>\nWe built Ogoron to break that trade\u2011off. It acts as your full QA team: understanding your product, generating and maintaining tests, and validating every change.<\/p>\n<p>With Ogoron, you get:<br \/>\n\u2022 Predictable, fast releases<br \/>\n\u2022 Fewer bugs in production<br \/>\n\u2022 Great test coverage (no manual work)<br \/>\n\u2022 No need to hire more QA staff<\/p>\n<p>Ship faster. Stay in control. Break nothing. We\u2019d love your feedback!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elena_nimchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elena_nimchenko<\/a> Kudos on the launch. How does Ogoron handle flaky tests or UI changes that break coverage over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We had a rather vivid discussion in the team on how to best run Ogoron trials on Product Hunt. The result is that we provide two modes:<\/p>\n<p>– Bring Your Own Key. Use your own OpenAI API key during the trial, without limitations.<br \/>– Use an Ogoron-managed OpenAI API key during the trial. This has somewhat limited functionality but hopefully lets understant the product utility.<\/p>\n<p>I am eager to hear the pros and cons of these approaches from the Product Hunt community<\/p>\n<\/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\/@nick_mikhailovsky1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_mikhailovsky1<\/a> BYOK makes sense for power users, but I\u2019d optimize for a frictionless first experience with a managed key and move people to BYOK after they see value.<\/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>Hi everyone! I\u2019m the Chief Marketing Officer at Ogoron <\/p>\n<p>We built this product to change how we ship. As a team with a strong development background, we were tired of slow releases, constant regression risks, and heavy QA cycles.<\/p>\n<p>So over the last few months, we created a tool that reads your code, generates test cases, and keeps regression coverage up to date. Now we ship features to production faster, with close to zero bugs, and no longer think about scaling our QA team.<\/p>\n<p>Would love to hear your thoughts and really appreciate your support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>bold claim. curious where this breaks – QA automation typically hits hard exceptions fast when scope expands. what’s the failure recovery model?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> That is a very fair question. Hard exceptions are a real limit for QA automation, especially as scope expands.<\/p>\n<p> <\/p>\n<p>Our view is fairly pragmatic: the boundary is reached when the correct behavior cannot be reliably reconstructed from the available artifacts \u2013 code, tests, specs, documentation, and the behavior of the product itself.<\/p>\n<p> <\/p>\n<p>So our recovery model is to recover automatically where the system can establish a high-confidence truth, and surface ambiguity when it cannot. In practice, that means Ogoron can adapt a lot of standard cases on its own, but in genuinely disputed or under-specified situations it asks the user to resolve them explicitly rather than pretending certainty.<\/p>\n<p> <\/p>\n<p>A big part of the product is expanding that high-confidence zone over time \u2013 from general web patterns to increasingly domain-specific behaviors<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!<\/p>\n<p>Can I opt out of any data sharing for product improvement? We can’t allow any data to leave our network<\/p>\n<p>Tnx!<\/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\/@konstantinkz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinkz<\/a> Thanks \u2013 in the standard managed setup, some data does pass through our infrastructure, and requests currently also go to OpenAI as the external LLM provider.<\/p>\n<\/p>\n<p>So if your requirement is that absolutely no data leaves your network, we should be transparent: we do not fully support that today. We can discuss deployment on your own infrastructure, but external LLM calls still remain part of the current architecture<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! the bit that caught my attention is the test maintenance claim. most AI testing tools i’ve tried are decent at generating tests, but they go stale fast. and then you’re spending more time fixing the tests than fixing the product. curious how Ogoron handles it when the UI changes significantly, like a nav restructure or a renamed flow? does it detect drift automatically, or does someone still need to nudge it? that’s genuinely the hardest part of QA automation in my experience, so would love to know how you’ve tackled it.<\/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\/@fraser_svg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fraser_svg<\/a> Thank you for the great question!<\/p>\n<p>When some tests fail you run <\/p>\n<pre><code>ogoron heal<\/code><\/pre>\n<p>It puts every failed test into one of three classes: <\/p>\n<ul>\n<li>\n<p>code bug<\/p>\n<\/li>\n<li>\n<p>test bug<\/p>\n<\/li>\n<li>\n<p>unsure<\/p>\n<\/li>\n<\/ul>\n<p>Test bugs are then fixed by Ogoron<\/p>\n<\/p>\n<p>The bugs in “unsure” state need human review. Our experience with pilot customers show 10% to 50% tests fall into this category, depending on a project. Our experience also show that about 15% of the failures are incorrectly classified. <\/p>\n<p>Once a human have put the failed tests into test bug category, they can be fixed by Ogoron. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yanakazantseva1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yanakazantseva1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanakazantseva1<\/a> Congrats on the launch! <\/p>\n<p>Yana from Ogoron came and left a genuinely thoughtful comment on our AgentPulse launch today, on their own launch day. That kind of generosity says everything about the people building this. The product speaks for itself too, automated test coverage that keeps up as your product evolves is one of those things you don’t realize you desperately need until you have it. Wishing you all the best today<\/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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Thank you so much \u2013 that really means a lot to our team.<\/p>\n<p>We really appreciate your kind words. Wishing AgentPulse a great launch 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Thank you so much, Umar \u2014 this truly means a lot to me \ud83d\udc9b<\/p>\n<\/p>\n<p>I really believe that supporting each other, especially on important days like launches, is what makes this community so special.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 finished the Ogoron trial – very impressed! Setup took just a couple of hours with your template. It caught two long\u2011standing bugs we\u2019d missed. The dashboard is clear and JUnit XML export worked perfectly. Moving to the paid plan – thanks for a great tool!<\/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> Looks amazing! Watching the video now<\/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> Looks amazing! Watching the video<\/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>Hi! Can this actually replace QA engineers or just assist them?<\/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\/@lida_vengerskaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lida_vengerskaya<\/a> Great question! The pattern we observed the most is that with Ogoron, manual testers get into automated testing, but further QA hiring at our customers stales.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it learn from past bugs to improve future test generation? We had a recurring issue with timezone handling – would it catch that next 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artem_galeev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_galeev<\/a> Thank you for the great question! You correctly noted that Ogoron generates tests but don’t run the tests by itself. And in a strong ML sense it does not learn from the bugs. But all the tests and their results eventually get into the context Ogoron uses, so in a sense it does learn<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it handle repos with a history of 10 000+ commits? We\u2019ve been building our app for 5 years.<\/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\/@alibekovand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alibekovand<\/a> Good question. A long commit history by itself is usually not a serious issue.<\/p>\n<p>Most codebases can be read progressively, layer by layer, so what matters more than the raw number of commits is the current architecture of the project and how much useful signal exists in the code, tests, and docs.<\/p>\n<p>We have already tested Ogoron on many large repositories, including products that have been developed for more than 10 years. So a repo with 10,000+ commits is well within the kind of scale we expect to handle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Can Ogoron be used in a hybrid cloud setup where some services are on\u2011prem and others in the cloud? We have sensitive data that can\u2019t leave our servers<\/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\/@alexey_kochetkov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexey_kochetkov<\/a> Both the hybrid and pure on-prem are in our backlog<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 any part of our source code, configuration, or test results transmitted outside our infrastructure?<\/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\/@comrade_komissar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@comrade_komissar<\/a> Yes, Ogoron is a SaaS (SaaS inn’t dead:) ) so the code sanippets are transferred to our LLM providers (mostly OpenAI). We are happy to discuss on-premise deployment with qualified 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\">\n<p>Curious how it handles edge cases and unexpected flows .That\u2019s usually where automated QA tools start to break down.<\/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\/@francis_dalton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francis_dalton<\/a> Very fair point \u2013 edge cases and unexpected flows are exactly where automated QA usually starts to get real.<\/p>\n<\/p>\n<p>Our view is that the goal is not to pretend everything is expected. It is to recognize when the system is operating inside a high-confidence pattern, and when it is not. When Ogoron can reliably interpret the situation, it handles it automatically; when it cannot, it surfaces the ambiguity instead of forcing a false answer.<\/p>\n<\/p>\n<p>A big part of the product is continuously expanding that high-confidence zone. In practice, many “unexpected” cases are not unique at all \u2013 they are recurring patterns that different teams have already run into in one form or another. A lot of the work is turning more and more of that real-world experience into something the agent can recognize and handle safely<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 quickly can I get help if the integration fails? Our release is time\u2011sensitive<\/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\/@daniil_kadeev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniil_kadeev<\/a> Thanks \u2013 very important question.<\/p>\n<p>A big part of the value here is that Ogoron generates tests which can then be used independently of Ogoron itself. We also do not restrict running those tests through Ogoron, and test execution remains free, so this part of the workflow is not something we want teams to feel locked into or blocked on.<\/p>\n<p>For early users, we are also quite hands-on with integration support. If something blocks setup or rollout, we usually help directly and quickly rather than leaving the team to handle it alone<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201esmart\u201c is the analysis? Does it really understand business logic? We have complex financial rules – would love to know how deep it goes.<\/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\/@sevryukov_vs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevryukov_vs<\/a> Good question. The analysis can go fairly deep when the business logic is actually expressed in the artifacts available to the system \u2014 code, product behavior, specs, and provided documentation.<\/p>\n<p>If the rules are complex but still fairly standard for the domain, modern models are often much better at reconstructing them than people expect. We were honestly surprised ourselves by how much sensible structure they can extract directly from code.<\/p>\n<p>That said, we try to stay realistic: if critical business logic is not recoverable from the available sources, Ogoron should not pretend to understand it perfectly. In those cases, trustworthy grounding and user clarification still matter<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work with Cypress instead of Playwright for UI tests? Our team has invested heavily in Cypress and would prefer not to rewrite everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lordice222_james\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lordice222_james<\/a> James, please drop me a email at <a href=\"mailto:nickm@ogoron.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">nickm@ogoron.com<\/a>. We had Cypress in our product map, but not immediately. If you are ready to start immediately using ogoron if we suppurt Cypress, we can move Cypress up in the backlog<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 great! Does it require any special permissions or firewall rules?<\/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\/@anna_drobysheva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_drobysheva<\/a> Good follow-up question.<\/p>\n<p>No special firewall rules are required beyond normal outbound access for the CI job. The main thing is that the runner can reach our services and the OpenAI API.<\/p>\n<\/p>\n<p>On the permissions side, it is also fairly standard: repository access, and if you want automated change flows, permission to commit or create changes back into the repo.<\/p>\n<\/p>\n<p>We also support file-level allowlisting, so if there are parts of the repository or configuration you want to keep outside the agent\u2019s scope, that can be restricted<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If a product replaces a system analyst and a QA engineer, can it handle complex business cases that are not visible in the code or UI?<\/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>Thank you for the great question! <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@iosfixed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iosfixed<\/a> A lot of business cases can actually be derived from the website copy and public documentation. All the business cases that Ogoron have derived are available for the human review in the for humans tree. You can also put the documentation into the repo and Ogoron will use it. <\/p>\n<p>We do have the integrations with Jira, Confluence and Notion in the product backlog. Drop me an email and I will let you know when the integrations arer 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! How does it integrate with version control systems like Git? Can it create pull requests with suggested fixes?<\/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>Hi Karina! Yes \u2013 for GitHub, we already support this via a GitHub Action, including workflows that can open pull requests with generated changes.<\/p>\n<\/p>\n<p>For other Git-based systems, the integration is not yet fully packaged, but we do provide a CLI, so setting up an automated PR flow is usually quite simple \u2013 basically a couple of extra shell steps beyond calling Ogoron itself.<\/p>\n<\/p>\n<p>The main thing that is still GitHub-first for now is self-serve billing. For other systems, we can support early access directly \u2013 feel free to email me at <a href=\"mailto:vmynka@ogoron.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">vmynka@ogoron.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there an official GitLab CI template or example .gitlab-ci.yml snippet?<\/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\/@astepanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@astepanov<\/a> Thank you for your question \u2013 yes, we already have example snippets for several common GitLab CI setups in our docs at <a href=\"http:\/\/docs.ogoron.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.ogoron.ai<\/a>.<\/p>\n<\/p>\n<p>If your pipeline is a bit more specific, we can usually help adapt a template for it fairly quickly.<\/p>\n<\/p>\n<p>The main caveat today is that GitLab is not yet fully supported through the self-serve dashboard: repository connection there is still GitHub-first. But if you want to test Ogoron with GitLab, feel free to reach out to me or Nick for early access<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 honestly don\u2019t really get it, but no matter how much I look at TDD, I can\u2019t seem to understand it. Should it be done before the code review stage, or after code review, just before the final product check?<\/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\/@adamspong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamspong<\/a> Thanks for the question. To clarify, Ogoron is not about strict TDD in the classic sense. It is an automated QA system that generates, maintains, and runs tests as the product evolves.<\/p>\n<\/p>\n<p>In most workflows, that fits before code review: when a branch is ready, tests are refreshed, smoke checks run on pushes, and the broader suite can run before review or merge<\/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>Are educational discounts\/demo available? I teach a software engineering course at HSE and some advanced students might be interested in demo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@teimy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@teimy<\/a> Please drop me a message at <a href=\"mailto:nickm@ogoron.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">nickm@ogoron.com<\/a> and we will figure out something<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support Dockerized applications and container orchestration tools like Kubernetes or AWS ECS? Most of our stack runs in containers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aleh_suprunovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleh_suprunovich<\/a> Thanks for the question! Yes \u2013 containerized applications are very much in scope for us, and Docker is currently the primary path we support.<\/p>\n<p>Deeper support for orchestration layers like Kubernetes and AWS ECS is still on our roadmap, but in practice containerized environments are usually a natural fit for Ogoron rather than a problem. The container boundary gives us a fairly clean and unified system-under-test, which is often helpful for automation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Ogoron authenticate with our private repos and runners?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@toki_tango\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toki_tango<\/a> Great question!<\/p>\n<\/p>\n<p>In practice, Ogoron is a CLI-first tool, so authentication is usually handled by the environment it runs in. For GitHub, we already support private repositories through our main integration and billing flow.<\/p>\n<\/p>\n<p>For other Git systems, the setup is still more manual today, but it is straightforward to support via the CLI as well. If that is relevant for your setup, feel free to reach out to me at <a href=\"mailto:vmynka@ogoron.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">vmynka@ogoron.com<\/a> for early access.<\/p>\n<\/p>\n<p>As for private runners, there are no special restrictions on our side. The main requirement is that the runner must have network access to our services and to the external LLM provider endpoints we use, which currently means OpenAI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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!<\/p>\n<p>I’m Nick, co-founder of Ogoron.<\/p>\n<p>Ogoron is a QA team of autonomous agents. The idea came from our own experience: AI can generate code, but software development is much more than writing code. So Ogoron agents understand code structure, UI behavior, and API contracts. They analyze Git diffs, application architecture, and runtime behavior using LLM reasoning, so that the tests are generated and updated automatically as your product evolves.<\/p>\n<\/p>\n<p>At its core, Ogoron is a process harness for agents. We believe development is becoming agentic – and agents will need structure, context, and feedback to be genuinely useful.<\/p>\n<p>We built this because we needed it ourselves. Happy to hear your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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\/R3JEH6WLOZ2DXA\" class=\"app-title\">Adapted<\/a><\/p>\n<div class=\"one-liner\">AI Physical Therapy for Athletes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u8fd0\u52a8\u5458\u8bbe\u8ba1\u7684AI\u7269\u7406\u6cbb\u7597\u5e94\u7528\uff0c\u901a\u8fc7\u5206\u6790\u4e2a\u4eba\u4f24\u75c5\u53f2\u3001\u8fd0\u52a8\u9879\u76ee\u548c\u76ee\u6807\uff0c\u5728\u8fd0\u52a8\u5eb7\u590d\u548c\u65e5\u5e38\u8bad\u7ec3\u573a\u666f\u4e2d\uff0c\u63d0\u4f9b\u52a8\u6001\u4e2a\u6027\u5316\u7684\u8bad\u7ec3\u65b9\u6848\uff0c\u89e3\u51b3\u4f20\u7edf\u65b9\u6848\u901a\u7528\u5316\u3001\u5ffd\u89c6\u8eab\u4f53\u8584\u5f31\u73af\u8282\u5bfc\u81f4\u53cd\u590d\u53d7\u4f24\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\/fe27cff7-ea8e-40bf-b66f-e8aa0f347cb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad7ed5db-2f39-479e-8107-cc3fa8e7f367.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6aa4148-3409-425f-be01-2d159a95b2a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33a5191c-b4e4-490d-b672-b008a91c2846.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\">iOS<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Sports<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5eb7\u590d<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u6cbb\u7597<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u635f\u4f24\u9884\u9632<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5458\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u533b\u7597<\/span><br \/>\n <span class=\"tag\">\u5065\u8eab\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Prehab<\/span><br \/>\n <span class=\"tag\">\u4f53\u6001\u7ea0\u6b63<\/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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u5229\u7528\u624b\u673a\u6444\u50cf\u5934\u8fdb\u884c\u52a8\u4f5c\u7ea0\u6b63\u7684\u72ec\u7279\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u7a0b\u5e8f\u662f\u5426\u771f\u6b63\u52a8\u6001\u8c03\u6574\u3001\u4e2a\u6027\u5316\u8003\u91cf\u56e0\u7d20\uff08\u5982\u5e74\u9f84\u3001\u6027\u522b\u6743\u91cd\uff09\u4ee5\u53ca\u5546\u4e1a\u6a21\u5f0f\u4e0a\uff08\u5982\u5411\u56e2\u961f\u3001\u5b66\u6821\u63a8\u5e7f\u7684\u5efa\u8bae\uff09\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u7a0b\u5e8f\u4f1a\u4f9d\u636e\u53cd\u9988\u548c\u8fdb\u5ea6\u8fdb\u884c\u4e2a\u6027\u5316\u8c03\u6574\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 Adapted\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u75db\u611f\u5f3a\u70c8\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u8ffd\u6c42\u8868\u73b0\u4f46\u9971\u53d7\u4f24\u75c5\u56f0\u6270\u7684\u4e25\u8083\u8fd0\u52a8\u8005\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u751f\u6210\u8ba1\u5212\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u7269\u7406\u6cbb\u7597\u548c\u8fd0\u52a8\u5eb7\u590d\u539f\u5219\u4ea7\u54c1\u5316\u3001\u52a8\u6001\u5316\uff0c\u8bd5\u56fe\u586b\u8865\u201c\u9ad8\u6027\u80fd\u8bad\u7ec3\u201d\u4e0e\u201c\u8eab\u4f53\u8010\u4e45\u6027\u7ef4\u62a4\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5c06\u201cPrehab\u201d\uff08\u635f\u4f24\u9884\u9632\uff09\u800c\u975e\u201cRehab\u201d\uff08\u635f\u4f24\u5eb7\u590d\uff09\u4f5c\u4e3a\u6838\u5fc3\uff0c\u8fd9\u66f4\u5951\u5408\u8fd0\u52a8\u5458\u201c\u9632\u60a3\u4e8e\u672a\u7136\u201d\u7684\u4e3b\u52a8\u9700\u6c42\uff1b\u4e8c\u662f\u901a\u8fc7\u6444\u50cf\u5934\u5b9e\u73b0\u52a8\u4f5c\u5f62\u6001\u7ea0\u6b63\uff0c\u8bd5\u56fe\u89e3\u51b3\u5c45\u5bb6\u5eb7\u590d\u6700\u5927\u7684\u75db\u70b9\u2014\u2014\u52a8\u4f5c\u8d28\u91cf\u76d1\u63a7\u7f3a\u5931\uff0c\u8fd9\u4f7f\u5176\u533a\u522b\u4e8e\u4ec5\u63d0\u4f9b\u89c6\u9891\u5e93\u7684\u7ade\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201cAI\u201d\u7684\u6210\u8272\u6709\u5f85\u68c0\u9a8c\u3002\u4ece\u56de\u590d\u770b\uff0c\u5176\u4e2a\u6027\u5316\u903b\u8f91\u4ecd\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u81ea\u884c\u8f93\u5165\u7684\u4f24\u75c5\u53f2\u3001\u8fd0\u52a8\u76ee\u6807\u7b49\u7ed3\u6784\u5316\u6570\u636e\uff0cAI\u5728\u5b9e\u65f6\u8bc4\u4f30\u8fd0\u52a8\u8868\u73b0\u3001\u9884\u6d4b\u635f\u4f24\u98ce\u9669\u65b9\u9762\u7684\u6df1\u5ea6\u5e94\u7528\u672a\u89c1\u8be6\u8ff0\u3002\u5176\u6b21\uff0c\u533b\u7597\u5408\u89c4\u7ea2\u7ebf\u3002\u4f5c\u4e3a\u6d89\u53ca\u635f\u4f24\u7ba1\u7406\u7684\u5e94\u7528\uff0c\u5176\u63a8\u8350\u65b9\u6848\u7684\u53ef\u9760\u6027\u4e0e\u5b89\u5168\u6027\u5982\u4f55\u4fdd\u969c\uff1f\u4e00\u65e6\u7528\u6237\u56e0\u8ddf\u968f\u8bad\u7ec3\u53d7\u4f24\uff0c\u8d23\u4efb\u5982\u4f55\u754c\u5b9a\uff1f\u8fd9\u9700\u8981\u6df1\u539a\u7684\u533b\u5b66\u4e13\u4e1a\u80cc\u666f\u80cc\u4e66\uff0c\u800c\u975e\u5355\u7eaf\u7684\u6280\u672f\u8fed\u4ee3\u3002\u6700\u540e\uff0c\u4ece\u201c\u8fd0\u52a8\u5458\u201d\u7834\u5708\u5230\u66f4\u5e7f\u6cdb\u8fd0\u52a8\u4eba\u7fa4\u7684\u5fc5\u7136\u6027\u4e0e\u9002\u914d\u6027\u95ee\u9898\u3002\u666e\u901a\u5065\u8eab\u8005\u7684\u9700\u6c42\u4e0e\u8fd0\u52a8\u5458\u5b58\u5728\u5dee\u5f02\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u7684\u6447\u6446\u53ef\u80fd\u7a00\u91ca\u5176\u4e13\u4e1a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAdapted\u5c55\u73b0\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff1a\u7528\u6280\u672f\u5c06\u4e13\u4e1a\u5316\u3001\u4e2a\u6027\u5316\u7684\u8eab\u4f53\u7ef4\u62a4\u80fd\u529b\u6c11\u4e3b\u5316\u3002\u4f46\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u4e0d\u5728\u4e8e\u201cAI\u201d\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5176\u8fd0\u52a8\u5eb7\u590d\u77e5\u8bc6\u56fe\u8c31\u7684\u6df1\u5ea6\u3001\u7b97\u6cd5\u53cd\u9988\u95ed\u73af\u7684\u6709\u6548\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5efa\u7acb\u8d77\u4e25\u8c28\u7684\u5b89\u5168\u4e0e\u4fe1\u4efb\u4f53\u7cfb\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u62e5\u6709\u667a\u80fd\u5671\u5934\u7684\u89c6\u9891\u5e93\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\">Adapted<\/span>\n <\/div>\n<div class=\"comment-content\">Adapted is an AI physical therapist for athletes. Tell it your injury history, your sport, and your goals – it builds a personalized program to rehab and prevent injuries, bulletproof your body, and improve mobility and flexibility. No generic exercises. Just training and prehab that actually adapts to you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH, I built Adapted because I\u2019ve spent years training seriously and kept running into the same problem: most training programs focus on performance, but very few focus on keeping your body durable enough to train consistently. Mobility, stability, and prehab are usually treated as an afterthought.<\/p>\n<\/p>\n<p>Adapted takes inspiration from physical therapy and sports rehab principles to generate personalized sessions that strengthen the weak links in your body – helping athletes stay healthy, move better, and keep competing without setbacks.<\/p>\n<\/p>\n<p>I\u2019d genuinely love feedback from anyone who trains regularly. What works, what feels off, and what you\u2019d want to see improved.<\/p>\n<\/p>\n<p>Check out <a href=\"https:\/\/apps.apple.com\/us\/app\/adapted-prehab-recovery\/id6756030925\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Adapted app on iOS<\/a> and join our subreddit, <a href=\"https:\/\/www.reddit.com\/r\/adapted\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">r\/adapted<\/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\/@albertjo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@albertjo<\/a> The form correction through the camera is really well thought out. Most PT apps just show you a video and hope you’re doing it right. Using the phone’s camera to actually check your movement is where native iOS hardware access pays off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This would be worth offering to sports clubs and teams + universities that are focused on PE. \ud83d\ude42<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Definitely!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been dealing with a recurring shoulder issue for months and every program I try gives me the same generic rotator cuff exercises. Does Adapted actually change the program if something feels off or causes pain, or do you set it once and it stays fixed?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a>! Yes, based on your feedback and progress, Adapted tailors and updates your sessions accordingly (scaling up\/down the difficulty\/intensity). The programs are not static.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really great usecase, I wanna know one thing, which factors are considered while determining the exercise? I mean, age, weight, gender do this make a significant difference?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Great question! The primary factors are the specific joints\/regions you want to focus on, your sport, your training schedule, and injury history (if applicable). Age and gender are collected but play a secondary role – the program is more built around your sport context and goals.<\/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<\/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\/PGZRX7NKUZX3L3\" class=\"app-title\">Deploy Hermes<\/a><\/p>\n<div class=\"one-liner\">Private Telegram AI agents, live in under a minute<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8ba9\u7528\u6237\u65e0\u9700\u8fd0\u7ef4\u57fa\u7840\u8bbe\u65bd\uff0c\u5373\u53ef\u5728\u4e00\u5206\u949f\u5185\u4e3aTelegram\u90e8\u7f72\u5177\u6709\u6301\u4e45\u8bb0\u5fc6\u529f\u80fd\u7684\u79c1\u6709AI\u667a\u80fd\u4f53\u7684\u670d\u52a1\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u96be\u4ee5\u81ea\u6258\u7ba1\u590d\u6742AI\u5e94\u7528\u7684\u6838\u5fc3\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\/c0e832d1-b319-45db-b02d-68b838105ea6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f67b718f-5d47-4ea0-967d-449967d78bb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8946f505-5012-464d-ae35-d7b1943272fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7de8702e-5796-4255-b9e2-be361fdb3bc6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f41c5097-29f3-472d-a15c-ea3bd38dc35a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e620a57-a9f8-44ed-9eec-53e7114cb09d.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\/a1fe215a-3e97-426c-96eb-e4293f590c15.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/F3dbO6GxOrg\"><source src=\"https:\/\/youtu.be\/F3dbO6GxOrg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316AI<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\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\u666e\u904d\u8ba4\u53ef\u5176\u6d88\u9664\u8fd0\u7ef4\u590d\u6742\u5ea6\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5bf9\u201c\u6301\u4e45\u8bb0\u5fc6\u201d\u529f\u80fd\u53cd\u54cd\u70ed\u70c8\uff0c\u5e76\u8be2\u95ee\u5177\u4f53\u5b9e\u73b0\u7ec6\u8282\uff08\u5982\u8de8\u804a\u5929\u8bb0\u5fc6\u3001\u957f\u671f\u4e0a\u4e0b\u6587\u5904\u7406\u3001PDF\u5904\u7406\u80fd\u529b\uff09\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u805a\u7126\u4e8e\u8bb0\u5fc6\u529f\u80fd\u7684\u5b9e\u9645\u8868\u73b0\u3001\u957f\u671f\u7a33\u5b9a\u6027\u4ee5\u53ca\u672a\u6765\u529f\u80fd\u6269\u5c55\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 Deploy Hermes\u7684\u5b9e\u8d28\uff0c\u662f\u5c06\u5f00\u6e90\u6a21\u578b\uff08Hermes\uff09\u7684\u201c\u90e8\u7f72\u201d\u4e0e\u201c\u8fd0\u7ef4\u201d\u80fd\u529b\u4ea7\u54c1\u5316\uff0c\u5176\u771f\u6b63\u7684\u521b\u65b0\u4e0d\u5728\u4e8eAI\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u5de5\u7a0b\u96be\u9898\u7684\u5c01\u88c5\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u90a3\u4e9b\u6709\u80fd\u529b\u6784\u601dAI\u5e94\u7528\u573a\u666f\u3001\u5374\u65e0\u80fd\u529b\u6216\u610f\u613f\u5e94\u5bf9Docker\u3001Fly.io\u3001\u73af\u5883\u53d8\u91cf\u7b49\u57fa\u7840\u8bbe\u65bd\u590d\u6742\u6027\u7684\u201c\u51c6\u6280\u672f\u201d\u6216\u201c\u975e\u6280\u672f\u201d\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u201cNo Docker, servers, or Fly.io\u201d\u76f4\u51fb\u547d\u95e8\uff0c\u63ed\u793a\u4e86\u5f53\u524dAI\u5e73\u6c11\u5316\u8fdb\u7a0b\u4e2d\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u83b7\u53d6\u65e5\u76ca\u5bb9\u6613\uff0c\u4f46\u4f7f\u5176\u6210\u4e3a\u7a33\u5b9a\u3001\u53ef\u7528\u7684\u670d\u52a1\u4f9d\u7136\u95e8\u69db\u9ad8\u8038\u3002\u5b83\u5c06\u7528\u6237\u4ece\u201c\u517c\u804c\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u201d\u7684\u89d2\u8272\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u56de\u5f52\u5230\u201c\u4f7f\u7528\u8005\u201d\u548c\u201c\u8c03\u6559\u8005\u201d\u7684\u672c\u8d28\u89d2\u8272\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6301\u4e45\u8bb0\u5fc6\u201d\u529f\u80fd\uff0c\u6b63\u662f\u4e3a\u4e86\u6ee1\u8db3\u7528\u6237\u5bf9AI\u52a9\u7406\u201c\u8fde\u7eed\u6027\u201d\u548c\u201c\u4e2a\u6027\u5316\u201d\u7684\u6700\u57fa\u672c\u671f\u5f85\uff0c\u4ee5\u6b64\u5bf9\u6297\u5f53\u524d\u5927\u591a\u6570\u804a\u5929\u673a\u5668\u4eba\u201c\u91d1\u9c7c\u8bb0\u5fc6\u201d\u7684\u7cdf\u7cd5\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u4ef7\u503c\u9762\u4e34\u62f7\u95ee\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u201c\u5e26\u94a5\u5319\u7684\u505c\u8f66\u573a\u201d\uff08Bring your own keys\uff09\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0a\u6e38\u6a21\u578b\uff08\u5982OpenAI\uff09\u7684API\u6210\u672c\u4e0e\u7a33\u5b9a\u6027\uff0c\u81ea\u8eab\u6ea2\u4ef7\u7a7a\u95f4\u53ef\u80fd\u53d7\u9650\u3002\u5176\u6b21\uff0c\u201c\u6301\u4e45\u8bb0\u5fc6\u201d\u8fd9\u4e00\u6838\u5fc3\u6280\u672f\u5356\u70b9\uff0c\u5728\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u6a21\u578b\u65e5\u76ca\u666e\u53ca\u7684\u5f53\u4e0b\uff0c\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u80fd\u7ef4\u6301\u591a\u4e45\uff1f\u6700\u540e\uff0c\u4eceTelegram\u5355\u70b9\u5207\u5165\u867d\u660e\u667a\uff0c\u4f46\u82e5\u8981\u6269\u5f20\u81f3Discord\u7b49\u5176\u4ed6\u5e73\u53f0\u6216\u63d0\u4f9b\u66f4\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u96c6\u6210\uff0c\u5176\u9762\u4e34\u7684\u5de5\u7a0b\u590d\u6742\u5ea6\u662f\u5426\u4f1a\u4f7f\u5176\u91cd\u56de\u5b83\u8bd5\u56fe\u907f\u514d\u7684\u201c\u8fd0\u7ef4\u6ce5\u6f6d\u201d\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u51fa\u8272\u7684\u201c\u5378\u8d1f\u201d\u578b\u4ea7\u54c1\uff0c\u6210\u529f\u5730\u5c06\u6280\u672f\u8d1f\u503a\u8f6c\u5316\u4e3a\u5546\u4e1a\u4ef7\u503c\u3002\u4f46\u5b83\u672a\u6765\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u6781\u81f4\u7b80\u5316\u201d\u4e0e\u201c\u529f\u80fd\u6df1\u5ea6\u201d\u3001\u201c\u5e73\u53f0\u4f9d\u8d56\u201d\u4e0e\u201c\u81ea\u4e3b\u53ef\u63a7\u201d\u4e4b\u95f4\u627e\u5230\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\u5b83\u8bc1\u660e\u4e86AI\u5e94\u7528\u7684\u4e0b\u4e00\u4e2a\u7206\u53d1\u70b9\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u66f4\u4f18\u96c5\u7684\u4ea4\u4ed8\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\">Deploy Hermes<\/span>\n <\/div>\n<div class=\"comment-content\">DeployHermes lets you launch your own private, always-on Hermes agent for Telegram without touching Docker, servers, or Fly.io. Bring your own model keys, connect your bot, and get a live agent with persistent memory in under a minute.<\/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>DeployHermes lets you spin up your own private, always-on Hermes agent for Telegram\/Discord in under a minute.<br \/>We built it because getting <a href=\"https:\/\/hermes-agent.nousresearch.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Hermes<\/a> live today still means dealing with servers, Docker, Fly.io, environment variables, and a lot of setup friction before you ever get to the fun part: actually using your agent. That works for technical users, but it blocks a much bigger group of people who just want their own agent running reliably.<\/p>\n<p>With DeployHermes, you bring your own model keys, connect your Telegram bot, and launch a dedicated Hermes runtime with persistent memory and encrypted secrets. The goal is simple: your agent should feel personal and always available, without you needing to operate infrastructure.<\/p>\n<p>We\u2019re starting with Telegram as the launch wedge, and we\u2019re offering a 3-day free trial with 25% off so people can try it with real workflows before committing. Use code <strong>PHLAUNCH25<\/strong> during checkout.<\/p>\n<\/p>\n<p>We have planned several new features and you can check them out here – <a href=\"https:\/\/deploy-hermes.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/deploy-hermes.com\/roadmap<\/a><\/p>\n<p>Would love feedback on two things in particular:<br \/>1. What would you want your personal Telegram agent to help with first?<br \/>2. What made self-hosting feel too annoying or too fragile for you?<\/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\/@codenameakshay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codenameakshay<\/a> For non-tech users dipping into workflows like daily research or team updates, how does the persistent memory hold up over a week of real Telegram chats, and what’s top on the roadmap to make it even smoother?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@codenameakshay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codenameakshay<\/a> love the focus on persistent memory. most telegram bots have goldfish memory and you have to re-explain everything daily. if this keeps the context intact without <a href=\"http:\/\/fly.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fly.io<\/a> headaches, i\u2019m in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 ops barrier is the real thing killing personal agent adoption. most people can write a system prompt but not debug a Fly.io deployment. this makes sense as a 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\">\n<p>The persistent memory feature is a big win because my previous bots always forgot the context of our conversations after a few hours<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deangelo_hinkle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deangelo_hinkle<\/a> yeah it is awesome<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, an AI with persistent memory, cuz i clearly dont have one myself, haha. Can it process PDFs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@eugene_chernyak yeah it can read them via telegram and handover whatever you want<\/div>\n<div class=\"comment-actions\">\n<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 setup friction point is real. I tried self-hosting once and gave up after 2 hours of env variable issues. Quick question \u2014 does the persistent memory work across different chats or just within one conversation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@abhra_das1 yeah it works across chats, this is the cool thing about hermes.<\/div>\n<div class=\"comment-actions\">\n<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\/@codenameakshay\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"codenameakshay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codenameakshay<\/a> The “No Docker\/<a href=\"http:\/\/Fly.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fly.io<\/a>” pitch is going to save so many people from a weekend of terminal errors. Self-hosting Hermes is usually a nightmare for anyone who just wants to <em>use<\/em> the model’s personality without becoming a part-time sysadmin. I’m curious\u2014since it’s persistent memory, how does it handle long-term context? Does it start “forgetting” the early days of the chat as the history grows, or is the indexing handled server-side to keep it snappy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MGY4O3C6DJ76BL\" class=\"app-title\">DebtMeltPro<\/a><\/p>\n<div class=\"one-liner\">Compare debt payoff strategies and become debt-free faster<\/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>\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u5373\u65f6\u5bf9\u6bd4\u96ea\u7403\u6cd5\u3001\u96ea\u5d29\u6cd5\u53ca\u6df7\u5408\u7b56\u7565\u7684\u514d\u8d39\u5728\u7ebf\u503a\u52a1\u507f\u8fd8\u8ba1\u7b97\u5668\uff0c\u5728\u4e2a\u4eba\u503a\u52a1\u7ba1\u7406\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u96be\u4ee5\u76f4\u89c2\u6bd4\u8f83\u4e0d\u540c\u8fd8\u6b3e\u7b56\u7565\u6548\u679c\u3001\u65e0\u6cd5\u7cbe\u51c6\u5236\u5b9a\u6700\u4f18\u8fd8\u6b3e\u8ba1\u5212\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\/9a816375-6714-463b-8e82-c819329732a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9af19f38-87aa-4b76-9fe4-542a892828d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f924a0-a065-4640-b5c8-35a6f74c7d44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cc48582-9232-4443-8963-16c4553e0b3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fintech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u503a\u52a1\u8ba1\u7b97\u5668<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u7406\u8d22<\/span><br \/>\n <span class=\"tag\">\u503a\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u8fd8\u6b3e\u7b56\u7565\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u96ea\u7403\u6cd5<\/span><br \/>\n <span class=\"tag\">\u96ea\u5d29\u6cd5<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u7b56\u7565<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u7b56\u7565\u5bf9\u6bd4\u6e05\u6670\u3001\u64cd\u4f5c\u7b80\u5355\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u8fdb\u5ea6\u8ffd\u8e2a\u529f\u80fd\u4ee5\u63d0\u5347\u53c2\u4e0e\u611f\uff1b\u4f18\u5316\u5c0f\u5c4f\u5e55\u8bbe\u5907\u4e0a\u7684\u56fe\u8868\u54cd\u5e94\u5f0f\u5e03\u5c40\uff1b\u8003\u8651\u652f\u6301\u53ef\u53d8\u5229\u7387\u3001\u5927\u989d\u957f\u671f\u8d37\u6b3e\uff08\u5982\u623f\u8d37\uff09\u7684\u5e74\u5316\u65f6\u95f4\u7ebf\u663e\u793a\uff0c\u4ee5\u53ca\u589e\u52a0APR\u8f6c\u6362\u5668\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 DebtMeltPro \u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u7684\u503a\u52a1\u8fd8\u6b3e\u65b9\u6cd5\u8bba\uff0c\u800c\u5728\u4e8e\u5c06\u7ecf\u5178\u7684\u201c\u96ea\u7403\u6cd5\u201d\u4e0e\u201c\u96ea\u5d29\u6cd5\u201d\u4ece\u62bd\u8c61\u7684\u8d22\u52a1\u6982\u5ff5\uff0c\u8f6c\u5316\u4e3a\u53ef\u5373\u65f6\u611f\u77e5\u3001\u91cf\u5316\u5bf9\u6bd4\u7684\u7528\u6237\u4f53\u9a8c\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u8bb8\u591a\u4e13\u4e1a\u91d1\u878d\u5de5\u5177\u5ffd\u89c6\u7684\u7f1d\u9699\uff1a\u51b3\u7b56\u524d\u7684\u6a21\u62df\u4e0e\u6bd4\u8f83\u3002\u5927\u591a\u6570\u5de5\u5177\u6216\u9884\u8bbe\u5355\u4e00\u8def\u5f84\uff0c\u6216\u8fc7\u4e8e\u590d\u6742\uff0c\u800c DebtMeltPro \u901a\u8fc7\u201c\u6df7\u5408\u7b56\u7565\u201d\u7684\u5f15\u5165\u548c\u5b9e\u65f6\u53ef\u89c6\u5316\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u6b21\u4f4e\u6210\u672c\u7684\u201c\u8d22\u52a1\u51b3\u7b56\u6c99\u76d8\u63a8\u6f14\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684\u201c\u8f7b\u91cf\u7ea7\u201d\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u5929\u82b1\u677f\u3002\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u7684\u9700\u6c42\u6b63\u8fc5\u901f\u4ece\u201c\u7b56\u7565\u6bd4\u8f83\u201d\u5411\u201c\u7b56\u7565\u6267\u884c\u4e0e\u8ffd\u8e2a\u201d\u5ef6\u4f38\u3002\u5de5\u5177\u82e5\u6b62\u6b65\u4e8e\u8ba1\u7b97\u5668\uff0c\u5219\u6613\u6ca6\u4e3a\u4e00\u6b21\u6027\u4f7f\u7528\u4ea7\u54c1\uff1b\u7528\u6237\u6697\u793a\u7684\u201c\u8fdb\u5ea6\u8ddf\u8e2a\u201d\u9700\u6c42\uff0c\u6070\u6070\u662f\u6784\u5efa\u7528\u6237\u7c98\u6027\u3001\u4ece\u201c\u51b3\u7b56\u5de5\u5177\u201d\u8f6c\u5411\u201c\u7ba1\u7406\u4f19\u4f34\u201d\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c\u5bf9\u53ef\u53d8\u5229\u7387\u3001\u975e\u6807\u503a\u52a1\uff08\u5982\u65e0\u660e\u786eAPR\u7684\u8d37\u6b3e\uff09\u652f\u6301\u7684\u7f3a\u5931\uff0c\u66b4\u9732\u4e86\u5176\u6a21\u578b\u4e0e\u73b0\u5b9e\u4e16\u754c\u590d\u6742\u6027\u7684\u8131\u8282\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728\u66f4\u4e25\u8083\u3001\u591a\u5143\u503a\u52a1\u573a\u666f\u4e0b\u7684\u53ef\u4fe1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u51fa\u8272\u7684\u201c\u542f\u8499\u5de5\u5177\u201d\u548c\u201c\u51b3\u7b56\u50ac\u5316\u5242\u201d\uff0c\u5b83\u901a\u8fc7\u964d\u4f4e\u7406\u89e3\u4e0e\u6bd4\u8f83\u95e8\u69db\u6765\u521b\u9020\u4ef7\u503c\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u6cbf\u7740\u7528\u6237\u53cd\u9988\u6307\u51fa\u7684\u9053\u8def\uff0c\u6df1\u5316\u5176\u5de5\u5177\u5c5e\u6027\uff0c\u878d\u5165\u503a\u52a1\u7ba1\u7406\u7684\u5168\u6d41\u7a0b\uff0c\u5e76\u5904\u7406\u66f4\u771f\u5b9e\u7684\u91d1\u878d\u6570\u636e\u590d\u6742\u6027\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u7528\u6237\u8d22\u52a1\u65c5\u7a0b\u4e2d\u4e00\u4e2a\u77ed\u6682\u800c\u660e\u4eae\u7684\u201c\u987f\u609f\u70b9\u201d\uff0c\u800c\u975e\u4e0d\u53ef\u6216\u7f3a\u7684\u957f\u671f\u4f34\u4fa3\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\">DebtMeltPro<\/span>\n <\/div>\n<div class=\"comment-content\">DebtMeltPro is a free online debt payoff calculator that helps you compare Snowball, Avalanche, and Hybrid strategies in real time. Add your debts to see your exact payoff timeline, total interest saved, and the best repayment plan. No signup required\u2014simple, fast, and built for real-life debt management.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone <\/p>\n<p>I built DebtMeltPro to solve a problem I kept seeing \u2014 people struggle to decide the best way to pay off debt.<\/p>\n<p>There are two popular strategies (Snowball and Avalanche), but most tools don\u2019t make it easy to compare them properly. People either rely on spreadsheets or guess what works best.<\/p>\n<p>So I created a simple tool where you can add your debts and instantly see:<br \/>\n– Your exact debt-free date<br \/>\n– Total interest saved<br \/>\n– The best repayment strategy for your situation <\/p>\n<p>No signup, no complexity \u2014 just clear answers.<\/p>\n<p>Would really appreciate your feedback and suggestions<\/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\/@dubeypt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dubeypt<\/a> Ahan , this feels more real than most finance tools . People don’t just need info , they need clarity, and this sort of comparison really helps. Maybe adding small progress tracking could make it even more engaging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dubeypt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dubeypt<\/a> This is going to make my monthly planning a lot smoother\u2014being able to clearly see what an extra $50 does to a payment is super helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 hybrid strategy is something I haven’t seen in other debt calculators. How does it decide which debts to prioritize, is it based on a mix of balance and interest rate together?<\/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\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> <\/p>\n<p> Great question, Abhra <\/p>\n<p>Our hybrid strategy combines both <strong>interest rate (like Avalanche)<\/strong> and <strong>balance size (like Snowball)<\/strong> to optimise payoff.<\/p>\n<ol>\n<li>\n<p>It prioritises higher-interest debts to reduce overall interest<\/p>\n<\/li>\n<li>\n<p>While also factoring in smaller balances to create quick wins and keep momentum<\/p>\n<\/li>\n<\/ol>\n<p>So it\u2019s essentially a balance between <strong>cost efficiency and motivation<\/strong>.<\/p>\n<p>You can see how the payoff order updates in real time when you enter your debts \u2014 would love to hear your thoughts after trying 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>my monthly planning is going to be so much easier now that I can see the impact of adding an extra fifty dollars to a payment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mathew_chang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathew_chang<\/a> <\/p>\n<p>That\u2019s awesome to hear, Mathew.<\/p>\n<p>Glad the extra payment impact feature is helpful. Small changes can make a big difference over time.<\/p>\n<p>Appreciate you trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i noticed that the charts don’t always scale perfectly on my smaller tablet screen, so you might want to look at that resonsive layout.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shania_jennings\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shania_jennings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shania_jennings<\/a> <\/p>\n<p>Thanks for pointing that out, Shania <\/p>\n<p>Really appreciate the feedback, I\u2019ll look into improving the chart scaling for smaller screens.<\/p>\n<p>Let me know if you notice anything 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>\u200bThanks for sharing this tool. I find the hybrid strategy option over intresting since most other calculators only let you pick one fixed path.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@judith_wang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"judith_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judith_wang<\/a> <\/p>\n<p>Thanks, Judith! <\/p>\n<\/p>\n<p>Really glad you found the hybrid strategy interesting \u2014 that\u2019s exactly what I wanted to explore beyond the usual fixed approaches.<\/p>\n<\/p>\n<p>Would love to hear your thoughts if you try it out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One point when the amounts are larger such as a homeloan then the payoff timeline might make more sense to do in years? Also different types of debt such personal loans etc don’t always have a APR so maybe have a APR convertor calculator? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Very cool idea, I did have some issues accessing the app as it was crashing and showing “Application error: a client-side exception has occurred (see the browser console for more information).” in Chrome but after a few refreshes it worked<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 appreciate all the feedback so far \ud83d\ude4c<\/p>\n<p>Already working on improving mobile\/tablet experience and exploring support for more flexible interest rate scenarios based on your suggestions.<\/p>\n<p>Keep the feedback coming \u2014 this is super helpful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 everyone,<\/p>\n<p>Thanks a lot for the amazing support and thoughtful feedback so far \u2014 really appreciate it! \ud83d\ude4c<\/p>\n<p>Curious to know \u2014 which strategy do you usually follow: Snowball, Avalanche, or something else?<\/p>\n<p>Would love to hear your experiences!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 great. Being able to actually compare strategies side by side is useful. Most people just pick snowball or avalanche without seeing how much the difference really is for their situation. Does it factor in variable interest rates or just fixed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@keith_hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_hiyamojo<\/a> <\/p>\n<\/p>\n<p>Great point, Keith \ud83d\ude4c<\/p>\n<p>Right now, the calculator assumes fixed interest rates for simplicity, but factoring in variable rates is something I\u2019m definitely considering for future updates.<\/p>\n<\/p>\n<p>Appreciate you bringing that 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<\/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\/BD6K22SC7N6U6C\" class=\"app-title\">Epismo Context Pack<\/a><\/p>\n<div class=\"one-liner\">Portable memory for agent workflows<\/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>Epismo Context Pack \u662f\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u7684\u201c\u4fbf\u643a\u5f0f\u8bb0\u5fc6\u201d\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u5c06\u63d0\u793a\u3001\u8ba1\u5212\u3001\u51b3\u7b56\u7b49\u4e0a\u4e0b\u6587\u6253\u5305\u6210\u53ef\u590d\u7528\u7684\u77e5\u8bc6\u5305\uff0c\u89e3\u51b3\u4e86\u8de8\u667a\u80fd\u4f53\u3001\u8de8\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\u91cd\u590d\u521b\u5efa\u4e0e\u4fe1\u606f\u5b64\u5c9b\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\/5b2843f8-2b5a-4e92-80f7-51d4697d01e3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y-tiHcOFot0\"><source src=\"https:\/\/youtu.be\/y-tiHcOFot0\" 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\/711848c0-6b42-4546-8586-8ce77ae7e1e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e353f113-353a-445d-b7e8-6dfa3e269a2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b10ddf66-2e64-4f23-a511-c68f33498632.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53ef\u590d\u7528\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5171\u4eab<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u201c\u4fe1\u606f\u5b64\u5c9b\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5bf9\u793e\u533a\u5171\u4eab\u529f\u80fd\u611f\u5174\u8da3\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u8de8\u6a21\u578b\u4f7f\u7528\u65f6\u5982\u4f55\u4fdd\u8bc1\u8bed\u4e49\u4e00\u81f4\u6027\uff08\u4e0a\u4e0b\u6587\u6f02\u79fb\uff09\uff1b\u5171\u4eab\u5305\u5982\u4f55\u7ed3\u6784\u5316\u4ee5\u5373\u63d2\u5373\u7528\uff1b\u4ee5\u53ca\u591a\u667a\u80fd\u4f53\u5199\u5165\u540c\u4e00\u8bb0\u5fc6\u5305\u65f6\u7684\u51b2\u7a81\u5904\u7406\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 Epismo Context Pack \u7784\u51c6\u7684\u5e76\u975e\u8868\u9762\u4e0a\u7684\u201c\u8bb0\u5fc6\u5b58\u50a8\u201d\uff0c\u800c\u662fAI\u539f\u751f\u5de5\u4f5c\u6d41\u4e2d\u65e5\u76ca\u5c16\u9510\u7684\u201c\u77e5\u8bc6\u503a\u52a1\u201d\u95ee\u9898\u3002\u5f53\u524d\uff0cAI\u5e94\u7528\u8d8a\u662f\u6df1\u5165\uff0c\u6c89\u6dc0\u5728\u5355\u6b21\u5bf9\u8bdd\u3001\u7279\u5b9a\u5de5\u5177\u6216\u79c1\u4eba\u7b14\u8bb0\u4e2d\u7684\u9690\u6027\u77e5\u8bc6\u5c31\u8d8a\u591a\uff0c\u5f62\u6210\u65b0\u7684\u6570\u636e\u70df\u56f1\u3002\u8be5\u4ea7\u54c1\u8bd5\u56fe\u5c06\u8fd9\u7c7b\u975e\u7ed3\u6784\u5316\u3001\u9ad8\u4ef7\u503c\u7684\u201c\u5de5\u4f5c\u4e0a\u4e0b\u6587\u201d\u9996\u6b21\u5bf9\u8c61\u5316\u3001\u6807\u51c6\u5316\uff0c\u4f7f\u5176\u6210\u4e3a\u53ef\u5728\u667a\u80fd\u4f53\u95f4\u6d41\u901a\u7684\u201c\u4e00\u7ea7\u8d44\u4ea7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u524d\u77bb\u6027\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u8bd5\u56fe\u5efa\u7acb\u8de8\u5e73\u53f0\u3001\u8de8\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u4ea4\u6362\u534f\u8bae\uff08\u901a\u8fc7MCP\/CLI\uff09\uff0c\u8fd9\u6bd4\u5355\u4e00\u5e73\u53f0\u7684\u8bb0\u5fc6\u529f\u80fd\u66f4\u5177\u91ce\u5fc3\u548c\u5f00\u653e\u6027\uff1b\u4e8c\u662f\u5f15\u5165\u4e86\u201c\u793e\u533a\u53d1\u5e03\u201d\u673a\u5236\uff0c\u8fd9\u9690\u7ea6\u6307\u5411\u4e86\u4e00\u4e2a\u672a\u6765\u56fe\u666f\uff1aAI\u5de5\u4f5c\u6d41\u7684\u6700\u4f73\u5b9e\u8df5\uff08\u5982\u590d\u6742\u7684\u63d0\u793a\u94fe\u3001\u51b3\u7b56\u903b\u8f91\uff09\u53ef\u80fd\u50cf\u4eca\u5929\u7684\u4ee3\u7801\u5e93\u4e00\u6837\uff0c\u53ef\u901a\u8fc7\u201c\u5bfc\u5165\u4e0a\u4e0b\u6587\u5305\u201d\u6765\u5feb\u901f\u590d\u7528\uff0c\u6781\u5927\u964d\u4f4e\u9ad8\u7ea7AI\u5e94\u7528\u7684\u4f7f\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u201c\u4e0a\u4e0b\u6587\u4fdd\u771f\u5ea6\u201d\u95ee\u9898\u3002\u5f53\u6253\u5305\u7684\u201c\u51b3\u7b56\u4e0e\u63a8\u7406\u201d\u8131\u79bb\u539f\u751f\u7684\u6a21\u578b\u73af\u5883\u548c\u4f1a\u8bdd\u72b6\u6001\uff0c\u88ab\u6ce8\u5165\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u65f6\uff0c\u5176\u6548\u679c\u80fd\u5426\u5982\u9884\u671f\uff1f\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u77e5\u8bc6\u8868\u5f81\u4e0e\u8fc1\u79fb\u7684\u96be\u9898\uff0c\u4ea7\u54c1\u76ee\u524d\u4f3c\u4e4e\u4f9d\u8d56\u793e\u533a\u6295\u7968\u7684\u201c\u4f18\u80dc\u52a3\u6c70\u201d\u548c\u7528\u6237\u81ea\u884c\u6e05\u7406\uff0c\u6280\u672f\u4fdd\u969c\u7565\u663e\u5355\u8584\u3002\u5176\u6b21\uff0c\u4ece\u201c\u79c1\u4eba\u8bb0\u5fc6\u201d\u5230\u201c\u56e2\u961f\u77e5\u8bc6\u5e93\u201d\u518d\u5230\u201c\u793e\u533a\u5171\u4eab\u201d\uff0c\u6bcf\u4e00\u5c42\u8de8\u8d8a\u90fd\u4f34\u968f\u7740\u66f4\u590d\u6742\u7684\u6743\u9650\u3001\u7248\u672c\u548c\u8d28\u91cf\u63a7\u5236\u9700\u6c42\uff0c\u8fd9\u5bf9\u5176\u4ea7\u54c1\u67b6\u6784\u662f\u5de8\u5927\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u7684\u5173\u952e\u4e00\u6b65\u3002\u5b83\u4e0d\u518d\u5c06AI\u667a\u80fd\u4f53\u89c6\u4e3a\u5b64\u7acb\u7684\u4efb\u52a1\u6267\u884c\u8005\uff0c\u800c\u662f\u5c06\u5176\u7f6e\u4e8e\u4e00\u4e2a\u53ef\u6301\u7eed\u79ef\u7d2f\u3001\u534f\u4f5c\u8fdb\u5316\u7684\u77e5\u8bc6\u7f51\u7edc\u4e4b\u4e2d\u3002\u82e5\u80fd\u653b\u514b\u4e0a\u4e0b\u6587\u4fdd\u771f\u4e0e\u89c4\u6a21\u5316\u534f\u4f5c\u7684\u96be\u9898\uff0c\u5b83\u6709\u671b\u6210\u4e3aAI\u65f6\u4ee3\u77e5\u8bc6\u7ba1\u7406\u7684\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e00\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\">Epismo Context Pack<\/span>\n <\/div>\n<div class=\"comment-content\">Context Pack is portable memory for agent workflows. Turn prompts, plans, decisions, project context, and hard-won know-how into reusable packs you can fetch across agents and threads. Keep them private, share them with your team, or publish them for the community, so others can reuse proven context instead of starting from scratch. Works across MCP and CLI, with support for cloud agents, local setups, Slack, and Discord.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Context Pack because valuable context keeps getting trapped inside one chat, one tool, or one moment.<\/p>\n<p>That leads to a lot of manual work:<br \/>\nmoving context between agents,<br \/>\nre-explaining the same project in new threads,<br \/>\npasting old prompts again,<br \/>\nor rewriting good discussions into docs just to share them.<\/p>\n<p>Context Pack makes that reusable.<\/p>\n<p>A pack is a title + content set.<\/p>\n<p>You can use it for prompts, plans, decisions, project context, or hard-won know-how. You can fetch titles first, load full content only when needed, and use your context window more efficiently.<\/p>\n<p>One of the most exciting parts is that packs are not limited to private use.<\/p>\n<p>You can keep them private, share them with your team, or publish them for the community.<\/p>\n<p>That means Context Pack is not just about saving your own memory. It is also a way to reuse proven context from others. AI power users can publish the memory behind their workflows, prompts, research habits, and playbooks, and others can build on that instead of starting from scratch.<\/p>\n<p>To get started, you can simply tell your agent:<\/p>\n<p>`Set up Epismo access and load the Skills from <a href=\"https:\/\/github.com\/epismoai\/skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/epismoai\/skills<\/a>`<\/p>\n<p>The Skills are designed for both MCP and CLI, so you can use Context Pack with cloud-based agents like ChatGPT or Claude, local setups like Claude Code or Codex, and even Epismo agent on Slack or Discord.<\/p>\n<p>For a first example of how to share a Context Pack:<br \/>\n`\/context-pack @hirokiyn\/context-pack`<\/p>\n<p>Would love to hear how you\u2019d use it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hirokiyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirokiyn<\/a> Congrats. How would you recommend structuring a shared pack for a team’s ‘personal branding playbook’ to make it plug-and-play for Claude or ChatGPT 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hirokiyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirokiyn<\/a> <strong>Congrats on the launch, Hiroki!<\/strong> The idea of ‘portable memory’ is a massive unlock for team-based AI workflows. We often see valuable context getting ‘trapped’ in individual chat silos, so making it reusable across mcp and cli is a brilliant move.<\/p>\n<p>As someone hunting for AI agents that actually work in production, I’m curious about the ‘context drift’ problem: When a Context Pack is fetched across different models (say, from Claude 3.5 to a local Llama 3 setup), how do you ensure the semantic integrity remains consistent? Different models interpret ‘know-how’ differently\u2014do you have a standard schama to ensure the agent doesn’t misinterpret the ‘decisions and reasoning’ within the pack ?<\/p>\n<p>Looking forward to exploring the community packs\uff5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The part about reusing context from other people’s workflows is interesting. If I load someone’s published context pack, does it just give me their prompts or does it actually carry over the decisions and reasoning behind why they built it that way?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> Not just prompts.<\/p>\n<p>A Context Pack can carry the surrounding context too, like decisions, rationale, project background, conventions, and other working knowledge behind the workflow.<\/p>\n<p>The goal is to reuse understanding, not only reuse prompt text.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 handle context conflicts when multiple agents write to the same memory pack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Good question!<\/p>\n<p>We keep track of <strong>how often a pack is used and favorited<\/strong>, so higher-value context naturally stands out over time while lower-value entries get pruned. A good pattern on top of that is to have agents periodically run an organize workflow to clean up, merge, and reconcile overlapping context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AUJL6XEK2FZ4UN\" class=\"app-title\">Glassbrain<\/a><\/p>\n<div class=\"one-liner\">Visual trace replay for AI apps to fix bugs in one click<\/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>Glassbrain\u901a\u8fc7\u53ef\u89c6\u5316AI\u5e94\u7528\u6267\u884c\u8f68\u8ff9\u6811\u548c\u65e0\u9700\u91cd\u65b0\u90e8\u7f72\u7684\u5373\u65f6\u56de\u653e\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u8c03\u8bd5\u590d\u6742AI\u5e94\u7528\u65f6\u9762\u4e34\u7684\u6548\u7387\u4f4e\u4e0b\u3001\u96be\u4ee5\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\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\/e90f0ab8-457a-421e-bad0-38aa7a6f3a96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31b5fa18-0a0d-4cbf-bb61-3fce52625e37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ccbdf3a-896e-432f-86a0-67448caea2cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a66659e8-7391-43cc-92f0-27d814f56d71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15a11dbe-155a-4ce5-89c4-908d2f299f0c.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u56de\u653e<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">LLM\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">Agent\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\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\u9ad8\u5ea6\u8ba4\u53ef\u65e0\u9700\u91cd\u65b0\u90e8\u7f72\u7684\u5373\u65f6\u56de\u653e\u548c\u53ef\u89c6\u5316\u6811\u72b6\u56fe\u529f\u80fd\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5bf9\u4f20\u7edf\u6587\u672c\u65e5\u5fd7\u7684\u5de8\u5927\u5347\u7ea7\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0e\u81ea\u5b9a\u4e49\/\u975e\u4e3b\u6d41\u6846\u67b6\u7684\u517c\u5bb9\u6027\u3001\u56de\u653e\u5bf9\u72b6\u6001\u4f9d\u8d56\u7684\u5904\u7406\u6df1\u5ea6\u3001\u514d\u8d39\u5c42\u8ba1\u8d39\u65b9\u5f0f\uff08\u6309\u7ba1\u9053\u800c\u975e\u8282\u70b9\uff09\uff0c\u4ee5\u53ca\u5bf9\u672a\u6765\u56de\u5f52\u6d4b\u8bd5\u548c\u76d1\u63a7\u529f\u80fd\u7684\u671f\u5f85\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 Glassbrain\u5207\u5165\u7684\u5e76\u975e\u4e00\u4e2a\u7a7a\u767d\u5e02\u573a\uff0cLangSmith\u3001Langfuse\u7b49\u65e9\u5df2\u76d8\u8e1eLLM\u53ef\u89c2\u6d4b\u6027\u8d5b\u9053\u3002\u5176\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5c06\u201c\u8c03\u8bd5\u201d\u8fd9\u4e2a\u9ad8\u9891\u4e14\u75db\u82e6\u7684\u52a8\u4f5c\uff0c\u4ece\u201c\u9759\u6001\u65e5\u5fd7\u5ba1\u67e5\u201d\u5347\u7ea7\u4e3a\u201c\u52a8\u6001\u4ea4\u4e92\u5f0f\u56de\u653e\u201d\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662fUI\u4ece\u6587\u672c\u5230\u56fe\u5f62\u7684\u8f6c\u53d8\uff0c\u66f4\u662f\u5c06\u8c03\u8bd5\u6d41\u7a0b\u4ece\u201c\u89c2\u5bdf-\u5047\u8bbe-\u4fee\u6539\u4ee3\u7801-\u91cd\u65b0\u90e8\u7f72\u9a8c\u8bc1\u201d\u7684\u6f2b\u957f\u5faa\u73af\uff0c\u538b\u7f29\u4e3a\u201c\u70b9\u51fb-\u4fee\u6539-\u5373\u65f6\u9a8c\u8bc1\u201d\u7684\u95ed\u73af\u3002\u5b83\u8bd5\u56fe\u63a5\u7ba1\u7684\u662f\u8c03\u8bd5\u4e2d\u6700\u8017\u65f6\u7684\u201c\u4e0a\u4e0b\u6587\u91cd\u5efa\u201d\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u6df1\u5ea6\u9762\u4e34\u62f7\u95ee\u3002\u5f53\u524d\u65b9\u6848\u7684\u6838\u5fc3\u662f\u6355\u83b7\u5e76\u91cd\u653eLLM\u8c03\u7528\u53c2\u6570\uff0c\u8fd9\u5bf9\u4e8e\u201c\u65e0\u72b6\u6001\u201d\u7684API\u8c03\u7528\u8c03\u8bd5\u662f\u6709\u6548\u7684\u3002\u4f46\u9762\u5bf9\u65e5\u76ca\u590d\u6742\u7684AI Agent\uff0c\u5176\u201c\u72b6\u6001\u201d\u53ef\u80fd\u5b58\u5728\u4e8e\u5185\u5b58\u5bf9\u8c61\u3001\u6570\u636e\u5e93\u6216\u5916\u90e8\u5de5\u5177\u4e2d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u72b6\u6001\u56de\u653e\u201d\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\uff1a\u82e5\u65e0\u6cd5\u5b8c\u6574\u91cd\u5efa\u6267\u884c\u73af\u5883\uff0c\u56de\u653e\u7684\u201c\u786e\u5b9a\u6027\u201d\u5c06\u5927\u6253\u6298\u6263\uff0c\u53ef\u80fd\u6ca6\u4e3a\u66f4\u82b1\u54e8\u7684\u65e5\u5fd7\u67e5\u770b\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u4e24\u884c\u4ee3\u7801\u96c6\u6210\u201d\u4f5c\u4e3a\u5356\u70b9\uff0c\u662f\u660e\u667a\u7684\u964d\u4f4e\u95e8\u69db\u7b56\u7565\uff0c\u4f46\u4e5f\u6697\u793a\u5176\u4fb5\u5165\u6027\u548c\u4f9d\u8d56\u7279\u5b9aSDK\u7684\u5c40\u9650\u3002\u5176\u957f\u8fdc\u7ade\u4e89\u529b\u53ef\u80fd\u4e0d\u5728\u4e8e\u66f4\u6f02\u4eae\u7684\u56fe\u8c31\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u56de\u653e\u201d\u57fa\u7840\u8bbe\u65bd\u5316\uff0c\u5e76\u5ef6\u4f38\u81f3\u56e2\u961f\u534f\u4f5c\u3001\u56de\u5f52\u6d4b\u8bd5\u4e0e\u76d1\u63a7\u9884\u8b66\uff0c\u4ece\u800c\u4ece\u201c\u8c03\u8bd5\u5de5\u5177\u201d\u6f14\u8fdb\u4e3a\u4fdd\u969cAI\u5e94\u7528\u5f00\u53d1\u751f\u547d\u5468\u671f\u7a33\u5b9a\u6027\u7684\u201c\u8d28\u91cf\u5e73\u53f0\u201d\u3002\u5b83\u73b0\u5728\u63d0\u4f9b\u4e86\u4e00\u628a\u950b\u5229\u7684\u624b\u672f\u5200\uff0c\u4f46\u672a\u6765\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u80fd\u7ba1\u7406\u6574\u4e2a\u624b\u672f\u5ba4\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\">Glassbrain<\/span>\n <\/div>\n<div class=\"comment-content\">Glassbrain captures every step of your AI app as an interactive visual trace tree. Click any node, swap the input, replay instantly without redeploying. Snapshot mode stores deterministic replays. Live mode hits your actual stack. Auto-generated fix suggestions reference exact trace data with one-click copy. Diff view shows exactly what changed. Shareable replay links let your team debug together. Works with OpenAI and Anthropic. Two lines of code to integrate. Free tier: 1K traces\/month.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The replay without redeploying part is what got me. Does it work with any LLM framework or do you need to set up a specific SDK? Asking because I’m on a custom Claude API setup and always dread the debug process.<\/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\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> Hey Abhra! So you do need the SDK, but honestly it’s two lines. Just wrap your Anthropic client with wrapAnthropic and you’re good to go. No framework, no setup headache.<\/p>\n<p>The replay thing works because Glassbrain snapshots your exact call (prompt, params, model version, all of it) so when something breaks you just go into the dashboard, tweak the input, and fire a real call right there. Never touch your codebase. For someone who dreads the debug process this is kind of the whole point. Give the free tier a shot, would love to hear how it goes with your setup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Glassbrain because debugging AI apps with text logs is brutal. You’re staring at walls of JSON trying to figure out which step broke and why.<br \/>\nGlassbrain gives you a visual trace tree of your entire AI pipeline. Click any node, change the input, and replay it right there without redeploying. If something’s wrong, it auto-suggests fixes referencing the exact trace data, and you can copy the fix with location comments baked in.<br \/>\nNo direct competitor does visual replay. LangSmith, Langfuse, Helicone all stop at text-based tracing.<br \/>\nFree tier is 1K traces\/month. Would love your feedback.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sai_ram_muthineni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_ram_muthineni<\/a> The replay part is the hook for me. Finding a bad run is one thing. Getting back to it cleanly is usually where time disappears. Does replay end up replacing manual log digging for most teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sai_ram_muthineni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_ram_muthineni<\/a> <strong>Congrats on the launch, Sai!<\/strong> <\/p>\n<p>Debugging multi-step agent pipelines through json walls is a nightmare, so the ‘visual trace tree’ approach is a massive UX upgrade for developers. The ability to replay from a specific node without redeploying is the real hook here.<\/p>\n<p>As someone deep-diving into AI orchestration, I’m curious about how you handle ‘Stateful replay’: If a node three steps deep relie on a specific local state or a previous tool output that isn’ t part of the LLM prompt, can Glassbrain still reconstruct that environment for a deterministic replay. Or is the replay primarily focused on the stateless LLM call parameters?<\/p>\n<p>Two lines of code for integration is the right move. <strong>Can’t wait to try this on our next agent trace.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 prompt drift thread is the interesting part. Knowing when outputs shift is often more useful than logging what each call returned. Are you planning regression-style monitoring where replay runs automatically on a schedule and flags drift before users notice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avi_pilcer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avi_pilcer1<\/a> Yeah Avi, that’s exactly the direction. The replay infrastructure already stores everything we need – exact prompts, params, model versions, original outputs – so wiring up scheduled regression runs is more of a scheduling problem than a hard one. The plan is: pick a set of “golden” traces per project (your critical paths), run them on a cadence, diff against the stored baseline, and alert when outputs drift beyond a threshold.<\/p>\n<p>The interesting part is what counts as “drift worth alerting on.” Exact string match is too noisy because LLMs vary even at temperature 0. Semantic similarity is better but expensive at scale. Probably something like: structural diff (did the JSON shape change, did a citation disappear, did the tool call sequence change) for fast checks, with semantic embedding diff as a fallback for free-form text. Still figuring out the right thresholds.<\/p>\n<p>If you’ve thought about regression testing for AI before I’d love to compare notes – this is the kind of feedback that actually shapes the feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the deterministic replay mode is the part I’d actually use most. debugging AI agents by re-running against fixed inputs without live calls is a pain point that keeps coming up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Hey Mykola, yeah this comes up constantly with agents. The snapshot side of it stores everything deterministically (full prompt, params, model version, tool outputs) so you always have the exact state of a run to go back to.<\/p>\n<p>Worth being upfront though: replay does make real LLM calls via your API key, it’s not a fully offline re-run. What it removes is the “reproduce this in your codebase and redeploy” part, which is usually where the time actually 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Two lines of code to integrate is the right move. Half the reason I avoid adding observability to my projects is the setup overhead. The visual trace tree vs. walls of JSON logs is a real upgrade. Quick question – does it handle multi-step chains where one node calls another model mid-pipeline, or is it mainly single-call tracing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenomadcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenomadcode<\/a> Hey Christophe, yeah it handles multi-step chains. The SDK wraps your Anthropic\/OpenAI client, so every call from every step gets captured automatically. Whether it’s a single completion or a 10-step agent pipeline with retrieval, tool calls, and nested LLM calls, each node shows up in the tree with its own inputs, outputs, latency, and tokens.<\/p>\n<p>You get the full execution graph, so when something breaks three steps deep you can see exactly which model call produced the bad output and replay from that specific node. It also picks up LangChain and LlamaIndex pipelines since those wrap the same underlying clients.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch! The ability to replay a failed run from a specific node without having to redeploy the whole codebase is a massive time-saver. Does the 1K free tier count every individual node click as a trace, or just the full pipeline run?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natanel_alaev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natanel_alaev<\/a> Thanks Natanel, appreciate it. Great question – just the full pipeline run counts as a trace, not individual nodes. So one end to end call to your AI app, whether it’s a single LLM completion or a 15 node agent pipeline with retrieval and tool calls, is one trace against your 1K free tier.<\/p>\n<p>Clicking around inside a trace to inspect nodes is free, and replays don’t count against the trace quota either (they hit your own API key on the LLM side). The 1K is really about how many real runs your app does per month, which keeps it predictable. Most devs on the free tier are building something new and using it for a few weeks of dev\/testing before deciding to upgrade.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7FQ3TOB47KDA2Y\" class=\"app-title\">HyperCap<\/a><\/p>\n<div class=\"one-liner\">Remap Caps Lock to a hyperkey, just hold it + any key<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HyperCap\u5c06\u952e\u76d8\u4e0a\u7684Caps Lock\u952e\u91cd\u6620\u5c04\u4e3a\u4e00\u4e2a\u201c\u8d85\u7ea7\u952e\u201d\uff0c\u901a\u8fc7\u7ec4\u5408\u5176\u4ed6\u6309\u952e\u5b9e\u73b0\u5feb\u901f\u81ea\u5b9a\u4e49\u64cd\u4f5c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u9891\u7e41\u5207\u6362\u5e94\u7528\u3001\u67e5\u627e\u83dc\u5355\u548c\u8bb0\u5fc6\u590d\u6742\u5feb\u6377\u952e\u65f6\u4e2d\u65ad\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\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\/70d40b4f-62fe-43b9-966b-39f7ec122bf7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e265ed0b-b9c4-449a-96a5-f027ddd7c4ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f067fa76-2251-48cf-946c-c2e1c6a52d0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d775f25-dced-40aa-acf8-2e6a14763241.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a3bcdaf-243d-4c56-aa63-33e08d2e694a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Custom Keyboards<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u952e\u76d8\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u5b8f<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e72\u6270\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\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\u666e\u904d\u8d5e\u8d4f\u201c\u7814\u7a76\u7b14\u8bb0\u672c\u201d\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u81ea\u52a8\u6355\u83b7\u6587\u672c\u3001\u6765\u6e90\u5e94\u7528\u548cURL\u7684\u80fd\u529b\u80fd\u6781\u5927\u63d0\u5347\u6548\u7387\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u4e0eRaycast\/Alfred\u7b49\u590d\u6742\u5de5\u4f5c\u6d41\u5de5\u5177\u7684\u5bf9\u6bd4\u3001\u60ac\u6d6e\u7a97\u5728\u5168\u5c4f\u5e94\u7528\u4e0b\u7684\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u672a\u6765\u529f\u80fd\u7684\u6f14\u8fdb\u65b9\u5411\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 HyperCap\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u521b\u9020\u4e00\u4e2a\u65b0\u9700\u6c42\uff0c\u800c\u662f\u654f\u9510\u5730\u201c\u56de\u6536\u201d\u4e86\u4e00\u4e2a\u5df2\u88ab\u8fb9\u7f18\u5316\u7684\u7269\u7406\u952e\u2014\u2014Caps Lock\uff0c\u5e76\u5c06\u5176\u91cd\u5851\u4e3a\u6548\u7387\u5165\u53e3\u3002\u8fd9\u6bd4\u5355\u7eaf\u5f00\u53d1\u4e00\u5957\u65b0\u7684\u5feb\u6377\u952e\u7cfb\u7edf\u66f4\u8f7b\u5de7\uff0c\u4e5f\u66f4\u5bb9\u6613\u964d\u4f4e\u7528\u6237\u7684\u5b66\u4e60\u548c\u9002\u5e94\u6210\u672c\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4fdd\u6301\u5fc3\u6d41\u201d\u54f2\u5b66\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u73b0\u4ee3\u8f6f\u4ef6\u201c\u529f\u80fd\u81a8\u80c0\u201d\u548c\u201c\u4ea4\u4e92\u8fc7\u8f7d\u201d\u7684\u4e00\u79cd\u4f18\u96c5\u53cd\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u5728\u6280\u672f\u5c42\u9762\u3002\u4f5c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u4f5c\u54c1\uff0c\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u5e02\u573a\uff1a\u90a3\u4e9b\u5bf9\u6548\u7387\u6709\u6781\u81f4\u8ffd\u6c42\uff0c\u53c8\u4e0d\u613f\u6216\u65e0\u529b\u5728Raycast\u3001Alfred\u7b49\u5e73\u53f0\u4e0a\u642d\u5efa\u590d\u6742\u811a\u672c\u7684\u4e2d\u9ad8\u9636\u7528\u6237\u3002\u201c\u7814\u7a76\u7b14\u8bb0\u672c\u201d\u529f\u80fd\u662f\u8fd9\u4e00\u5b9a\u4f4d\u7684\u7edd\u4f73\u4f53\u73b0\u2014\u2014\u5b83\u5e76\u975e\u4e00\u4e2a\u5168\u80fd\u7684\u7b14\u8bb0\u5e94\u7528\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u5ea6\u573a\u666f\u5316\u3001\u65e0\u5e72\u6270\u7684\u201c\u7075\u611f\u6682\u5b58\u5668\u201d\uff0c\u8fd9\u6bd4\u5927\u800c\u5168\u7684\u89e3\u51b3\u65b9\u6848\u66f4\u5177\u6740\u4f24\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u7280\u5229\u70b9\u770b\uff0cHyperCap\u7684\u6838\u5fc3\u529f\u80fd\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002\u952e\u76d8\u91cd\u6620\u5c04\u5e76\u975e\u65b0\u6280\u672f\uff0c\u5176\u4e0eApple Shortcuts\u7684\u96c6\u6210\u4e5f\u662f\u4e00\u79cd\u201c\u501f\u529b\u201d\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u56f4\u7ed5\u201c\u65e0\u5e72\u6270\u6355\u83b7\u201d\u548c\u201c\u4e0a\u4e0b\u6587\u4fdd\u5b58\u201d\u8fd9\u4e00\u6838\u5fc3\u6d1e\u5bdf\uff0c\u6784\u5efa\u8d77\u4e00\u5957\u72ec\u7279\u4e14\u8fde\u8d2f\u7684\u5fae\u529f\u80fd\u751f\u6001\uff0c\u5e76\u5f62\u6210\u826f\u597d\u7684\u7528\u6237\u4e60\u60ef\u7ed1\u5b9a\u3002\u5426\u5219\uff0c\u5b83\u5f88\u5bb9\u6613\u88ab\u66f4\u5f3a\u5927\u7684\u5e73\u53f0\u5de5\u5177\u66f4\u65b0\u4e00\u4e2a\u7c7b\u4f3c\u529f\u80fd\u6240\u8986\u76d6\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u662f\u4e00\u6b3e\u5b9a\u4f4d\u7cbe\u51c6\u3001\u4f53\u9a8c\u4f18\u96c5\u7684\u201c\u950b\u5229\u7684\u5200\u201d\uff0c\u4f46\u80fd\u5426\u6210\u957f\u4e3a\u5e73\u53f0\u7ea7\u5de5\u5177\uff0c\u4ecd\u9700\u89c2\u5bdf\u5176\u751f\u6001\u6f14\u5316\u80fd\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\">HyperCap<\/span>\n <\/div>\n<div class=\"comment-content\">Every new app claims another shortcut, forces another awkward combo. Your best keys are taken. You’re left remembering things instead of doing them. HyperCap reclaims your keyboard. Caps Lock + any key is yours, conflict-free. Fully customisable, with Apple Shortcuts for unlimited actions \u2014 including AI workflows. Forgot what you mapped? Double-tap Caps Lock for a live overlay. Never lose a thought \u2014 the research notebook saves selected text with source app and URL, without switching apps.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Jacob here \u2014 solo founder of Nexius Lab and the developer behind HyperCap.<\/p>\n<p>I built this around one obsession: staying in the flow.<\/p>\n<p>Every time you open a menu, switch apps, or retype something you’ve typed a hundred times \u2014 you break it. HyperCap fixes that. Remap Caps Lock to a hyperkey, hold it + any key, and the action fires instantly \u2014 right where you are.<\/p>\n<p>The feature I’m most proud of is the research notebook. See something worth saving? One keypress captures the text, the app you were in, and the browser URL \u2014 without ever leaving what you’re doing.<\/p>\n<p>That’s the whole philosophy. Act on a thought now. Don’t go anywhere.<\/p>\n<p>As your workflow evolves, let HyperCap evolve with you \u2014 fully customisable shortcuts, Apple Shortcuts integration, and as many actions as your day demands.<\/p>\n<p>And take back your time \u2014 every phrase you retype, every menu you dig through, every awkward combo you half-remember can become a single keypress. Map it once. Stay in the flow.<\/p>\n<p>As a thank-you to the Product Hunt community \u2014 use code PHHYPER for 30% off on launch day. That’s $13, one-time, forever.<\/p>\n<p>14-day free trial, no credit card.<\/p>\n<p>What would YOU put on your hyperkey?<\/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\/@jabohabo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jabohabo<\/a> that research notebook feature sounds like a lifesaver for anyone doing heavy documentation. capturing the url and the app automatically without switching tabs is a massive win. definitely checking out the trial today. Great <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@jabohabo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jabohabo<\/a> Really like the ‘stay in flow ‘angle her , That’s a real pain point most tools ignore . The research notebook feature sounds especially practical . <\/p>\n<p>How does HyperCap compare in speed and flexibility to tools like <strong>Raycast<\/strong> or <strong>Alfred <\/strong>when workflows get more complex?<\/p>\n<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The research notebook is the killer feature here. Capturing text + source app + URL without switching context is exactly the kind of thing that sounds small but saves you 20 minutes a day. I built a focus timer and the hardest part was figuring out how to keep people in the zone. You nailed the philosophy. Does the overlay work well with full-screen 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thenomadcode thank you for the comment! Very appreciated. And good synergy with your focus app. Will try it.<br \/>\nHappy that you like the notebook. It’s the feature that I’m adding the most features to in the next releases. A notebook widget is almost there among other features..<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QDXGVSIM4757AD\" class=\"app-title\">Lito<\/a><\/p>\n<div class=\"one-liner\">Free professional link analytics & team-ready QR codes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lito\u662f\u4e00\u6b3e\u4e3a\u8425\u9500\u4eba\u5458\u548c\u521b\u4f5c\u8005\u63d0\u4f9b\u7684\u514d\u8d39\u4e13\u4e1a\u94fe\u63a5\u5206\u6790\u4e0e\u56e2\u961f\u534f\u4f5cQR\u7801\u751f\u6210\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4e2d\u5c0f\u56e2\u961f\u5728\u9884\u7b97\u6709\u9650\u4e0b\u65e0\u6cd5\u4f7f\u7528\u6602\u8d35\u4e14\u754c\u9762\u9648\u65e7\u7684\u94fe\u63a5\u8ffd\u8e2a\u5de5\u5177\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\/7115a496-68e9-49c6-80bc-8a89c2347585.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9fc95da-edb1-4208-bd1c-e73594765f81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7ad7026-5300-4f8b-b335-79c438269d00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3c84f31-92da-43f3-a26c-e50a9c0ac50f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55952da7-1a01-4f47-82d1-10b456e6bab0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99f59c5b-394d-486e-bbcf-b5f78edc622d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c606d36e-a9cc-4d7b-adc3-f2979d0df49f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c89cfda5-1c6e-414a-ba18-b1099b5aff26.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\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u94fe\u63a5\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u77ed\u94fe\u63a5<\/span><br \/>\n <span class=\"tag\">QR\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u51fa\u6d77\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u7b80\u6d01\u754c\u9762\u548c\u6838\u5fc3\u5206\u6790\u529f\u80fd\u3002\u4e3b\u8981\u53cd\u9988\u4e24\u70b9\uff1a\u4e00\u662f\u8f93\u5165URL\u9700\u5b8c\u6574\u534f\u8bae\uff08\u5982https:\/\/\uff09\u5426\u5219\u8df3\u8f6c\u5931\u8d25\uff0c\u5f00\u53d1\u8005\u5df2\u786e\u8ba4\u5c06\u4f18\u5316\uff1b\u4e8c\u662f\u8be2\u95ee\u662f\u5426\u539f\u751f\u652f\u6301UTM\u53c2\u6570\uff0c\u5f00\u53d1\u8005\u56de\u590d\u76ee\u524d\u9700\u624b\u52a8\u6dfb\u52a0\uff0c\u4f46\u81ea\u52a8\u9644\u52a0UTM\u529f\u80fd\u5df2\u5728\u5f00\u53d1\u8def\u7ebf\u56fe\u4e2d\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 Lito\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5728\u52a8\u8f84\u6bcf\u6708\u6570\u767e\u7f8e\u5143\u7684\u4e13\u4e1a\u8425\u9500\u5206\u6790\u5de5\u5177\u4e0e\u529f\u80fd\u7b80\u964b\u6216\u8bbe\u8ba1\u8fc7\u65f6\u7684\u514d\u8d39\u5de5\u5177\u4e4b\u95f4\uff0c\u63d0\u4f9b\u201c\u591f\u7528\u3001\u597d\u770b\u4e14\u514d\u8d39\u201d\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6c38\u4e45\u514d\u8d39\u201d\u662f\u6700\u5927\u5671\u5934\uff0c\u65e8\u5728\u901a\u8fc7\u96f6\u95e8\u69db\u7b56\u7565\u5feb\u901f\u83b7\u53d6\u7528\u6237\uff0c\u4f46\u5176\u5546\u4e1a\u6a21\u5f0f\u53ef\u6301\u7eed\u6027\u5b58\u7591\uff0c\u672a\u6765\u5f88\u53ef\u80fd\u901a\u8fc7\u56e2\u961f\u9ad8\u7ea7\u529f\u80fd\u3001\u589e\u503c\u670d\u52a1\u6216\u7528\u91cf\u9650\u5236\u6765\u5b9e\u73b0\u53d8\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u5c06\u201c\u94fe\u63a5\u8ffd\u8e2a\u201d\u3001\u201c\u56e2\u961f\u5171\u4eab\u201d\u548c\u201c\u9ad8\u8d28\u91cfQR\u7801\u201d\u4e09\u4e2a\u8425\u9500\u521a\u9700\u529f\u80fd\u6253\u5305\uff0c\u5e76\u8d4b\u4e88\u73b0\u4ee3\u5316\u7684\u7528\u6237\u4f53\u9a8c\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5c0f\u578b\u56e2\u961f\u3001\u72ec\u7acb\u521b\u4f5c\u8005\u548c\u521d\u521b\u516c\u53f8\u7684\u9884\u7b97\u4e0e\u534f\u4f5c\u75db\u70b9\u3002\u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u66b4\u9732\u7684\u95ee\u9898\u770b\uff0c\u5176\u4ea7\u54c1\u6210\u719f\u5ea6\u4ecd\u6709\u6b20\u7f3a\u3002URL\u534f\u8bae\u4f9d\u8d56\u548cUTM\u53c2\u6570\u5904\u7406\u7b49\u7ec6\u8282\uff0c\u6070\u6070\u662f\u4e13\u4e1a\u8425\u9500\u5de5\u5177\u7684\u57fa\u7840\u80fd\u529b\uff0c\u8fd9\u4e9b\u201c\u5c0f\u95ee\u9898\u201d\u53cd\u6620\u4e86\u5176\u4e0e\u6210\u719f\u7ade\u54c1\u5728\u5e95\u5c42\u903b\u8f91\u548c\u573a\u666f\u5316\u601d\u8003\u4e0a\u5b58\u5728\u5dee\u8ddd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u53d1\u8005\u5bf9\u53cd\u9988\u7684\u54cd\u5e94\u8fc5\u901f\u4e14\u8def\u7ebf\u56fe\u6e05\u6670\uff0c\u8fd9\u662f\u79ef\u6781\u4fe1\u53f7\u3002\u4f46\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5f53\u7528\u6237\u91cf\u589e\u957f\u3001\u6570\u636e\u590d\u6742\u5ea6\u63d0\u5347\u540e\uff0c\u80fd\u5426\u5728\u7ef4\u6301\u514d\u8d39\u7684\u540c\u65f6\uff0c\u4fdd\u969c\u6570\u636e\u5904\u7406\u7684\u51c6\u786e\u6027\u4e0e\u7cfb\u7edf\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5176\u201c\u56e2\u961f\u534f\u4f5c\u201d\u529f\u80fd\u662f\u5176\u4ece\u4e2a\u4eba\u5de5\u5177\u8fc8\u5411\u56e2\u961f\u670d\u52a1\u7684\u5173\u952e\uff0c\u8fd9\u53ef\u80fd\u662f\u672a\u6765\u4ed8\u8d39\u8f6c\u5316\u7684\u6838\u5fc3\u6293\u624b\u3002\u603b\u4f53\u800c\u8a00\uff0cLito\u662f\u4e00\u4e2a\u5b9a\u4f4d\u6e05\u6670\u3001\u6709\u5e02\u573a\u9700\u6c42\u7684MVP\uff0c\u4f46\u5176\u957f\u671f\u751f\u5b58\u80fd\u529b\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u7528\u6237\u4f53\u9a8c\u3001\u529f\u80fd\u6df1\u5ea6\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4f5c\u4e3a\u53c8\u4e00\u4e2a\u201c\u4e3a\u7231\u53d1\u7535\u201d\u7684\u514d\u8d39\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\">Lito<\/span>\n <\/div>\n<div class=\"comment-content\">Stop paying $199\/mo for basic link tracking. Lito is a powerful, free-forever tool for marketers and creators to track clicks, generate high-quality QR codes, and collaborate with teams. No hidden fees, just pure data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\ude80<br \/>\nI\u2019m Vlad, the creator of Lito.<\/p>\n<p>As a developer and designer, I\u2019ve always found it frustrating that professional link tracking tools are either too expensive for small teams or have UI from the 90s. I wanted something clean, fast, and, most importantly, accessible to everyone.<\/p>\n<p>Why Lito?<br \/>\n– Pro Analytics for $0: Track clicks and unique visits without limits.<br \/>\n– Team First: I built a Shared Access system so you can collaborate with clients or teammates effortlessly.<br \/>\n– High-Quality QR: Generate ready-to-print QR codes for your marketing campaigns in seconds.<\/p>\n<p>Lito is currently 100% free because I believe great tools shouldn’t have a barrier to entry. I\u2019d love to hear your feedback and answer any questions!<br \/>\nLet\u2019s build better connections together.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First of all, congratulations on the launch! \ud83d\ude80<\/p>\n<p>I gave Lito a try and really liked the interface and analytics, the way you present key insights that seems simple like unique views, is genuinely useful. \ud83d\udc4f<\/p>\n<p>One small thing I noticed: when I used a URL without the full protocol (like <a href=\"http:\/\/plai.matheusdsantosr.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>plai.matheusdsantosr.com<\/em><\/a>), it didn\u2019t redirect properly. I had to include the full URL (<a href=\"https:\/\/plai.matheusdsantosr.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>https:\/\/plai.matheusdsantosr.com\/<\/em><\/a>) for it to work. Not a big issue, but smoothing that out could make the experience even more seamless.<\/p>\n<p>I\u2019ll keep testing Lito and will definitely share more feedback as I go. Excited to see how it evolves!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Hey Matheus, thank you so much for the kind words and for actually taking Lito for a spin!<\/p>\n<p>You’re absolutely right about the protocol prefix (http\/https). That’s a great catch! We currently expect the full URL to ensure the most accurate redirection, but making it smarter to auto-fill the protocol is definitely on our immediate roadmap to make the experience seamless.<\/p>\n<p>Glad you liked the analytics interface – we spent a lot of time making ‘unique views’ as clear as possible. Looking forward to more of your feedback as you test it further! What kind of projects are you planning to track with Lito?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 pricing frustration is real, I’ve been looking for a simple way to track clicks on my app’s landing page before launch without committing to a $200\/mo tool I might not need yet.<\/p>\n<p>Does Lito handle UTM parameters natively, or do you need to build those manually before shortening the link?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Great question! Because Lito uses a Campaign structure (where ONE target link has MULTIPLE short links for different channels), currently you insert the exact URL you want as the target for the whole campaign.<\/p>\n<p>But you are absolutely right about the need for native handling! My plan for the next update is to allow attaching UTM parameters directly to the <em>individual short links<\/em> within a campaign. This way, your QR code remains perfectly short and scannable, but Lito will automatically append the correct UTMs (like ?utm_source=qr_menu) during the redirect.<\/p>\n<p>For now, it redirects exactly to the target URL you provide. Thanks for the feedback, this validates my roadmap perfectly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XGJTVUQ2VVAN5J\" class=\"app-title\">MedullaAI<\/a><\/p>\n<div class=\"one-liner\">Branding that captures Attention!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MedullaAI \u662f\u4e00\u6b3e\u57fa\u4e8eAI\u4e0e\u8ba4\u77e5\u79d1\u5b66\u7684\u795e\u7ecf\u5206\u6790\u5e73\u53f0\uff0c\u5728\u54c1\u724c\u8425\u9500\u521b\u610f\u6295\u653e\u524d\uff0c\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u6ce8\u610f\u529b\u4e0e\u60c5\u7eea\u53cd\u5e94\uff0c\u5feb\u901f\u9a8c\u8bc1\u521b\u610f\u6548\u679c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5e7f\u544a\u6295\u653e\u4f9d\u8d56\u4e3b\u89c2\u5224\u65ad\u3001\u8bd5\u9519\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c062d095-9316-46ce-89f7-d3b15f8d06cb.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u795e\u7ecf\u79d1\u5b66<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9884\u53d1\u5e03\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6548\u679c\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u6d1e\u5bdf<\/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\u4ea7\u54c1\u9002\u7528\u573a\u666f\uff08\u5982\u79fb\u52a8\u5e7f\u544a\u683c\u5f0f\u652f\u6301\uff09\u3001\u6280\u672f\u539f\u7406\uff08\u8ba4\u77e5\u79d1\u5b66\u6a21\u578b\u5982\u4f55\u5de5\u4f5c\uff09\u53ca\u4ef7\u503c\u4e3b\u5f20\uff08\u4ece\u201c\u8bca\u65ad\u201d\u800c\u975e\u4ec5\u201c\u751f\u4ea7\u201d\u5207\u5165\u7684\u72ec\u7279\u6027\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u786e\u8ba4\u652f\u6301\u79fb\u52a8\u7aef\uff0c\u5e76\u89e3\u91ca\u4e86\u6a21\u578b\u9488\u5bf9\u79fb\u52a8\u6ce8\u610f\u529b\u7684\u4e13\u95e8\u6821\u51c6\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 MedullaAI \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u9971\u548c\u5374\u5b58\u5728\u5173\u952e\u7a7a\u767d\u7684\u5e02\u573a\uff1a\u521b\u610f\u7684\u4e8b\u524d\u79d1\u5b66\u9a8c\u8bc1\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u521b\u610f\u751f\u6210\uff0c\u800c\u662f\u5145\u5f53\u201c\u521b\u610fCT\u626b\u63cf\u4eea\u201d\uff0c\u5728\u9884\u7b97\u71c3\u70e7\u524d\u8bca\u65ad\u8ba4\u77e5\u5c42\u9762\u7684\u5931\u6548\u98ce\u9669\u3002\u8fd9\u76f4\u6307\u884c\u4e1a\u75fc\u75be\u2014\u2014\u9ad8\u8fbe8000\u4ebf\u7f8e\u5143\u7684\u5e7f\u544a\u652f\u51fa\u4e2d\uff0c\u8fd1\u4e00\u534a\u7684\u6210\u6548\u53d6\u51b3\u4e8e\u521b\u610f\u8d28\u91cf\uff0c\u800c\u51b3\u7b56\u5374\u957f\u671f\u4f9d\u8d56\u4f1a\u8bae\u5ba4\u91cc\u7684\u201c\u76f4\u89c9\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u9006\u5411\u64cd\u4f5c\u201d\uff1a\u5728AIGC\u75af\u72c2\u63d0\u901f\u521b\u610f\u751f\u4ea7\u7684\u6d6a\u6f6e\u4e0b\uff0c\u5b83\u53cd\u800c\u63d0\u5021\u201c\u6162\u4e00\u6b65\u201d\uff0c\u7528\u79d1\u5b66\u8bca\u65ad\u6765\u89c4\u907f\u65e0\u6548\u751f\u4ea7\u3002\u5176\u6280\u672f\u6838\u5fc3\uff08AI\u9a71\u52a8\u7684\u773c\u52a8\u8ffd\u8e2a\u4e0e\u8ba4\u77e5\u6a21\u578b\uff09\u662f\u5426\u771f\u80fd\u8fbe\u5230MIT\u9a8c\u8bc1\u768490%\u4ee5\u4e0a\u51c6\u786e\u7387\uff0c\u662f\u4fe1\u4efb\u5173\u952e\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u7684\u8d28\u7591\u5f88\u7cbe\u51c6\uff1a\u8fd9\u7a76\u7adf\u662f\u57fa\u4e8e\u73b0\u6709\u6ce8\u610f\u529b\u7814\u7a76\u6a21\u5f0f\u7684\u5339\u914d\uff0c\u8fd8\u662f\u771f\u6b63\u7684\u795e\u7ecf\u6a21\u62df\uff1f\u8fd9\u51b3\u5b9a\u4e86\u4ea7\u54c1\u662f\u9ad8\u7ea7\u6a21\u5f0f\u8bc6\u522b\u5de5\u5177\uff0c\u8fd8\u662f\u8ba4\u77e5\u79d1\u5b66\u7684\u7a81\u7834\u6027\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5e02\u573a\u6559\u80b2\u3002\u8ba9\u4e60\u60ef\u4e8e\u7ed3\u679c\u5bfc\u5411\u3001\u5feb\u901f\u8fed\u4ee3\u7684\u8425\u9500\u56e2\u961f\u63a5\u53d7\u4e00\u5957\u201c\u9884\u9632\u6027\u201d\u7684\u8bca\u65ad\u7cfb\u7edf\uff0c\u5e76\u4e3a\u4e4b\u4ed8\u8d39\uff0c\u9700\u8981\u626d\u8f6c\u5176\u51b3\u7b56\u5fc3\u667a\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u5c06\u590d\u6742\u7684\u795e\u7ecf\u79d1\u5b66\u5c01\u88c5\u4e3a\u7b80\u6613\u7684\u201c\u4fe1\u5fc3\u5206\u6570\u201d\uff0c\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5b83\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u4e13\u4e1a\u7528\u6237\u5bf9\u9ed1\u7bb1\u4ea7\u751f\u7591\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u5176\u6a21\u578b\u7cbe\u5ea6\u7ecf\u5f97\u8d77\u5927\u89c4\u6a21\u5b9e\u6218\u68c0\u9a8c\uff0cMedullaAI \u7684\u4ef7\u503c\u5c06\u8fdc\u8d85\u5de5\u5177\u5c42\u9762\u2014\u2014\u5b83\u53ef\u80fd\u6210\u4e3a\u8fde\u63a5\u521b\u610f\u611f\u6027\u8868\u8fbe\u4e0e\u79d1\u5b66\u7406\u6027\u9a8c\u8bc1\u7684\u6865\u6881\uff0c\u8ba9\u5e7f\u544a\u4ece\u4e00\u95e8\u827a\u672f\uff0c\u9010\u6e10\u8fdb\u5316\u4e3a\u4e00\u95e8\u53ef\u9884\u6d4b\u3001\u53ef\u4f18\u5316\u7684\u5e94\u7528\u79d1\u5b66\u3002\u5176\u6210\u8d25\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u79d1\u5b66\u4e25\u8c28\u6027\u201d\u4e0e\u201c\u5546\u4e1a\u6613\u7528\u6027\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MedullaAI<\/span>\n <\/div>\n<div class=\"comment-content\">MedullaAI combines AI and cognitive science to help brands design marketing that truly captures human attention and stays in memory. We help brands and agencies understand why their marketing won\u2019t perform, improve it, and ship a better version with scientific confidence.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! Building creative for a mobile app launch with zero budget for guesswork, and knowing where attention actually lands before we spend anything is huge. Does it work on mobile ad formats specifically, or is it mostly built around desktop\/static creatives. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> <br \/>Thank you Aya!<br \/>Mobile format is fully in scope – Stories, Reels, the works.<\/p>\n<p>Mobile actually changes the attention math a lot. On desktop you have a few seconds. On mobile you have one, maybe two, before the thumb moves. Our models are calibrated for that window specifically, so you’re not getting desktop predictions dressed up for mobile.<\/p>\n<p>For a zero-budget launch, running validation before spend makes a lot more sense than A\/B testing after. If you want, share a format you’re working with and I’ll be happy to show you what the attention map looks like on something real.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 <\/p>\n<p>I’m thrilled to finally share MedullaAI with you today.<\/p>\n<p>Brands spend $800B+ annually on advertising, and creative quality determines 49% of whether that spend actually works.<br \/>\nYet, creative selection is the last remaining competitive lever driven entirely by gut feel. Teams sit in a conference room, pick a creative, and only find out if it worked after the budget is completely gone.<\/p>\n<p>The Insight: We realized that ads don\u2019t usually fail because the visuals are objectively “bad.” They fail because of invisible cognitive failure. People don’t make decisions through logic alone – the brain filters information through attention, encodes it into memory, and only then influences behaviour. If an ad loses attention in the first two seconds, the rest of the funnel collapses.<\/p>\n<p>The Solution: We built MedullaAI to close this pre-launch intelligence gap. It is a neural analytics platform that validates creative performance before you launch.<\/p>\n<p>Instead of waiting 8 weeks and spending $80K on traditional neuromarketing labs, our AI-powered eye-tracking and cognitive science models tell you:<br \/>\n\ud83d\udc40 Exactly where human attention goes<br \/>\n\ud83e\udde0 How viewers respond emotionally<br \/>\n\u26a1 Which creative will actually drive action<\/p>\n<p>It takes minutes, not months, and is MIT-validated with 90%+ accuracy against hardware-based lab studies.<\/p>\n<p>Whether you are a CMO at a scaling D2C brand or an agency leader defending a strategy, we want to help you ship with confidence before a single dollar of media spend goes live.<\/p>\n<p>I\u2019d love to know what you think! Drop your questions below about our cognitive models, rapid prototyping, or how you currently validate your ad creatives. I’ll be hanging out in the comments all day! \ud83d\ude80<\/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 “understand why it won’t perform” framing caught me. most tools help you produce more stuff faster. this feels like it’s trying to slow brands down first and diagnose before shipping. harder sell, probably the more useful one.<\/p>\n<\/p>\n<p>curious how the cognitive science piece actually works in practice. is it pattern-matching against existing attention research, or something closer to simulating how a brain processes a new visual? not sure if that distinction matters to most users but i’d want to know what’s actually under the hood before trusting a “scientific confidence” score.<\/p>\n<\/p>\n<p>congrats on shipping this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/B3VLZMJF7WW22F\" class=\"app-title\">Replymer<\/a><\/p>\n<div class=\"one-liner\">Get recommended on Reddit & X on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Replymer \u662f\u4e00\u6b3e\u901a\u8fc7\u5168\u5929\u5019\u81ea\u52a8\u76d1\u63a7Reddit\u548cX\uff08\u539fTwitter\uff09\u4e0a\u7684\u76f8\u5173\u8ba8\u8bba\uff0c\u5e76\u53d1\u5e03\u5b9a\u5236\u5316\u56de\u590d\uff0c\u4ece\u800c\u4e3a\u4ea7\u54c1\u5f15\u6d41\u83b7\u5ba2\u7684\u8425\u9500\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u4e3b\u624b\u52a8\u5bfb\u627e\u63a8\u5e7f\u673a\u4f1a\u8017\u65f6\u8d39\u529b\u4e14\u96be\u4ee5\u6301\u7eed\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\/a6050af2-e2f5-4063-bc9f-24498ff450b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e277a50-f3f6-4757-8b7b-49e0662e7d13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6df56334-c2e2-4430-82e5-4cf3e74abd25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af851e03-baa4-4f7e-94bf-53dc6a567c80.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 Network<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Reddit\u8425\u9500<\/span><br \/>\n <span class=\"tag\">X\/Twitter\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u83b7\u53d6<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u56de\u590d<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\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>\u521b\u59cb\u4eba\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u8fed\u4ee3\u4e0e\u7528\u6237\u89c4\u6a21\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u5bf9\u201c\u771f\u5b9e\u6027\u201d\u548c\u5408\u89c4\u6027\u7684\u62c5\u5fe7\uff1a\u5982\u4f55\u907f\u514d\u56de\u590d\u663e\u5f97\u751f\u786c\u6216\u88ab\u5224\u4e3a\u5783\u573e\u4fe1\u606f\uff1f\u5982\u4f55\u786e\u4fdd\u7b26\u5408\u5e73\u53f0\u6761\u6b3e\uff1f\u4ee5\u53ca\u7528\u6237\u8be2\u95ee\u8d26\u6237\u4f7f\u7528\u7b56\u7565\u548c\u56de\u590d\u8bed\u8c03\u5b9a\u5236\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 Replymer \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u75db\u70b9\u2014\u2014\u5728\u793e\u4ea4\u5a92\u4f53\u6d77\u91cf\u5bf9\u8bdd\u4e2d\u624b\u52a8\u5bfb\u627e\u8425\u9500\u673a\u4f1a\u6548\u7387\u6781\u4f4e\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5168\u81ea\u52a8\u201d\u4e0e\u201c\u771f\u5b9e\u6027\u201d\u6784\u6210\u4e86\u6838\u5fc3\u5f20\u529b\uff0c\u4e5f\u662f\u5176\u9762\u4e34\u7684\u6700\u5927\u8d28\u7591\u4e0e\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5176\u5ba3\u79f0\u7684\u201c\u771f\u5b9e\u6027\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u5927\u6d77\u635e\u9488\u201d\u5f0f\u7684\u76d1\u6d4b\u5de5\u4f5c\u6d41\u7a0b\u5316\u3001\u89c4\u6a21\u5316\uff0c\u672c\u8d28\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u6f5c\u5728\u5ba2\u6237\u7ebf\u7d22\u6316\u6398\u4e0e\u521d\u6b65\u63a5\u89e6\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7b97\u6cd5\u8fc7\u6ee4\u548c\u5185\u5bb9\u751f\u6210\uff0c\u5c06\u4eba\u529b\u4ece\u67af\u71e5\u7684\u641c\u5bfb\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5b9e\u73b0\u66f4\u5e7f\u7684\u89e6\u8fbe\u9762\u3002\u7136\u800c\uff0c\u5176\u201c\u53d1\u5e03\u201d\u529f\u80fd\u6070\u6070\u662f\u53cc\u5203\u5251\u3002Reddit\u7b49\u793e\u533a\u5bf9\u8425\u9500\u5185\u5bb9\u6781\u5ea6\u654f\u611f\uff0c\u5176\u201c\u793e\u533a\u96f7\u8fbe\u201d\u548c\u7248\u4e3b\u7ba1\u7406\u662f\u5f3a\u5927\u58c1\u5792\u3002\u5b8c\u5168\u81ea\u52a8\u5316\u7684\u3001\u7f3a\u4e4f\u4eba\u6027\u6e29\u5ea6\u548c\u60c5\u5883\u7ec6\u5fae\u7406\u89e3\u7684\u56de\u590d\uff0c\u6781\u6613\u88ab\u8bc6\u522b\u4e3a\u5783\u573e\u4fe1\u606f\uff0c\u5bfc\u81f4\u8d26\u6237\u88ab\u5c01\u3001\u54c1\u724c\u58f0\u8a89\u53d7\u635f\u3002\u8bc4\u8bba\u4e2d\u7684\u62c5\u5fe7\u4e00\u9488\u89c1\u8840\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5176\u66f4\u53ef\u6301\u7eed\u7684\u4ef7\u503c\u8def\u5f84\u6216\u8bb8\u5e94\u4fa7\u91cd\u4e8e\u201c\u534a\u81ea\u52a8\u5316\u201d\uff1a\u5373\u4f5c\u4e3a\u9876\u5c16\u7684\u201c\u76d1\u542c\u4e0e\u8b66\u62a5\u201d\u7cfb\u7edf\uff0c\u4e3a\u8425\u9500\u4eba\u5458\u63d0\u4f9b\u9ad8\u4ef7\u503c\u5bf9\u8bdd\u7ebf\u7d22\u548c\u56de\u590d\u8349\u7a3f\uff0c\u800c\u7531\u4eba\u5de5\u8fdb\u884c\u6700\u7ec8\u7684\u5ba1\u6838\u3001\u6da6\u8272\u548c\u53d1\u5e03\u3002\u8fd9\u5c06\u5e73\u8861\u6548\u7387\u4e0e\u5b89\u5168\u3002\u76f4\u63a5\u5b9a\u4f4d\u4e3a\u201c\u96f6\u4eba\u5de5\u201d\u7684\u5168\u81ea\u52a8\u53d1\u5e03\uff0c\u867d\u7136\u8425\u9500\u8bdd\u672f\u8bf1\u4eba\uff0c\u4f46\u53ef\u80fd\u4f4e\u4f30\u4e86\u793e\u533a\u7ba1\u7406\u7684\u590d\u6742\u6027\u548c\u5e73\u53f0\u7b97\u6cd5\u7684\u6f14\u8fdb\u901f\u5ea6\uff0c\u957f\u671f\u8fd0\u8425\u98ce\u9669\u9ad8\u4f01\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u80fd\u5426\u751f\u6210\u770b\u4f3c\u901a\u987a\u7684\u56de\u590d\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u8fd0\u8425\u7b56\u7565\u80fd\u5426\u5728\u5e73\u53f0\u89c4\u5219\u4e0e\u793e\u533a\u6587\u5316\u7684\u94a2\u4e1d\u4e0a\u627e\u5230\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Replymer<\/span>\n <\/div>\n<div class=\"comment-content\">We monitor Reddit and X 24\/7, find conversations where people ask for solutions like yours, and publish authentic replies that drive traffic to your product.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I’m Alex, founder of Replymer.<\/p>\n<p>I built Replymer because I was spending 3-4 hours daily scanning Reddit and Twitter for conversations where I could mention my product. It worked great for getting customers, but it was impossible to keep up manually.<\/p>\n<p>Replymer automates the entire process: it monitors Reddit and X 24\/7 for conversations where people ask for solutions like yours, generates contextual replies, and publishes them from real accounts. Everything runs on autopilot.<\/p>\n<p>What’s new since our first launch:<br \/>\n– SEO Replies: we now find Reddit threads that rank on Google and place your product recommendations there for long-term organic traffic<br \/>\n– 20 free marketing tools (subreddit finder, ROI calculator, Reddit strategy generator, and more)<br \/>\n– Full automation: from keyword monitoring to reply publishing, zero manual work needed<\/p>\n<p>We’re already helping 900+ companies grow through authentic Reddit and Twitter conversations.<\/p>\n<p>Would love to hear your feedback and answer any questions!<\/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>Interesting problem to solve, finding relevant conversations manually is genuinely painful. Curious how you handle authenticity and platform ToS compliance at scale, that seems like the hard part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “authentic replies” framing is doing a lot of work here, and i mean that genuinely. reddit especially has a sixth sense for anything that feels planted, and their community mods are pretty aggressive about it. so curious how you’re handling that tension. is there a human review step before anything goes live, or is it fully automated end to end? and how does the system decide which conversations are actually worth jumping into vs ones where a reply would feel forced or off-topic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 as reddit\/X do take alot of time searching and trying to find conversation to mention our product.<\/p>\n<p>A question though, all these replies which are automated are posted by single account or are there various accounts from which one is randomly chosen to post? Asking because getting flagged as spam can be an issue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! As a marketer at a pre-launch startup,, Reddit and X are exactly where our potential users are hanging out. Monitoring them manually is very time consuming and not something I can spend all my time doing. Does Replymer let you customize the tone of the replies so they don’t sound too salesy or off-brand? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TJM27OET4RMGPJ\" class=\"app-title\">BackLinks<\/a><\/p>\n<div class=\"one-liner\">free backlink listing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u805a\u5408\u4e86300\u591a\u4e2a\u521d\u521b\u516c\u53f8\u76ee\u5f55\u53ca\u76f4\u63a5\u63d0\u4ea4\u94fe\u63a5\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u3001\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u8425\u9500\u4eba\u5458\u9ad8\u6548\u6784\u5efa\u53cd\u5411\u94fe\u63a5\uff0c\u8282\u7701\u624b\u52a8\u5bfb\u627e\u548c\u63d0\u4ea4\u65f6\u95f4\uff0c\u4ece\u800c\u63d0\u5347\u9879\u76ee\u7684\u81ea\u7136\u6d41\u91cf\u548c\u7ebf\u4e0a\u53ef\u89c1\u6027\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\/43168d81-99c6-462d-8e4e-e08db1b68e35.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GmPfDsGqmqg\"><source src=\"https:\/\/youtu.be\/GmPfDsGqmqg\" 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\/41aab0ae-1950-4ba6-abe8-c0e7fbca090b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da4fe472-c00f-4f55-aa9c-49e8d9603233.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d104b8bd-437b-4f7d-8eea-405706f823d0.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\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53cd\u5411\u94fe\u63a5\u5efa\u8bbe<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u516c\u53f8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u76ee\u5f55\u63d0\u4ea4<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u6d41\u91cf\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u63d0\u4ea4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u4e86\u201c\u77e5\u9053\u8be5\u505a\u4f46\u62d6\u5ef6\u201d\u7684\u75db\u70b9\uff0c\u5c24\u5176\u5bf9\u79fb\u52a8\u5e94\u7528\u517c\u5bb9\u6027\u8868\u793a\u80af\u5b9a\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\u80fd\u5426\u5229\u7528AI\uff08\u5982Claude Desktop\uff09\u5b9e\u73b0\u81ea\u52a8\u5316\u6279\u91cf\u63d0\u4ea4\uff0c\u4ee5\u66ff\u4ee3\u6602\u8d35\u4ed8\u8d39\u670d\u52a1\uff0c\u540c\u65f6\u5bfb\u6c42\u66f4\u5177\u4f53\u7684\u64cd\u4f5c\u6307\u5f15\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 BackLinks \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6e05\u5355\u805a\u5408\u5668\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u5206\u6563\u3001\u4f4e\u6548\u7684SEO\u57fa\u7840\u5de5\u4f5c\u6d41\u8fdb\u884c\u4e86\u4e00\u6b21\u6781\u7b80\u6574\u5408\u3002\u5b83\u7cbe\u51c6\u547d\u4e2d\u4e86\u5c0f\u5fae\u521b\u4e1a\u8005\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u660e\u77e5\u76ee\u5f55\u63d0\u4ea4\u5bf9SEO\u81f3\u5173\u91cd\u8981\uff0c\u5374\u56e0\u8fc7\u7a0b\u67af\u71e5\u3001\u8d44\u6e90\u5206\u6563\u800c\u65e0\u9650\u62d6\u5ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u6210\u719fSEO\u5957\u4ef6\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5145\u5f53\u4e00\u4e2a\u201c\u542f\u52a8\u8e0f\u677f\u201d\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u5b58\u7591\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u8d44\u6e90\uff08300+\u76ee\u5f55\u5217\u8868\uff09\u6781\u6613\u88ab\u590d\u5236\u6216\u8d85\u8d8a\uff0c\u58c1\u5792\u6781\u4f4e\u3002\u5176\u6b21\uff0c\u7528\u6237\u8bc4\u8bba\u5df2\u63ed\u793a\u51fa\u66f4\u9ad8\u7ea7\u7684\u9700\u6c42\uff1a\u4e0eAI\u667a\u80fd\u4f53\uff08\u5982Claude\uff09\u96c6\u6210\u4ee5\u5b9e\u73b0\u5168\u81ea\u52a8\u5316\u64cd\u4f5c\u3002\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u7684\u8f6f\u808b\u2014\u2014\u5b83\u4ec5\u63d0\u4f9b\u4e86\u201c\u540d\u5355\u201d\uff0c\u800c\u975e\u201c\u89e3\u51b3\u65b9\u6848\u201d\u3002\u7528\u6237\u6700\u7ec8\u6e34\u671b\u7684\u662f\u4e00\u952e\u63d0\u4ea4\uff0c\u800c\u975e\u624b\u52a8\u8bbf\u95ee300\u4e2a\u7f51\u7ad9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5c16\u9510\u7684\u95ee\u9898\u662f\uff0c\u5927\u91cf\u514d\u8d39\u76ee\u5f55\u7684SEO\u6743\u91cd\u6b63\u5728\u6301\u7eed\u8870\u51cf\uff0c\u5176\u5f15\u6d41\u6548\u679c\u53ef\u80fd\u8fdc\u4f4e\u4e8e\u9884\u671f\u3002\u4ea7\u54c1\u82e5\u505c\u7559\u5728\u9759\u6001\u5217\u8868\u9636\u6bb5\uff0c\u5c06\u5f88\u5feb\u6ca6\u4e3a\u9e21\u808b\u3002\u5b83\u7684\u672a\u6765\uff0c\u8981\u4e48\u6df1\u5ea6\u96c6\u6210\u81ea\u52a8\u5316\u63d0\u4ea4\u5f15\u64ce\uff0c\u8f6c\u578b\u4e3a\u771f\u6b63\u7684\u6548\u7387\u5de5\u5177\uff1b\u8981\u4e48\u878d\u5165\u66f4\u5e7f\u6cdb\u7684SEO\u5de5\u4f5c\u6d41\uff0c\u6210\u4e3a\u5176\u4e2d\u4e00\u4e2a\u529f\u80fd\u6a21\u5757\u3002\u5426\u5219\uff0c\u4ec5\u51ed\u4e00\u4e2a\u53ef\u88ab\u590d\u5236\u7c98\u8d34\u7684\u6e05\u5355\uff0c\u5176\u70ed\u5ea6\u5c06\u5982\u6d41\u661f\u822c\u77ed\u6682\u3002\u5f53\u524d\u7248\u672c\uff0c\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u201c\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\u201d\uff0c\u4f46\u7edd\u975e\u7ec8\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">BackLinks<\/span>\n <\/div>\n<div class=\"comment-content\">Access 300+ startup directories with direct submit links. Save time and grow organic traffic.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Simply trying to help people who struggle with getting visibility on their projects !<\/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\/@guillim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillim<\/a> <\/p>\n<p>Nice job<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing! I’ve been wanting to build backlinks but didn’t know exactly where to start. Now I do, I’ll be spending some time on here submitting my 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@devrabb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devrabb<\/a> that\u2019s the way to go. My biggest advice would be to use Claude desktop to do all the work for you !!! Or use OpenClaw <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Directory submissions are one of those things every indie maker knows they should do but never gets around to.<\/p>\n<p>As someone about to launch my first iOS app, is this list curated for mobile apps too, or is it primarily focused on web-based products?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> it\u2019s 100% compatible with mobile apps. You should definitely use it when releasing an IOS app. I did it myself for a macOS app a few weeks ago. And I had feedbacks from fellow makers that did it for mobile apps , exactly like 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<div class=\"reply-item\">\n<div class=\"reply-content\">@guillim this sounds great I will definitely use it<\/div>\n<div class=\"comment-actions\">\n<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>Can I tell Claude to fill all the links from your website? Like to automatically submit my 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hubert_de_renoterre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hubert_de_renoterre<\/a> yes using Claude desktop, or perplexity computer use, or any other solution that let you control your laptop like OpenClaw you can, ask your machine to list your product on all the websites listed. Pretty easy TBH, and much cheaper the the traditional paid solutions like ListingBott<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/EIDCJMUND3GOTG\" class=\"app-title\">Nostria<\/a><\/p>\n<div class=\"one-liner\">Your Social Network – Built for human connections<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nostria\u662f\u4e00\u6b3e\u4e3b\u6253\u7eaf\u51c0\u793e\u4ea4\u7684\u53bb\u4e2d\u5fc3\u5316\u793e\u4ea4\u7f51\u7edc\uff0c\u901a\u8fc7\u5c4f\u853d\u566a\u97f3\u3001\u805a\u7126\u771f\u5b9e\u597d\u53cb\u52a8\u6001\uff0c\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u793e\u4ea4\u5a92\u4f53\u73af\u5883\u4e2d\u5e2e\u52a9\u7528\u6237\u91cd\u62fe\u6709\u610f\u4e49\u7684\u719f\u4eba\u793e\u4ea4\u8fde\u63a5\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\/26162ca3-b782-445c-b1fd-06fdd8936af7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cddb48f5-a818-4b04-b1d8-bf5afd27bd18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fe63466-7272-4956-9ffa-1d063efcd6ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca57b7bc-f7dd-4b05-8036-d5578594aa69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d14162a5-d0e1-49a0-a304-a6102397cf97.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\">Android<\/span><br \/>\n <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Social Media<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u719f\u4eba\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u65e0\u566a\u97f3\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">Nostr\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u81ea\u4e3b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4e3b\u6743<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u805a\u5408\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>\u4e3b\u8981\u8bc4\u8bba\u6765\u81ea\u521b\u59cb\u4eba\uff0c\u9610\u8ff0\u4e86\u4ea7\u54c1\u6e90\u4e8e\u5bf9Nostr\u534f\u8bae\u201c\u7d22\u5f15\u4e2d\u7ee7\u201d\u529f\u80fd\u7684\u6784\u60f3\u4e0e\u53d1\u5c55\u5386\u7a0b\uff0c\u4eceMVP\u5230\u529f\u80fd\u4e30\u5bcc\u7684\u6f14\u8fdb\uff0c\u4ee5\u53ca\u63a8\u52a8\u53bb\u4e2d\u5fc3\u5316\u793e\u4ea4\u666e\u53ca\u3001\u8ba9\u7528\u6237\u638c\u63a7\u8eab\u4efd\u4e0e\u6570\u636e\u7684\u6838\u5fc3\u76ee\u6807\u3002\u8bc4\u8bba\u9644\u6709\u4ecb\u7ecd\u6587\u7ae0\u4e0e\u5feb\u901f\u5165\u95e8\u89c6\u9891\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 Nostria\u7684\u53d9\u4e8b\u5448\u73b0\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u201c\u7406\u60f3\u4e3b\u4e49\u6784\u5efa\u8005\u201d\u5f62\u8c61\uff0c\u4f46\u5176\u4ea7\u54c1\u4ef7\u503c\u9762\u4e34\u4e25\u5cfb\u7684\u73b0\u5b9e\u62f7\u95ee\u3002\u5176\u6838\u5fc3\u5ba3\u79f0\u662f\u201c\u65e0\u566a\u97f3\u7684\u793e\u4ea4\u201d\u548c\u201c\u57fa\u4e8eNostr\u534f\u8bae\u7684\u53bb\u4e2d\u5fc3\u5316\u201d\uff0c\u8fd9\u76f4\u6307\u5f53\u524d\u4e2d\u5fc3\u5316\u793e\u4ea4\u5e73\u53f0\u7684\u6d41\u91cf\u7126\u8651\u3001\u7b97\u6cd5\u7ed1\u67b6\u4e0e\u6570\u636e\u5784\u65ad\u75db\u70b9\uff0c\u7406\u8bba\u4ef7\u503c\u660e\u786e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u73b0\u5b9e\u8def\u5f84\u5145\u6ee1\u6096\u8bba\u3002\u9996\u5148\uff0c\u201c\u65e0\u566a\u97f3\u201d\u4e0e\u201c\u53bb\u4e2d\u5fc3\u5316\u201d\u5b58\u5728\u5185\u5728\u5f20\u529b\u3002\u53bb\u4e2d\u5fc3\u5316\u7f51\u7edc\uff08\u5982Nostr\uff09\u7684\u9ed8\u8ba4\u72b6\u6001\u662f\u4fe1\u606f\u6d2a\u6d41\uff0c\u5b9e\u73b0\u201c\u7eaf\u51c0\u201d\u6070\u6070\u9700\u8981\u5f3a\u5927\u7684\u4e2d\u5fc3\u5316\u6216\u534f\u8bae\u5c42\u7d22\u5f15\u5de5\u5177\uff08\u5982\u5176\u63d0\u5230\u7684\u201c\u7d22\u5f15\u4e2d\u7ee7\u201d\uff09\u8fdb\u884c\u7b5b\u9009\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u4e2d\u5fc3\u5316\u6216\u51c6\u4e2d\u5fc3\u5316\u7684\u89e3\u51b3\u65b9\u6848\u6765\u4f18\u5316\u53bb\u4e2d\u5fc3\u5316\u4f53\u9a8c\uff0c\u5176\u957f\u671f\u6cbb\u7406\u4e0e\u516c\u5e73\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u201c\u770b\u89c1\u670b\u53cb\u201d\u7684\u719f\u4eba\u793e\u4ea4\uff0c\u8fd9\u4e0eNostr\u534f\u8bae\u539f\u751f\u66f4\u504f\u5411\u516c\u5f00\u5e7f\u64ad\u3001\u5f31\u793e\u4ea4\u5173\u7cfb\u7684\u5c5e\u6027\u5e76\u4e0d\u5b8c\u5168\u5951\u5408\uff0c\u76f8\u5f53\u4e8e\u5728\u534f\u8bae\u5c42\u4e4b\u4e0a\u5f3a\u884c\u6784\u5efa\u4e00\u4e2a\u5f3a\u5173\u7cfb\u573a\u666f\uff0c\u5176\u7528\u6237\u8fc1\u79fb\u6210\u672c\u548c\u7f51\u7edc\u6548\u5e94\u6784\u5efa\u96be\u5ea6\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u751f\u6001\u53cd\u9988\u51e0\u4e4e\u5b8c\u5168\u7531\u9879\u76ee\u65b9\u4e3b\u5bfc\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7b2c\u4e09\u65b9\u7528\u6237\u7684\u58f0\u97f3\uff0c9\u4e2a\u6295\u7968\u6570\u4e5f\u66b4\u9732\u4e86\u5176\u521d\u671f\u51b7\u542f\u52a8\u7684\u8270\u96be\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u7684\u201c\u66ff\u4ee3\u591a\u4e2a\u5e94\u7528\u3001\u5408\u800c\u4e3a\u4e00\u201d\u7684\u805a\u5408\u613f\u666f\uff0c\u5728\u53bb\u4e2d\u5fc3\u5316\u573a\u666f\u4e2d\u66f4\u6613\u6ca6\u4e3a\u529f\u80fd\u6742\u70e9\uff0c\u4e27\u5931\u4f53\u9a8c\u7126\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7efc\u4e0a\uff0cNostria\u66f4\u50cf\u4e00\u4e2a\u57fa\u4e8eNostr\u534f\u8bae\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\u4ea7\u54c1\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u77ed\u671f\u5185\u53d6\u4ee3\u4efb\u4f55\u4e3b\u6d41\u5e94\u7528\uff0c\u800c\u5728\u4e8e\u4f5c\u4e3a\u4e00\u5757\u63a2\u8def\u77f3\uff0c\u63a2\u7d22\u5728\u534f\u8bae\u5c42\u4e4b\u4e0a\uff0c\u80fd\u5426\u901a\u8fc7\u4ea7\u54c1\u8bbe\u8ba1\u8d4b\u4e88\u53bb\u4e2d\u5fc3\u5316\u7f51\u7edc\u4ee5\u666e\u901a\u7528\u6237\u53ef\u63a5\u53d7\u7684\u3001\u4f53\u9a8c\u4f18\u826f\u7684\u793e\u4ea4\u5f62\u6001\u3002\u5b83\u7684\u6210\u8d25\uff0c\u4e0d\u4ec5\u5173\u4e4e\u81ea\u8eab\u529f\u80fd\uff0c\u66f4\u5173\u4e4eNostr\u751f\u6001\u7684\u57fa\u7840\u8bbe\u65bd\u6210\u719f\u5ea6\u4e0e\u5927\u4f17\u5bf9\u201c\u6570\u636e\u4e3b\u6743\u201d\u7684\u5b9e\u9645\u652f\u4ed8\u610f\u613f\u3002\u524d\u8def\u6f2b\u6f2b\uff0c\u5176\u6559\u80b2\u5e02\u573a\u7684\u610f\u4e49\u53ef\u80fd\u5927\u4e8e\u5176\u4f5c\u4e3a\u793e\u4ea4\u4ea7\u54c1\u7684\u5373\u65f6\u5438\u5f15\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\">Nostria<\/span>\n <\/div>\n<div class=\"comment-content\">Nostria is a social network built for human connection. Nostria is social without the noise, where you can see your friends again.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">About a year ago I saw that for Nostr as a social network to be able to scale globally, it needed to start using what I called: Discovery Relays. This is known as Indexer Relays now, in the protocol of Nostr. I wrote about my ideas on Medium and then started formulating my thoughts into a new social network app.<\/p>\n<p>I raised a little bit of money to build and launch the MVP, which was ready in August 2025. While this delivered on what was promised, I felt it needed more features, more quality and improved user experience.<\/p>\n<p>Since then, it has grown a lot in features and the feedback from users have been amazing.<\/p>\n<p>Second gold of building Nostria, was to increase the adoption of decentralized social networks, empowering people to own their own identities and their own data.<\/p>\n<p>A great deal of care and love has gone into building this social network and it’s growing to become a replacement for many existing apps – all combined into one single app.<\/p><\/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>Wrote this on Medium, where it all started one year ago: <a href=\"https:\/\/medium.com\/@sondreb\/one-year-ago-db75c482121e\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/medium.com\/@sondreb\/one-year-ago-db75c482121e<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Here is a quick video that shows how to get started creating a new account and making your very first post. It only takes a few seconds, no e-mail, no phone required: <a href=\"https:\/\/nostria.app\/e\/nevent1qvzqqqqqqypzqa7rspdv6vjq0f5n4ru2cgdf5cs62w8mhu68ydefhfkk0mus522mqy88wumn8ghj7mn0wvhxcmmv9uq32amnwvaz7tmjv4kxz7fwv3sk6atn9e5k7tcpzamhxue69uhhyetvv9ujuurjd9kkzmpwdejhgtcqyphgpv5vt6ms4jr7nm6vjysnptjef0a4v9mva2xauszn5zj2mwf0vkyppzv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nostria.app\/e\/nevent1qvzqqqqqqypzqa7rspdv6vjq0f5n4ru2cgdf5cs62w8mhu68ydefhfkk0mus522mqy88wumn8ghj7mn0wvhxcmmv9uq32amnwvaz7tmjv4kxz7fwv3sk6atn9e5k7tcpzamhxue69uhhyetvv9ujuurjd9kkzmpwdejhgtcqyphgpv5vt6ms4jr7nm6vjysnptjef0a4v9mva2xauszn5zj2mwf0vkyppzv<\/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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/POQX4OZ7TICTSA\" class=\"app-title\">Cre8Virals<\/a><\/p>\n<div class=\"one-liner\">Turn trending YouTube patterns into content that performs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cre8Virals \u901a\u8fc7\u5206\u6790YouTube\u7ec6\u5206\u9886\u57df\u5185\u7684\u70ed\u95e8\u89c6\u9891\u6a21\u5f0f\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u81ea\u52a8\u751f\u6210\u6807\u9898\u3001\u811a\u672c\u3001\u7f29\u7565\u56fe\u7b49\u7d20\u6750\uff0c\u5e76\u8bca\u65ad\u89c6\u9891\u8868\u73b0\uff0c\u5728\u521b\u4f5c\u8005\u76f2\u76ee\u8bd5\u9519\u3001\u589e\u957f\u4e4f\u529b\u7684\u573a\u666f\u4e0b\uff0c\u63d0\u4f9b\u6570\u636e\u9a71\u52a8\u7684\u521b\u4f5c\u51b3\u7b56\u652f\u6301\uff0c\u89e3\u51b3\u201c\u51ed\u731c\u6d4b\u521b\u4f5c\u201d\u7684\u6838\u5fc3\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\/78e0e823-54c3-447c-93ee-6a62ddddd90d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6013e1b-b94b-4d65-951b-d2995218b5c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b557c638-0c58-45db-bdf8-fcdd9665da92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77b03482-bda3-44d5-9f27-d0e401861bba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c08ec406-6b7f-4abc-87fb-29bd7bb619d4.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YouTube\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9891\u9053\u589e\u957f<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">SaaS\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>\u5f00\u53d1\u8005\u81ea\u8ff0\u4ea7\u54c1\u65e8\u5728\u89e3\u51b3\u521b\u4f5c\u8005\u201c\u76f2\u76ee\u731c\u6d4b\u201d\u800c\u975e\u52aa\u529b\u4e0d\u8db3\u7684\u95ee\u9898\u3002\u76ee\u524d\u6709\u4e00\u6761\u7528\u6237\u8bc4\u8bba\u8868\u793a\u671f\u5f85\u4ea7\u54c1\u80fd\u5e2e\u52a9\u5176YouTube\u8fd0\u8425\uff0c\u4f46\u6682\u65e0\u5177\u4f53\u4f7f\u7528\u53cd\u9988\u6216\u5c16\u9510\u6279\u8bc4\u3002\u6574\u4f53\u8bc4\u8bba\u6837\u672c\u8fc7\u5c11\uff0c\u6709\u6548\u53cd\u9988\u6709\u9650\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 Cre8Virals \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u7528AI\u8d4b\u80fd\u5185\u5bb9\u521b\u4f5c\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u6838\u5fc3\u2014\u2014\u201cNo guessing. Just patterns that work.\u201d\u2014\u2014\u76f4\u6307\u5e7f\u5927\u4e2d\u5c0f\u521b\u4f5c\u8005\u7684\u751f\u5b58\u7126\u8651\uff1a\u5728\u9ad8\u5ea6\u4e0d\u786e\u5b9a\u7684\u7b97\u6cd5\u5e73\u53f0\u4e0a\uff0c\u5982\u4f55\u5c06\u6709\u9650\u7684\u7cbe\u529b\u7cbe\u51c6\u62bc\u6ce8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff0c\u5c06\u201c\u5206\u6790\u201d\u4e0e\u201c\u751f\u6210\u201d\u6346\u7ed1\uff0c\u8bd5\u56fe\u5f62\u6210\u4ece\u6d1e\u5bdf\u5230\u6267\u884c\u7684\u95ed\u73af\u3002\u8fd9\u6bd4\u5355\u7eaf\u7684\u5173\u952e\u8bcd\u5de5\u5177\u6216\u811a\u672c\u751f\u6210\u5668\u66f4\u8fdb\u4e00\u6b65\u3002\u5176\u201c\u589e\u957f\u5206\u6790\u201d\u529f\u80fd\uff0c\u5373\u8bca\u65ad\u89c6\u9891\u4e3a\u4f55\u5931\u8d25\uff0c\u662f\u5dee\u5f02\u5316\u4eae\u70b9\uff0c\u56e0\u4e3a\u5b83\u89e6\u53ca\u4e86\u521b\u4f5c\u8005\u66f4\u6df1\u5c42\u7684\u9700\u6c42\uff1a\u4e0d\u4ec5\u8981\u77e5\u9053\u201c\u505a\u4ec0\u4e48\u201d\uff0c\u66f4\u60f3\u77e5\u9053\u201c\u4e3a\u4ec0\u4e48\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c**\u201c\u6a21\u5f0f\u201d\u7684\u53cc\u5203\u5251**\uff1a\u8fc7\u5ea6\u4f9d\u8d56\u5bf9\u70ed\u95e8\u6a21\u5f0f\u7684\u9006\u5411\u5de5\u7a0b\uff0c\u53ef\u80fd\u5bfc\u81f4\u5185\u5bb9\u540c\u8d28\u5316\u52a0\u5267\uff0c\u5f62\u6210\u201c\u5206\u6790-\u6a21\u4eff\u201d\u7684\u5185\u5377\u5faa\u73af\uff0c\u6700\u7ec8\u524a\u5f31\u521b\u4f5c\u8005\u7684\u72ec\u7279\u6027\u548c\u5e73\u53f0\u7684\u751f\u6001\u5065\u5eb7\u3002\u5176\u6b21\uff0c**\u6570\u636e\u6df1\u5ea6\u4e0e\u6d1e\u5bdf\u7684\u771f\u5b9e\u6027**\uff1aYouTube\u7684\u6210\u529f\u662f\u591a\u91cd\u53d8\u91cf\u7684\u6df7\u6c8c\u7ed3\u679c\uff08\u7b97\u6cd5\u3001\u65f6\u673a\u3001\u89c2\u4f17\u5fc3\u7406\u3001\u6587\u5316\u8bed\u5883\u7b49\uff09\u3002\u4ec5\u4ece\u53ef\u91cf\u5316\u7684\u8868\u9762\u6a21\u5f0f\uff08\u6807\u9898\u7ed3\u6784\u3001\u6807\u7b7e\u3001\u4e0a\u4f20\u65f6\u95f4\uff09\u8fdb\u884c\u5206\u6790\uff0c\u5f97\u51fa\u7684\u7ed3\u8bba\u53ef\u80fd\u6d41\u4e8e\u80a4\u6d45\uff0c\u751a\u81f3\u5177\u6709\u8bef\u5bfc\u6027\u3002\u6700\u540e\uff0c**\u5e02\u573a\u7ade\u4e89\u4e0e\u5de5\u5177\u75b2\u52b3**\uff1a\u5e02\u9762\u4e0a\u5df2\u6709\u5927\u91cf\u4ece\u67d0\u4e00\u5207\u5165\u70b9\uff08\u5982\u6807\u9898\u4f18\u5316\u3001\u7f29\u7565\u56feA\/B\u6d4b\u8bd5\uff09\u51fa\u53d1\u7684\u5de5\u5177\u3002Cre8Virals \u867d\u8bd5\u56fe\u6574\u5408\uff0c\u4f46\u80fd\u5426\u63d0\u4f9b\u8db3\u591f\u6df1\u3001\u8db3\u591f\u51c6\u7684\u6d1e\u5bdf\uff0c\u4ee5\u8bf4\u670d\u521b\u4f5c\u8005\u652f\u4ed8\u53c8\u4e00\u7b14\u8ba2\u9605\u8d39\u7528\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u53d1\u8005\u5766\u8a00\u201c\u4ecd\u5728\u65e9\u671f\u201d\uff0c\u8fd98\u4e2a\u6295\u7968\u6570\u4e5f\u53cd\u6620\u4e86\u5176\u51b7\u542f\u52a8\u7684\u73b0\u72b6\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\uff0c\u5176\u5206\u6790\u7684\u201c\u6a21\u5f0f\u201d\u80fd\u5426\u7ecf\u5f97\u8d77\u63a8\u6572\uff0c\u8f6c\u5316\u4e3a\u7528\u6237\u53ef\u611f\u77e5\u7684\u589e\u957f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e3a\u521b\u4f5c\u8005\u7684\u7126\u8651\u63d0\u4f9b\u4e86\u53c8\u4e00\u4e2a\u7cbe\u7f8e\u7684\u4eea\u8868\u76d8\uff0c\u800c\u975e\u771f\u6b63\u89e3\u51b3\u95ee\u9898\u7684\u5bfc\u822a\u4eea\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u5176AI\u6a21\u578b\u5bf9\u201c\u6210\u529f\u201d\u80cc\u540e\u590d\u6742\u56e0\u679c\u5173\u7cfb\u7684\u89e3\u8bfb\u80fd\u529b\uff0c\u8fd9\u8fdc\u975e\u7b80\u5355\u7684\u6a21\u5f0f\u5339\u914d\u6240\u80fd\u6db5\u76d6\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\">Cre8Virals<\/span>\n <\/div>\n<div class=\"comment-content\">Explode your YouTube growth with Cre8Virals. Analyze trending videos in your niche and instantly generate: titles, descriptions, tags, scripts, thumbnails, and upload timing. Also get growth analysis \u2014 understand why videos don\u2019t perform and what to create next. No guessing. Just patterns that work. Start your free trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah Ritesh! Youtube is a channel I’m currently focusing on and feel Cre8Virals gonna help me a lot on it. Wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<\/p>\n<p>I built Cre8Virals because I kept seeing the same problem with YouTube creators.<\/p>\n<\/p>\n<p>Creators aren\u2019t failing because they\u2019re not working hard enough \u2014 they\u2019re failing because they\u2019re guessing what will work.<\/p>\n<p>Most tools just spit out generic titles or scripts, but they don\u2019t actually show you what\u2019s really working right now in your niche.<\/p>\n<\/p>\n<p>So I built Cre8Virals to fix that.<\/p>\n<\/p>\n<p>It analyzes trending videos in your niche, finds the actual patterns behind the successful ones, and then turns those insights into:<\/p>\n<ul>\n<li>\n<p>SEO titles, description, tags<\/p>\n<\/li>\n<li>\n<p>Scripts<\/p>\n<\/li>\n<li>\n<p>Thumbnail ideas<\/p>\n<\/li>\n<li>\n<p>Tags<\/p>\n<\/li>\n<li>\n<p>Smart upload timing<\/p>\n<\/li>\n<\/ul>\n<p>You can also just paste any video URL and it\u2019ll tell you why it probably didn\u2019t perform and what you should try next.<\/p>\n<\/p>\n<p>It\u2019s still very early days, but I\u2019m already getting some real users and feedback.<\/p>\n<\/p>\n<p>Would love to hear your honest thoughts \u2014 good, bad, or brutal \ud83d\ude02<\/p>\n<\/p>\n<p>What do you think?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \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 modal.style.display = 'none';\n document.body.style.overflow = \"auto\";\n }\n });<\/p>\n<p> \/\/ \u68c0\u67e5\u6bcf\u4e2a\u5a92\u4f53\u753b\u5eca\u4e2d\u662f\u5426\u53ea\u6709\u4e00\u4e2a\u9879\u76ee\uff0c\u5982\u679c\u662f\uff0c\u6dfb\u52a0single-item\u7c7b\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n }\n });<\/p>\n<p> \/\/ \u521d\u59cb\u5316\u89e6\u6478\u4f18\u5316\n addTouchOptimization();<\/p>\n<p> \/\/ \u7a97\u53e3\u5927\u5c0f\u53d8\u5316\u65f6\u91cd\u65b0\u68c0\u67e5\u753b\u5eca\u72b6\u6001\n window.addEventListener('resize', function() {\n document.querySelectorAll('.media-gallery').forEach(gallery => {\n if (gallery.querySelectorAll('.media-item-wrapper').length === 1) {\n gallery.classList.add('single-item');\n } else {\n gallery.classList.remove('single-item');\n }\n });\n });<\/p>\n<p> \/\/ --- 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{"id":184,"date":"2026-04-07T11:36:08","date_gmt":"2026-04-07T03:36:08","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/07\/2026-04-06\/"},"modified":"2026-04-07T11:36:08","modified_gmt":"2026-04-07T03:36:08","slug":"2026-04-06","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/07\/2026-04-06\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-06"},"content":{"rendered":"

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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-06<\/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 | 2026-04-06<\/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\/GDTDNLE4GZ3EBU\" class=\"app-title\">Moonshot <\/a><\/p>\n<div class=\"one-liner\">Track the Artemis II mission from your Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">370<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u7684 macOS \u83dc\u5355\u680f\u5e94\u7528\uff0c\u901a\u8fc7\u5b9e\u65f6\u8ffd\u8e2a NASA \u963f\u5c14\u5fd2\u5f25\u65af II \u53f7\u4efb\u52a1\u7684\u5173\u952e\u8282\u70b9\u4e0e\u6570\u636e\uff0c\u4e3a\u592a\u7a7a\u7231\u597d\u8005\u548c\u666e\u901a\u7528\u6237\u63d0\u4f9b\u4e86\u65e0\u9700\u5207\u6362\u7f51\u9875\u3001\u968f\u65f6\u53ef\u67e5\u7684\u6c89\u6d78\u5f0f\u4efb\u52a1\u8ffd\u8e2a\u4f53\u9a8c\uff0c\u89e3\u51b3\u4e86\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u83b7\u53d6\u5373\u65f6\u3001\u6e05\u6670\u8fdb\u5c55\u4fe1\u606f\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\/ea2ccbe7-6cfc-4b96-a1fa-7f40f7349cee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6992d6e0-028e-40fe-80a0-ce19ceab6374.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6622d33c-1b01-43fe-8a43-df567b959209.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38446a4c-3abb-446d-9f6b-d57567abf5ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c888a4d-a5e2-4577-9f54-5ce7402ad377.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\">Space<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u592a\u7a7a\u4efb\u52a1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SwiftUI<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e<\/span><br \/>\n <span class=\"tag\">NASA<\/span><br \/>\n <span class=\"tag\">\u963f\u5c14\u5fd2\u5f25\u65af\u8ba1\u5212<\/span><br \/>\n <span class=\"tag\">\u79d1\u6280\u7231\u597d\u8005<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\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\u666e\u904d\u8d5e\u8d4f\u5176\u521b\u610f\u4e0e\u8f7b\u91cf\u7ea7\u8bbe\u8ba1\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u5e0c\u671b\u589e\u52a0\u4efb\u52a1\u9636\u6bb5\u8bf4\u660e\u4ee5\u964d\u4f4e\u7406\u89e3\u95e8\u69db\uff1b\u8be2\u95ee\u6570\u636e\u6e90\u3001\u66f4\u65b0\u9891\u7387\u53ca\u5b9e\u65f6\u6027\uff1b\u671f\u5f85\u6269\u5c55\u81f3\u5176\u4ed6\u592a\u7a7a\u4efb\u52a1\uff1b\u5efa\u8bae\u589e\u52a0\u5b9e\u65f6\u56fe\u50cf\u3001\u8f68\u8ff9\u53ef\u89c6\u5316\u7b49\u6df1\u5ea6\u529f\u80fd\uff1b\u5c11\u6570\u7528\u6237\u9047\u5230\u6570\u636e\u52a0\u8f7d\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 Moonshot \u7684\u7cbe\u5999\u4e4b\u5904\u5728\u4e8e\u5176\u201c\u964d\u7ef4\u201d\u4e0e\u201c\u5347\u7ef4\u201d\u7684\u5de7\u5999\u5e73\u8861\u3002\u5b83\u5c06\u4e00\u4e2a\u56fd\u5bb6\u7ea7\u3001\u9ad8\u590d\u6742\u5ea6\u7684\u592a\u7a7a\u63a2\u7d22\u5de5\u7a0b\uff0c\u538b\u7f29\u8fdb\u4e00\u4e2a\u5b89\u9759\u7684\u83dc\u5355\u680f\u56fe\u6807\u91cc\uff0c\u8fd9\u662f\u4e00\u79cd\u6781\u81f4\u7684\u201c\u964d\u7ef4\u201d\u2014\u2014\u5c06\u5b8f\u5927\u53d9\u4e8b\u8f7b\u91cf\u5316\u3001\u65e5\u5e38\u5316\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u63d0\u4f9bNASA\u7ea7\u522b\u7684\u539f\u59cb\u6570\u636e\uff0c\u800c\u662f\u5145\u5f53\u4e86\u4e00\u4e2a\u667a\u80fd\u7684\u201c\u4fe1\u606f\u7ffb\u8bd1\u5b98\u201d\u4e0e\u201c\u6ce8\u610f\u529b\u7ba1\u7406\u5668\u201d\u3002\u5b83\u901a\u8fc7\u5904\u7406\u516c\u5f00\u6570\u636e\uff0c\u63d0\u70bc\u51fa\u666e\u901a\u4eba\u5173\u5fc3\u7684\u5173\u952e\u8282\u70b9\uff08\u5012\u8ba1\u65f6\u3001\u4efb\u52a1\u9636\u6bb5\u3001\u5b87\u822a\u5458\u4fe1\u606f\uff09\uff0c\u5e76\u4ee5\u4f18\u96c5\u7684\u65f6\u7a7a\u7ebf\u5448\u73b0\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u5bf9\u6297\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u8ba4\u77e5\u8d1f\u62c5\uff0c\u8ba9\u7528\u6237\u4ee5\u6700\u4f4e\u6210\u672c\u83b7\u5f97\u201c\u53c2\u4e0e\u611f\u201d\u4e0e\u201c\u638c\u63a7\u611f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u8f7b\u76c8\u4e5f\u662f\u5176\u5929\u82b1\u677f\u3002\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u6df1\u5ea6\u4fe1\u606f\u6e34\u6c42\u201d\uff08\u5982\u5b9e\u65f6\u5f71\u50cf\u3001\u8be6\u7ec6\u8f68\u8ff9\uff09\u4e0e\u201c\u5e7f\u5ea6\u6269\u5c55\u671f\u5f85\u201d\uff08\u5176\u4ed6\u4efb\u52a1\uff09\u6b63\u662f\u5176\u4f5c\u4e3a\u201c\u5468\u672b\u9879\u76ee\u201d\u7684\u8fb9\u754c\u3002\u5b83\u7cbe\u51c6\u670d\u52a1\u4e86\u201c\u5173\u6ce8\u4f46\u975e\u94bb\u7814\u201d\u7684\u4e2d\u95f4\u6001\u7528\u6237\uff0c\u4f46\u96be\u4ee5\u6ee1\u8db3\u786c\u6838\u7231\u597d\u8005\u6216\u79d1\u7814\u9700\u6c42\u3002\u4ea7\u54c1\u82e5\u60f3\u7a81\u7834\u5de5\u5177\u5c5e\u6027\uff0c\u5411\u201c\u592a\u7a7a\u6587\u5316\u95e8\u6237\u201d\u6f14\u8fdb\uff0c\u5219\u9700\u5728\u6570\u636e\u6df1\u5ea6\u3001\u4e92\u52a8\u53ef\u89c6\u5316\u53ca\u793e\u533a\u6784\u5efa\u4e0a\u91cd\u6295\u5165\u3002\u5f53\u524d\u7248\u672c\u662f\u201c\u5355\u70b9\u6781\u81f4\u201d\u7684\u5178\u8303\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u963f\u5c14\u5fd2\u5f25\u65afII\u7684\u7cbe\u81f4\u4f34\u4fa3\u201d\u8fdb\u5316\u4e3a\u201c\u592a\u7a7a\u63a2\u7d22\u7684\u5e38\u9a7b\u4eea\u8868\u76d8\u201d\uff0c\u5c06\u51b3\u5b9a\u5176\u662f\u6619\u82b1\u4e00\u73b0\u7684\u521b\u610f\u706b\u82b1\uff0c\u8fd8\u662f\u80fd\u6301\u7eed\u8fed\u4ee3\u7684\u72ec\u7acb\u4ea7\u54c1\u3002\u5176SwiftUI\u83dc\u5355\u680f\u7684\u5f62\u5f0f\uff0c\u672c\u8eab\u4e5f\u6697\u793a\u4e86\u5176\u201c\u4f34\u968f\u5f0f\u201d\u7684\u4ea7\u54c1\u54f2\u5b66\u2014\u2014\u4e0d\u6253\u6270\uff0c\u4f46\u603b\u5728\u573a\uff0c\u8fd9\u6216\u8bb8\u662f\u672a\u6765\u7cfb\u7edf\u7ea7\u4fe1\u606f\u670d\u52a1\u7684\u4e00\u4e2a\u6709\u8da3\u96cf\u5f62\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\">Moonshot <\/span>\n <\/div>\n<div class=\"comment-content\">A macOS menu bar app built with SwiftUI that tracks NASA\u2019s Artemis II mission in real time, showing mission phases, countdowns to key lunar flyby and return events, mission elapsed time, crew, live telemetry context, and a space-themed Earth-Moon-Orion timeline. Uses publicly available NASA mission data and timeline updates.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! <\/p>\n<p>I’ve always been fascinated with everything space and NASA and while I was consuming absolutely everything I could about Artemis II, I started to think I’d love an app to track all of the phases for me. So I built it over the weekend. <\/p>\n<p>Features:<\/p>\n<p>Live countdowns to key Artemis II events<br \/>Mission phases including outbound, lunar flyby, return leg, re-entry, and splashdown<br \/>Mission elapsed time (MET)<br \/>Artemis II crew roster<br \/>NASA-sourced timeline and public mission update data<br \/>Menu bar-only macOS app built with SwiftUI<\/p>\n<p>It should take you all the way to splashdown. <\/p>\n<p>Hope you all enjoy, and if you have any feedback, drop it in the comments! \ud83d\ude42<\/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\/@aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> This is a really thoughtful execution, turning a complex mission into something lightweight and always visible . The timeline piece stands out. It might be even more useful if you add short context for each phase so non-space folks can follow along easily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> Congrats, quick question: beyond Artemis II, any plans to expand to future Artemis missions or other NASA programs like Gateway?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> Congrats on the launch Moonshot! This is such a cool project turning the Artemis II lunar mission into a live countdown with real NASA data is genuinely brilliant and inspiring. The creativity behind it is really impressive.<\/p>\n<\/p>\n<p>As I went through the page, I missed seeing the final countdown interface in action right away. The concept is beautifully explained, but I didn\u2019t get that instant \u201cwow\u201d feeling from actually experiencing it.<\/p>\n<\/p>\n<p>I\u2019m genuinely curious how you thought about the user experience for something as special as a lunar mission countdown would love to hear your approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@aaronoleary\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> This is pretty cool, didn\u2019t realize there was this much structured data available for Artemis missions.<\/p>\n<p>Are you pulling this straight from NASA APIs or doing some processing in between? how real-time this actually is?<\/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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a><\/p>\n<\/p>\n<p>There’s no real clean API to pull this from.<\/p>\n<\/p>\n<p>I\u2019m using NASA\u2019s public Artemis mission pages and AROW tracking resources for the mission schedule and trajectory data, and then I do some processing to turn that into the countdowns, phases, event states, and visual mission path in the app. For some orbital context, I also derive values from structured trajectory\/vector data rather than just showing raw page text.<\/p>\n<\/p>\n<p>It\u2019s more \u201cnear-real-time from public mission data\u201d than direct raw flight telemetry. It’s got a high level of accuracy but it isn’t designed to replace say NASA’s own tracker. My thinking with this is: an app that I can check on the fly with a high-enough level of accuracy rather than browse to a new tab and risk context-switching. <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That is so good, like reading scientific journals!<\/p>\n<p>What are your feature plans? <\/p>\n<\/p>\n<p>I see in the comments that you think about something like Flighty for space missions, what about something like space history & launches timeline with visualizations and historical facts? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rustam_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rustam_khasanov<\/a> mission elapsed time is such a cool detail. I can quickly see how far the mission has progressed.<\/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>this is sick,timeline visualisation is clean. I like space and artemis, how are you handling the live telemetry updates? polling or websockets? if you dont mind me asking , i sort of have an idea but yeah. I’m new to product Hunt , been seeing people’s stuff in here , and some are actually tickling my brain <\/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<div class=\"comment-item\">\n<div class=\"comment-content\">really cool idea. i find myself wanting more information\/to learn more. even seeing photos live as they\u2019re released. just something to make it truly the singular source of info for me to follow. otherwise im still pulling up separate feeds to track it<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this. SwiftUI menu bar apps are such an underrated format \u2014 lightweight, always accessible, no context-switching. I’m building a Mac-native video editor with SwiftUI + Rust and the menu bar philosophy resonates: do one thing well, stay out of the way. The ‘Flighty for space missions’ direction sounds incredible. Congrats on the launch and good luck with splashdown!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 actually pretty sick, didn\u2019t expect a menu bar app to go this deep<br \/>how often does the data update btw? <a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks fantastic. Congrats on the launch.<\/p>\n<\/p>\n<p>Is this just limited to accessing from the US? I\u2019m in the UK and data never loads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@craigcpaterson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@craigcpaterson<\/a> Should load! I’m in Ireland and it’s working. Lemme check to see if I spot anything <\/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\">@aaronoleary just tried again while using a Dublin VPN and still nothing.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, thanks for this! Mission updates right in the menu bar instead of constantly checking NASA’s site is way better. Nice project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 such a cool niche execution : love how you turned a complex mission like Artemis II into something so accessible right from the menu bar. The real-time aspect + mission timeline is a great touch.<\/p>\n<p>Also feels very aligned with the current wave of making complex systems more observable and understandable.<\/p>\n<p>We actually launched on Product Hunt today as well \u2014 working on Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different space, same love for making complexity manageable <\/p>\n<p>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>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>Very cool idea, perfect for space enthusiast people. Do you get it directly from their website?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>sick! i love that there is a launch tag for `Space`. Is this artisanal code or did you sling with an agent? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> the coolest launch tag. Artisanal lmao with one pass for an issue! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">We are genuinely going back to the moon and there\u2019s a Mac app for it. What time to be alive.<\/div>\n<div class=\"comment-actions\">\n<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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> this is my favourite comment<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 you built this over a weekend, the attention to detail with the mission phases and telemetry context is really impressive. Having it live in the menu bar is perfect for staying updated without constantly tab-switching during the mission. @aaronoleary are you planning to support future NASA missions beyond Artemis II?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marcelo_farr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcelo_farr<\/a> Hey Marcelo! <\/p>\n<\/p>\n<p>Thanks for the kind words. Yeah, potentially. I’m half thinking of expanding into a mobile app, kind of like a flighty but for space missions. There’s a ton of big things in space every year that aren’t as publicised that I think people would be interested in. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’d actually love to see a mission view. A trajectory of the path taken by the Rocket. The whole slingshot around the moon in real-time. That would be incredibleeeeee!!!! Awesome work \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@richard_andrews4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_andrews4<\/a> I was thinking this too! Gonna see if I can get it done! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@richard_andrews4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_andrews4<\/a> That would be epic , seeing the full trajectory in real time would totally bring the mission to life , can’t wait to see it if it happens<\/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>Wait the details on this are actually insane, telemetry is \ud83e\udd0c. Awesome job, <a href=\"https:\/\/www.producthunt.com\/@aaronoleary\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronoleary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronoleary<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gabe<\/a> It started as a simple tracker for the moon flyby phase but the nerd in me wouldn’t sleep until I gathered every useful piece of data I could and presented it lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey, this looks very cool! Going to try \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\/@antoninkus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antoninkus<\/a> Thanks! Hope you like it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AA2PMVQIUHDCHQ\" class=\"app-title\">AgentPulse by Rectify<\/a><\/p>\n<div class=\"one-liner\">Everything in OpenClaw’s terminal, you can now do visually<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">228<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AgentPulse \u662f\u4e00\u6b3e\u4e3a OpenClaw AI \u4ee3\u7406\u64cd\u4f5c\u5e73\u53f0\u8bbe\u8ba1\u7684\u53ef\u89c6\u5316\u6307\u6325\u4e2d\u5fc3\uff0c\u5b83\u901a\u8fc7\u56fe\u5f62\u754c\u9762\u66ff\u4ee3\u4e86\u7e41\u7410\u7684\u7ec8\u7aef\u547d\u4ee4\u548c JSON \u914d\u7f6e\uff0c\u5728\u56e2\u961f\u534f\u4f5c\u4e0e\u591a\u5ba2\u6237\u7ba1\u7406\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u8fd0\u7ef4\u6548\u7387\u4f4e\u4e0b\u3001\u56e2\u961f\u6743\u9650\u6df7\u4e71\u53ca\u5ba2\u6237\u7f3a\u4e4f\u900f\u660e\u5ea6\u7684\u6838\u5fc3\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\/c630a135-99e0-4de5-90c4-e12f01926a56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ace2f25-3135-4849-a44f-2ed2ad238ad1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59f08bab-1370-49cb-8f79-8d0dd21180bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a46bc55-51ad-4ba9-b8a4-025d02bf7fb1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93432f97-2616-4a1e-b5bf-f0bb09eb7ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/696dcde9-76cc-4c79-a600-96832f2d051b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acf05ae0-fde6-4c97-87a9-0ce277e6aaf1.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\/db19fe6e-d1f1-4937-a922-9fe14dc1d787.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ntV92liMR3A\"><source src=\"https:\/\/youtu.be\/ntV92liMR3A\" 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\u4ee3\u7406\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u95e8\u6237<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u64cd\u4f5c\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8fd0\u7ef4\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u79df\u6237\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\u9ad8\u5ea6\u8ba4\u53ef\u5176\u53ef\u89c6\u5316\u3001\u56e2\u961f\u6743\u9650\u7ba1\u7406\u548c\u5ba2\u6237\u89c6\u56fe\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a3D\u89c6\u56fe\u662f\u5671\u5934\u8fd8\u662f\u771f\u6709\u7528\u3001\u5982\u4f55\u8c03\u8bd5\u4ee3\u7406\u5931\u8d25\u7684\u6839\u672c\u539f\u56e0\u3001\u65b0\u7528\u6237\u4e0a\u624b\u96be\u5ea6\uff0c\u4ee5\u53ca\u5e0c\u671b\u770b\u5230\u66f4\u591a\u5b9e\u9645\u6848\u4f8b\u3002\u521b\u59cb\u4eba\u79ef\u6781\u56de\u590d\uff0c\u8be6\u7ec6\u89e3\u91ca\u4e86\u529f\u80fd\u4ef7\u503c\u5e76\u6536\u96c6\u53cd\u9988\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 AgentPulse \u7684\u4eae\u76f8\uff0c\u8fdc\u4e0d\u6b62\u662f\u4e3a OpenClaw \u62ab\u4e0a\u4e86\u4e00\u5c42\u56fe\u5f62\u5316\u5916\u8863\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d AI \u4ee3\u7406\u8fd0\u7ef4\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5de5\u5177\u201d\u8fc7\u7a0b\u4e2d\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4e2a\u4f53\u9ed1\u5ba2\u5f0f\u64cd\u4f5c\u4e0e\u89c4\u6a21\u5316\u3001\u5546\u4e1a\u5316\u4ea4\u4ed8\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u5957\u201c\u64cd\u4f5c-\u534f\u4f5c-\u89e3\u91ca\u201d\u4e09\u4f4d\u4e00\u4f53\u7684\u7cfb\u7edf\u3002\u9996\u5148\uff0c\u5b83\u5c06\u7ec8\u7aef\u64cd\u4f5c\u53ef\u89c6\u5316\uff0c\u964d\u4f4e\u7684\u662f\u5355\u4e2a\u5f00\u53d1\u8005\u7684\u8ba4\u77e5\u8d1f\u8377\uff0c\u63d0\u5347\u7684\u662f\u57fa\u7840\u8fd0\u7ef4\u6548\u7387\u3002\u4f46\u8fd9\u53ea\u662f\u5165\u573a\u5238\u3002\u66f4\u6df1\u5c42\u7684\u4ef7\u503c\u662f\u5176\u5f15\u5165\u7684\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\uff08RBAC\uff09\u4e0e\u591a\u5ba2\u6237\u9694\u79bb\u5de5\u4f5c\u533a\u3002\u8fd9\u76f4\u63a5\u5c06\u4ea7\u54c1\u5b9a\u4f4d\u4ece\u201c\u5f00\u53d1\u8005\u5de5\u5177\u201d\u62c9\u5347\u5230\u4e86\u201c\u56e2\u961f\u53ca\u5546\u4e1a\u8fd0\u8425\u5e73\u53f0\u201d\uff0c\u89e3\u51b3\u4e86\u4ee3\u7406\u89c4\u6a21\u5316\u540e\u5fc5\u7136\u9762\u4e34\u7684\u6743\u9650\u3001\u5b89\u5168\u4e0e\u5ba2\u6237\u6c9f\u901a\u6210\u672c\u95ee\u9898\u3002\u8fd9\u624d\u662f\u5176\u533a\u522b\u4e8e\u5176\u4ed6\u5355\u7eaf\u76d1\u63a7\u5de5\u5177\u7684\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u5185\u7f6e\u7684 AI \u52a9\u624b Quanta\u3002\u5b83\u88ab\u8bbe\u8ba1\u4e3a\u201c\u754c\u9762\u672c\u8eab\u201d\uff0c\u800c\u975e\u70b9\u7f00\u3002\u8fd9\u4e0d\u4ec5\u4e3a\u5ba2\u6237\u63d0\u4f9b\u4e86\u4e00\u4e2a\u96f6\u95e8\u69db\u7684\u67e5\u8be2\u7a97\u53e3\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u5b83\u8bd5\u56fe\u5c06\u8fd0\u7ef4\u52a8\u4f5c\uff08\u5982\u751f\u6210\u62a5\u544a\u3001\u68c0\u67e5\u72b6\u6001\uff09\u4ece\u201c\u624b\u52a8\u64cd\u4f5c\u201d\u8f6c\u5316\u4e3a\u201c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u201d\uff0c\u8fd9\u53ef\u80fd\u662f\u4eba\u673a\u4ea4\u4e92\u8303\u5f0f\u7684\u4e00\u6b21\u9690\u6027\u5347\u7ea7\u3002\u7136\u800c\uff0c\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\uff1a\u5728\u590d\u6742\u8c03\u8bd5\u573a\u666f\u4e0b\uff0cAI\u89e3\u91ca\u7684\u51c6\u786e\u6027\u4e0e\u6df1\u5ea6\u80fd\u5426\u771f\u6b63\u66ff\u4ee3\u5f00\u53d1\u8005\u9605\u8bfb\u65e5\u5fd7\uff1f\u534e\u4e3d\u76843D\u529e\u516c\u5ba4\u89c6\u56fe\uff0c\u5728\u4fe1\u606f\u5bc6\u5ea6\u548c\u95ee\u9898\u5b9a\u4f4d\u6548\u7387\u4e0a\uff0c\u662f\u5426\u4f18\u4e8e\u7ecf\u8fc7\u4f18\u5316\u7684\u5217\u8868\u4e0e\u4eea\u8868\u76d8\uff1f\u8fd9\u9700\u8981\u5b9e\u8df5\u68c0\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u56de\u590d\u4e2d\u900f\u9732\u7684\u201c\u65e0\u6b63\u5f0f\u6848\u4f8b\u7814\u7a76\u201d\u548c\u201c\u4e0e\u65e9\u671f\u7528\u6237\u5171\u540c\u5851\u9020\u4ea7\u54c1\u201d\u7684\u72b6\u6001\uff0c\u65e2\u663e\u793a\u4e86\u5176\u654f\u6377\u6027\uff0c\u4e5f\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u6781\u7aef\u590d\u6742\u573a\u666f\u4e0b\u7684\u6210\u719f\u5ea6\u6709\u5f85\u9a8c\u8bc1\u3002\u603b\u4f53\u800c\u8a00\uff0cAgentPulse \u5c55\u73b0\u4e86\u4e00\u4e2a\u6781\u5177\u524d\u77bb\u6027\u7684\u84dd\u56fe\u2014\u2014\u5b83\u4e0d\u53ea\u662f\u5728\u7ba1\u7406AI\u4ee3\u7406\uff0c\u66f4\u662f\u5728\u8bd5\u56fe\u5b9a\u4e49AI\u65f6\u4ee3\u56e2\u961f\u5982\u4f55\u534f\u4f5c\u7ba1\u7406\u81ea\u52a8\u5316\u7cfb\u7edf\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5728\u70ab\u9177\u6982\u5ff5\u4e4b\u4e0b\uff0c\u90a3\u4e9b\u201c\u67af\u71e5\u4f46\u91cd\u8981\u201d\u7684\u7ec6\u8282\u53ef\u9760\u6027\u80fd\u5426\u7ecf\u53d7\u4f4f\u4f01\u4e1a\u7ea7\u5e94\u7528\u7684\u4e25\u82db\u8003\u9a8c\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\">AgentPulse by Rectify<\/span>\n <\/div>\n<div class=\"comment-content\">AgentPulse is the visual command center for OpenClaw. Everything you do in the terminal, you can do here: monitor agents, manage sessions, run cron jobs, track spend, assign tasks, review memory logs, and manage skills. No SSH. No JSON configs. And it’s built for teams: set role-based access so your developers get full control while clients get a view-only seat where they can still talk to Quanta, your AI operations agent, to understand what’s happening.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Umar, founder of Rectify.<\/p>\n<p>If you’re running OpenClaw agents, you know the drill: SSH into your server, edit JSON configs, tail logs in the terminal, hope your cron jobs didn’t silently fail overnight. It works when it’s just you. It breaks down the moment you add a team, or manage agents for a client.<\/p>\n<p>That’s why we built AgentPulse inside Rectify.<\/p>\n<p>Everything you do in OpenClaw’s terminal, you can now do visually: monitor every agent’s status in real time, manage sessions, track cron jobs, review alerts, assign tasks on a Kanban board with a live activity feed, browse full conversation memory, manage skills, set spend limits, and watch your agents work in a 3D virtual office.<\/p>\n<p>But here’s what no other OpenClaw tool gives you: role-based access control. Your developers get full admin access. A junior team member gets limited permissions. And your client? They get a view-only seat, but they can still talk to Quanta, our AI operations agent, and ask “what did my agents do this week?” or “why did this task fail?” Quanta explains everything in plain language. No terminal skills required.<\/p>\n<p>For agencies managing agents across multiple clients, each client gets an isolated workspace. IP whitelisting and SSH tunneling keep everything locked down.<\/p>\n<p>And AgentPulse is just one layer of Rectify. Underneath, you get a full SaaS operations platform: session replay, uptime monitoring, public status pages, an AI-powered support inbox, code scanning, product analytics, public roadmap with voting, auto-generated changelogs, workflow automation, a Chrome extension, and MCP server integration for your IDE.<\/p>\n<p>Quanta ties it all together. It’s not a chatbot sitting inside a dashboard. It IS the interface. Ask it to pull a code scan report, draft a support reply, create a changelog, check your uptime, or explain what your agents did overnight. It executes the work, not just suggests it. Every major AI provider supported through BYOK with zero markup on API costs.<\/p>\n<p>1000+ businesses already use Rectify. Would love to hear what you think. What would you want from an saas\/agent management platform?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> ip whitelisting and ssh tunneling included? it\u2019s clear you guys actually thought about the security side for agencies. most tools just focus on the ‘cool’ ai stuff and forget the boring (but important) infra.<\/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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Congrats on the launch Rectify! The concept of an AI-powered visual debugging tool that turns user complaints and session replays into actual code fixes feels like a real game-changer for dev teams.<\/p>\n<\/p>\n<p>While browsing the homepage, I found myself wanting to see more of the actual AI in action, it explains the vision and benefits well, but I couldn\u2019t easily get a sense of what the output or debugging experience actually looks like before signing up.<\/p>\n<\/p>\n<p>I\u2019m really curious how you\u2019re thinking about helping new users quickly experience the quality of the AI debugging early on, would love to hear your approach<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Some of my clients get bogged down with technical stuff. What’s the learning curve like for Rectify?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 seriously interesting take on agent ops: turning it into a visual command center (and even a 3D office) makes something quite abstract feel much more tangible and manageable.<\/p>\n<\/p>\n<p>Also love how you\u2019re combining monitoring, workflows, and client management into one system \u2014 feels like the direction many teams will need as agent-based systems scale.<\/p>\n<\/p>\n<p>We also launched on Product Hunt today \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different layer of the stack, but very similar goal: bringing structure and reliability to increasingly complex systems \ud83d\ude42<\/p>\n<\/p>\n<p>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>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\/@yanakazantseva1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanakazantseva1<\/a> Really appreciate you taking the time to write this, especially on your own launch day. <\/p>\n<p>That says a lot about the kind of team you are. You nailed it, as agent systems scale, teams need visibility and structure or it all falls apart. That’s exactly what we’re building for. Love what you’re doing with Ogoron too, automated test coverage that evolves with the product is something every team needs. Different layer, same mission. Good luck today, rooting for you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The 3D office for monitoring agents is something I’ve never seen before. Is it just a visual gimmick or does it actually make it easier to spot which agent is stuck or failing at a glance?<\/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\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> Great question! It’s definitely not a gimmick. The 3D office gives you an instant visual overview of every agent’s status so you can spot issues at a glance without digging through logs or lists. And you can actually chat with any agent directly from the 3D view, so if something looks off you can jump straight in and interact with it right there. Think of it as a live control room for your 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch day! Finally, a proper GUI for OpenClaw. The number of hours I’ve lost digging through terminal logs is painful. Being able to visually manage skills and cron jobs instead of editing JSON files is the big win here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krutytskyi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krutytskyi<\/a> We felt that pain too, way too many hours lost in terminal logs. Glad those days are behind you now. Thanks for the support today \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been a long time fan of Rectify and Umar’s work and this update is incredible. Linked my Openclaw with it and the results are already incredible. Thank you Umar!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mirano_designs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mirano_designs<\/a> Thank you so much, this means a lot. Love hearing that you’re already seeing results after connecting your OpenClaw. That’s exactly what we built it for. If there’s anything you’d want us to add or improve, don’t hesitate to reach out. Your support hasn’t gone unnoticed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In the 3D view is there a way to visually see agent failures?<\/p>\n<\/p>\n<p>The memory log review feature is the one I’m most curious about. When an agent does something unexpected, how do you surface whether it was a skill failure vs. a bad memory entry vs. just a weird model call? That distinction seems like it’d be really hard to debug visually without knowing where in the chain things went sideways.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kavin_jeya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kavin_jeya<\/a> Great questions. Yes, in the 3D office view you can visually see agent failures in real time. Agents that are stuck or failing are flagged so you can spot issues at a glance without digging through anything.<\/p>\n<p>On the memory log side, you’re right that debugging the “why” behind unexpected behavior is the hard part. We break it down so you can trace through the chain and see where things went wrong, whether it was a skill failure, a bad memory entry, or a model call that went sideways. You’re not just looking at the outcome, you’re seeing the steps that led to it. That clarity is what makes the difference between guessing and actually fixing the problem.<\/p>\n<p>Appreciate the thoughtful questions, this is exactly the kind of feedback that helps us make the debugging experience even better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Looks super cool. I love that you can collaborate on managing your agents in one place! Will dig into it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@buildwithomar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buildwithomar<\/a> Thank you! That’s exactly the idea, agents shouldn’t be a solo experience when you’re working as a team. Would love to hear what you think once you dig in, your feedback means everything to us \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 looks super promising.<\/p>\n<p>Especially for agencies. RBAC + client visibility + AI explanations is a killer combo.<\/p>\n<p>Would love to try this on a real multi-client setup.<\/p>\n<p>Do you have any case studies or examples of teams already using it at scale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@parth_solanki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parth_solanki<\/a> Really appreciate that, and you nailed it, RBAC plus client visibility plus Quanta’s AI explanations is exactly the combo we built AgentPulse around. No formal case studies yet, we’re still early. But honestly that’s what makes right now the best time to get in. You’d be shaping the product alongside us, not just using it. We’re actively onboarding teams and agencies running multi-client setups and building based on exactly that kind of real world feedback. If you’re up for it, let’s get you in and see how it fits your workflow. Shoot us a message, we move fast \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 client view-only seat with Quanta access is a smart call, we’re building something similar at TalkBuildr where agencies manage AI chatbots for clients and the biggest ask is always ‘how do I let my client see what’s happening without breaking things.’ How are you handling the handoff when a client wants to go from view-only to actually tweaking agent behavior?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cuygun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cuygun<\/a> Great question. Right now we handle it through permission levels, so you can control exactly what each user can see, trigger, or configure. If a client needs more access, you just adjust their role. Plus everything is logged so you can see exactly who did what and when, no blame game, just clarity. And in the next iteration we’re introducing rollback, so even if someone does make a change that breaks something, you can instantly revert to the previous working version. That safety net makes it a lot easier to give clients more control without the anxiety. And the best part is clients can interact with Quanta directly to understand what their agents are doing without needing to touch any configuration. Appreciate the kind words and love what you’re building at TalkBuildr \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been using Rectify for months on a SaaS I’ve been developing, helping my testers better capture feedback, bugs, etc. Umar and his whole team have been phenomenal in their support & dedication to what they build. That commitment shines through in their work on AgentPulse. From the very outset, they took every comment and bit of feedback to heart – and to development. From minor bugs \/ visual enhancements to tinfoil-hat level security requests, they took it all seriously and engaged in open – and constructive – conversation about it. <\/p>\n<\/p>\n<p>AgentPulse took OpenClaw (for me) from “neat tool” to an organized orchestration platform. It opened up a world of possibilities I honestly didn’t know existed, and made it dead easy to implement. The fact it’s deeply integrated with a tool I use every day is just the icing on the cake. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@allen_pooley1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@allen_pooley1<\/a> This genuinely made our day. Thank you for taking the time to write this.<\/p>\n<p>You’ve been with us through the rough edges, the late night fixes, the back and forth on features that most people wouldn’t even think to ask for. And honestly, users like you are the reason we build the way we do. Every bug report, every security request, every “have you thought about this” message pushed us to make Rectify better.<\/p>\n<p>SSH Tunnel came from your feedback and for that we are ever grateful <\/p>\n<p>Hearing that AgentPulse turned OpenClaw from a neat tool into something you’re actually building with means more than any upvote ever could. That’s exactly what we set out to do.<\/p>\n<p>We’re not done. Not even close. And your feedback will keep shaping what comes next \ud83e\udde1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Umar is an outstanding founder, and I\u2019m wishing you great success with the Rectify 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\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> Really appreciate that, thank you so much \ud83d\ude4f Means a lot to have your support. We’re just getting started \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>team-level visibility is the gap most agent platforms skip. solo works fine – the moment you add multiple clients, the ops chaos multiplies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Exactly this. Solo is easy, everyone figures that out. The real challenge starts when you’ve got multiple clients, different team members, different permission levels and zero visibility into who’s running what. That’s exactly why we built role-based access and spend caps from day one. Glad it resonates \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\">Been using Rectify since the early days and the progress has been insane. AgentPulse takes it to another level, the 3D office view and being able to create agents just by talking to Quanta is something I haven’t seen anywhere else. Well deserved launch, congrats team \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sam_jesani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sam_jesani<\/a> thanks bro, the <a href=\"https:\/\/Earlybird.so\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Earlybird.so<\/a> launch helped a lot with growth and scale, we had some amazing feedback from the Bird Gang community and they are some of our most active 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FQ7RRJ6JPK6TO2\" class=\"app-title\">KREV<\/a><\/p>\n<div class=\"one-liner\">AI creative agents for ecommerce brands<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">219<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>KREV\u662f\u4e00\u6b3e\u4e3a\u7535\u5546\u54c1\u724c\u670d\u52a1\u7684AI\u521b\u610f\u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u5355\u5f20\u4ea7\u54c1\u56fe\u7247\u5373\u53ef\u81ea\u52a8\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u4ea7\u54c1\u7167\u7247\u3001\u89c6\u9891\u5e7f\u544a\u53ca\u4e0a\u5e02\u7ea7\u8425\u9500\u7d20\u6750\uff0c\u89e3\u51b3\u4e86\u7535\u5546\u54c1\u724c\u5728\u591a\u5e73\u53f0\u8425\u9500\u4e2d\u521b\u610f\u5185\u5bb9\u751f\u4ea7\u8017\u65f6\u8017\u529b\u4e14\u4e0e\u8f6c\u5316\u6548\u679c\u8131\u8282\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\/708b8814-8092-4cfa-b961-7fbb4662d16e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74826d26-77d9-4720-bf59-6e103a491b8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76d3ca64-baa6-45e4-ac0f-054dd64fc2fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9c163f2-0de3-46d2-88e6-b98ad473cd52.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\/8419494f-ec0f-4f68-a68d-087de0b00d1f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rB_XfQ8gkBo\"><source src=\"https:\/\/youtu.be\/rB_XfQ8gkBo\" 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\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u521b\u610f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u7d20\u6750\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u89c6\u89c9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5bfc\u5411\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u4fe1\u53f7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u57fa\u4e8e\u771f\u5b9e\u5e7f\u544a\u4fe1\u53f7\u751f\u6210\u6027\u80fd\u5bfc\u5411\u7d20\u6750\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u63d0\u51fa\u4e86\u5173\u952e\u5efa\u8bae\uff1a\u9700\u63d0\u4f9b\u8f93\u51fa\u9884\u89c8\u4ee5\u964d\u4f4e\u4f53\u9a8c\u95e8\u69db\uff1b\u6025\u9700\u5f00\u653e\u751f\u6210\u5b8c\u6574\u5e7f\u544a\uff08\u542b\u6587\u6848\u7248\u5f0f\uff09\u7684API\u63a5\u53e3\u4ee5\u652f\u6301\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\uff1b\u5efa\u8bae\u6309\u884c\u4e1a\u63d0\u4f9b\u6700\u4f73\u5b9e\u8df5\u6d1e\u5bdf\uff1b\u5173\u6ce8\u5176\u6027\u80fd\u6570\u636e\u6765\u6e90\u4e0e\u53cd\u9988\u95ed\u73af\u7684\u6784\u5efa\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 KREV\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u7cbe\u7f8e\u56fe\u7247\u751f\u6210\u5668\u201d\uff0c\u800c\u8bd5\u56fe\u6210\u4e3a\u8fde\u63a5\u5e7f\u544a\u6027\u80fd\u6570\u636e\u4e0e\u521b\u610f\u751f\u4ea7\u7684\u201c\u8f6c\u5316\u7387\u5f15\u64ce\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u7531\u771f\u5b9e\u5e7f\u544a\u4fe1\u53f7\u9a71\u52a8\u201d\u662f\u6838\u5fc3\u5dee\u5f02\u5316\u6982\u5ff5\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u6700\u5927\u98ce\u9669\u70b9\u4e0e\u8003\u9a8c\u6240\u5728\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u884c\u4e1a\u8f6f\u808b\uff1a\u5f53\u524d\u5927\u91cfAI\u5de5\u5177\u4ea7\u51fa\u7684\u662f\u7f8e\u5b66\u4e0a\u5408\u683c\u4f46\u5546\u4e1a\u4e0a\u65e0\u611f\u7684\u7d20\u6750\uff0c\u4e0e\u8f6c\u5316\u6f0f\u6597\u8131\u8282\u3002KREV\u8bd5\u56fe\u5c06\u5386\u53f2\u6210\u529f\u5e7f\u544a\u7684\u89e3\u6784\u6a21\u5f0f\u3001\u5b9e\u65f6\u6295\u653e\u4fe1\u53f7\u4e43\u81f3\u54c1\u724c\u8d44\u4ea7\u6570\u636e\u4f5c\u4e3a\u751f\u6210\u7ea6\u675f\u6761\u4ef6\uff0c\u672c\u8d28\u662f\u5c06\u9690\u6027\u7684\u521b\u610f\u7ecf\u9a8c\u4ee3\u7801\u5316\u3002\u8fd9\u6bd4\u5355\u7eaf\u8ffd\u6c42\u50cf\u7d20\u7ea7\u903c\u771f\u66f4\u6709\u5546\u4e1a\u6df1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u4fe1\u53f7\u201d\u7684\u5177\u4f53\u6784\u6210\u3001\u6570\u636e\u5e7f\u5ea6\u4e0e\u65b0\u9c9c\u5ea6\u5b58\u7591\u3002\u521b\u59cb\u4eba\u56de\u5e94\u63d0\u53ca\u201c\u4ece\u7cbe\u9009\u54c1\u724c\u83b7\u53d6\u5b9e\u65f6\u6570\u636e\u201d\uff0c\u8fd9\u6697\u793a\u5176\u521d\u671f\u53ef\u80fd\u4e25\u91cd\u4f9d\u8d56\u6709\u9650\u5408\u4f5c\u4f19\u4f34\u7684\u6570\u636e\u98de\u8f6e\uff0c\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u6709\u5f85\u9a8c\u8bc1\u3002\u66f4\u5c16\u9510\u7684\u95ee\u9898\u662f\uff1a\u5e7f\u544a\u521b\u610f\u6210\u529f\u5f52\u56e0\u672c\u5c31\u590d\u6742\uff0c\u5e73\u53f0\u7b97\u6cd5\u3001\u53d7\u4f17\u5b9a\u4f4d\u3001\u51fa\u4ef7\u7b56\u7565\u7b49\u56e0\u7d20\u4ea4\u7ec7\uff0cKREV\u5982\u4f55\u5265\u79bb\u51fa\u7eaf\u7cb9\u201c\u521b\u610f\u5143\u7d20\u201d\u4e0e\u6027\u80fd\u7684\u56e0\u679c\u5173\u7cfb\uff1f\u8fd9\u9700\u8981\u6781\u5f3a\u7684\u6570\u636e\u5206\u6790\u4e0e\u62bd\u8c61\u80fd\u529b\uff0c\u5426\u5219\u6613\u6d41\u4e8e\u8868\u9762\u6837\u5f0f\u6a21\u4eff\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u53cd\u9988\u66b4\u9732\u4e86\u5176\u73b0\u9636\u6bb5\u7684\u4ea7\u54c1\u65ad\u5c42\uff1a\u6700\u53d7\u597d\u8bc4\u7684\u201c\u5b8c\u6574\u5e7f\u544a\u751f\u6210\u201d\u80fd\u529b\u7adf\u88ab\u9501\u6b7b\u5728\u804a\u5929\u754c\u9762\uff0c\u800cAPI\u4ec5\u63d0\u4f9b\u201c\u7eaf\u51c0\u201d\u4ea7\u54c1\u56fe\u3002\u8fd9\u53cd\u6620\u4e86\u56e2\u961f\u5728\u5b9a\u4f4d\u4e0a\u7684\u72b9\u8c6b\u2014\u2014\u662f\u4f18\u5148\u670d\u52a1\u9700\u8981\u201c\u9ed1\u76d2\u5f0f\u201d\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u7684\u5e02\u573a\u90e8\u4eba\u5458\uff0c\u8fd8\u662f\u4f18\u5148\u6210\u4e3a\u8d4b\u80fd\u5f00\u53d1\u8005\u4e0e\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u201c\u5f15\u64ce\u201d\uff1f\u65e9\u671f\u7528\u6237\u7684API\u547c\u58f0\u5f3a\u70c8\uff0c\u8868\u660e\u5176\u771f\u5b9e\u4ef7\u503c\u53ef\u80fd\u5728\u4e8e\u6210\u4e3a\u7535\u5546\u8425\u9500\u6280\u672f\u6808\u4e2d\u7684\u5d4c\u5165\u5f0f\u667a\u80fd\u6a21\u5757\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u72ec\u7acb\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u671f\u613f\u666f\u201c\u8ba9\u5e7f\u544a\u6570\u636e\u76f4\u63a5\u9a71\u52a8\u521b\u610f\u751f\u6210\u201d\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u95ed\u73af\uff0c\u4f46\u5b9e\u73b0\u8def\u5f84\u8346\u68d8\u5bc6\u5e03\u3002\u5b83\u9700\u8981\u6df1\u5ea6\u6253\u901a\u5404\u5e7f\u544a\u5e73\u53f0\u6570\u636eAPI\u3001\u6784\u5efa\u52a8\u6001\u521b\u610f\u4f18\u5316\u6a21\u578b\uff0c\u5e76\u8bf4\u670d\u54c1\u724c\u5c06\u6838\u5fc3\u6027\u80fd\u6570\u636e\u4ea4\u51fa\u3002\u82e5\u6210\u529f\uff0c\u5b83\u5c06\u91cd\u5851\u4ece\u521b\u610f\u7b80\u62a5\u5230\u6295\u653e\u4f18\u5316\u7684\u4ef7\u503c\u94fe\uff1b\u82e5\u53d7\u963b\uff0c\u5219\u53ef\u80fd\u505c\u7559\u4e3a\u4e00\u4e2a\u62e5\u6709\u66f4\u4f73\u63d0\u793a\u8bcd\u7684\u56fe\u50cf\u751f\u6210\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cKREV\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u4ed8\u8d39\u610f\u613f\u5f3a\u7684\u75db\u70b9\uff0c\u65b9\u5411\u6b63\u786e\u3002\u4f46\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u7684\u6df1\u5ea6\u3001\u6570\u636e\u751f\u6001\u7684\u5e7f\u5ea6\u4ee5\u53ca\u4ea7\u54c1\u5f62\u6001\u7684\u805a\u7126\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5b83\u80fd\u5426\u4ece\u201c\u6709\u7528\u7684\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u7684\u57fa\u7840\u8bbe\u65bd\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\">KREV<\/span>\n <\/div>\n<div class=\"comment-content\">KREV helps ecommerce brands turn a single product image into product photos, video ads, and launch-ready creative. Unlike generic AI tools, KREV is guided by real ad signals, proven creative patterns, and tracked brand data to generate assets that feel more intentional, on-brand, and performance-ready.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b, I\u2019m Modi, founder of KREV. Excited to be launching on my birthday \ud83c\udf89<\/p>\n<p>I built KREV because ecommerce brands are forced to grow across too many disconnected tools, and with KREV 1.0 we\u2019re starting by solving the creative bottleneck.<\/p>\n<p>There are plenty of AI tools that can generate images, but most of them create without enough direction. The result often feels generic, over-styled, or disconnected from what a real brand would actually run.<\/p>\n<p>KREV takes a different approach.<\/p>\n<p>Instead of generating from a blank canvas, KREV is guided by real ad signals, winning creative patterns, and tracked brand data. That gives the system a much stronger starting point and helps it produce creative that feels far more intentional.<\/p>\n<p>\ud83d\udca1 Why that matters:<\/p>\n<p>\u2022 Static ads work when the structure works. Hook, hierarchy, layout, product framing, and offer presentation all matter. KREV uses real creative patterns to generate statics that feel much closer to actual performance ads.<\/p>\n<p>\u2022 Video ads give brands more room to show the product, use case, and emotion behind it. KREV helps generate video creatives that feel more like campaign assets, not just motion for the sake of motion.<\/p>\n<p>\u2022 Product photos are not just about making something look nice. Under the hood, KREV breaks down the product itself, studies placement, lighting, and composition, and generates imagery that feels more directed and premium.<\/p>\n<p>\ud83d\udd2e Where we\u2019re headed:<\/p>\n<p>The long-term vision is a single workspace where ad performance data across Meta, TikTok, Google, and more feeds directly into creative generation and more. Your campaigns inform your creatives, and your creatives improve your campaigns. One loop, one place.<\/p>\n<p>\ud83d\ude4f We\u2019re still early, but the product is live and improving fast. I\u2019d love your honest feedback on what stands out, what feels missing, and where you think we should take it next<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/a> Ah , Finally an AI that doesn’t just spit out random visuals\ud83d\ude13 . Love how it’s guided by what actually performs . Maybe adding some insights on which patterns work best by industry could make it even more actionable .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/a> Congrats on the launch Krev! The idea of turning a single product image into high-performing creatives like studio photos, video ads, and full campaigns using AI agents sounds incredibly useful for ecommerce brands.<\/p>\n<\/p>\n<p>What stood out to me is that the homepage focuses heavily on the vision and benefits, but it\u2019s not immediately clear how the actual AI creatives look or feel in practice before signing up.<\/p>\n<\/p>\n<p>I\u2019m really curious how you\u2019re thinking about letting new users quickly preview or experience the quality of the output early on. Would love to hear your approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/a> Hi Modi\uff01Great launching\uff01This looks genuinely useful, especially for teams like us that need to create a lot of product creatives fast. One thing I\u2019m curious about from a user experience side: after Krev generates the assets, how flexible is the editing step if you only want to tweak a few details instead of regenerating everything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 static ads from the Creative Agent are the best thing about KREV. Proper hierarchy, copy placement, layout structure \u2014 that’s what separates you from every other AI image tool.<\/p>\n<\/p>\n<p>The problem I have with it is that: none of that is accessible via API.<\/p>\n<p>POST \/images gives me product photos. Great quality, but no headlines, no CTAs, no copy, no layout. The finished ads with text baked in only exist through the chat UI.<\/p>\n<\/p>\n<p>I’m building an automated creative pipeline for my e-commerce brand \u2014 agents generate briefs, produce ads, route approvals, push to Meta\/Google\/TikTok. KREV is the perfect rendering engine, but I can’t have my agents chat through a UI.<\/p>\n<p>What’s missing:<\/p>\n<p>POST \/api\/v1\/ads<\/p>\n<p>{<\/p>\n<p>“product_id”: “…”,<\/p>\n<p>“headline”: “Headline here.”,<\/p>\n<p>“cta”: “Shop Now”,<\/p>\n<p>“platform”: “meta_feed”,<\/p>\n<p>“style”: “minimal_dark”<\/p>\n<p>}<\/p>\n<p>\u2192 Returns a finished static ad, same quality as the Creative Agent output.<\/p>\n<p>That endpoint is the unlock. Every brand automating creative at volume needs this, not just the ones clicking through the UI.<\/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\/@appelton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@appelton<\/a> Thanks for the feedback and it’s a really good point. I’ll surface the \/ads endpoint into the API as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Launching on your birthday is a bold move, congrats Modi. One thing I’m curious about \u2014 when you say it’s guided by real ad signals, does that mean it pulls from actual Meta\/TikTok performance data or is it more like trained patterns baked into the model?<\/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\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> Thank you, indeed it is a bit nerve wrecking. <\/p>\n<p>It\u2019s a mix of both. We pull live data from a curated set of brands on Meta to understand what\u2019s actually running right now, and then layer that with structured creative patterns we\u2019ve built from high-performing ads.<\/p>\n<p>So instead of generating from scratch, KREV starts from signals and proven frameworks which is why the output tends to feel much closer to actual ads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’ve seen too many ecommerce brands use AI to create product photos that look cool but completely bomb in ads because they weren’t designed with performance in mind. Starting from a single product image and getting launch-ready creative that’s actually informed by what converts is way more useful than pretty pictures. We’re not ecommerce specifically but we need a lot of ad creative for our launch. Does KREV work for app products too, or is it mainly built around physical product photography?<\/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\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> Great point, that\u2019s exactly the gap we\u2019re focused on.<\/p>\n<p>And yes, this works for app products too. <\/p>\n<p>The way I’d approach this is the \u201cproduct\u201d becomes your UI. You can feed in key screens or flows, and KREV treats those as the core asset.<\/p>\n<p>From there, you can generate ad creatives using software\/tech patterns or even UGC-style formats built around your UI.<\/p>\n<p>Brand DNA still applies as well, so everything stays consistent with your product\u2019s look and feel.<\/p>\n<p>Would actually love to see this used for a launch like yours and I’d love to get feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ad signal guidance is the thing that’ll make or break this. AI product photos that look AI-generated are everywhere now – performance-based differentiation is the actual moat.<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Definitely agree. I\u2019d add one more layer to that as well: performance-based “on-brand” creatives. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> But how to prove the good performance? Connecting with the social media ad system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>yeah this is the real gap, a lot of AI stuff looks nice but feels disconnected from actual ads. are you feeding performance data back into the system or is it more pattern based for now? <a href=\"https:\/\/www.producthunt.com\/products\/krev\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"krev\" target=\"_blank\" rel=\"noopener\">@KREV<\/a> <a href=\"https:\/\/www.producthunt.com\/@modii\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"modii\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@modii<\/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\/@aadhitya_muralidharan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aadhitya_muralidharan<\/a> Right now it\u2019s a mix. We pull real-world signals from a curated set of brands and combine that with structured creative patterns.<\/p>\n<p>The goal is to move beyond just pattern-based generation into something that continuously learns from what\u2019s actually converting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the direction here! moving from generic AI generation to something that actually understands performance signals and brand context feels like the right evolution for ecommerce creative.<\/p>\n<p>Turning a single product image into full launch-ready assets is incredibly powerful, especially when it\u2019s grounded in what actually converts.<\/p>\n<\/p>\n<p>We also launched today on Product Hunt \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different space, but very similar idea of making complex, manual workflows effortless with AI \ud83d\ude42<\/p>\n<p>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\/@yanakazantseva1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanakazantseva1<\/a> Appreciate that, you captured it really well. That shift from \u201clooks good\u201d to \u201cactually converts\u201d is what we\u2019re betting on.<\/p>\n<p>Also love what you\u2019re building with Ogoron. Feels like a very similar mindset applied to a different layer of the stack. Will check it out and good luck with your launch as well \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7T4OOSQJ4C3L3D\" class=\"app-title\">Walkie<\/a><\/p>\n<div class=\"one-liner\">Free local speech-to-text tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">188<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Walkie\u662f\u4e00\u6b3e\u63d0\u4f9b\u4e91\u7aef\u5feb\u901f\u8f6c\u5f55\u548c\u672c\u5730\u5b8c\u5168\u8bbe\u5907\u7aef\u542c\u5199\u53cc\u6a21\u5f0f\u7684\u684c\u9762\u8bed\u97f3\u8f6c\u6587\u5b57\u5de5\u5177\uff0c\u5728\u517c\u987e\u9690\u79c1\u4e0e\u6548\u7387\u7684\u573a\u666f\u4e0b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e86Wispr Flow\u7b49\u4ea7\u54c1\u7684\u514d\u8d39\u66ff\u4ee3\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u57fa\u7840\u8f6c\u5f55\u670d\u52a1\u4ed8\u8d39\u53ca\u9690\u79c1\u6570\u636e\u4e0a\u4f20\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\/9340d674-983e-4f68-b740-84a347088112.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/kbgu2cWiEek?si=4anto1d6KY3iMYxN\"><source src=\"https:\/\/youtube.com\/shorts\/kbgu2cWiEek?si=4anto1d6KY3iMYxN\" 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\/d64acb61-84f9-4207-9385-ce425ba95bed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0da8c505-079e-4e9d-85ff-051c42510842.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4bccb807-83ae-4e79-8ab8-f75263420f8c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfdda011-367d-420e-a8e6-e1ea55f7cd44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">Windows<\/span><br \/>\n <span class=\"tag\">Wispr Flow\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u53cc\u6a21\u5f0f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u514d\u8d39\u7b56\u7565\u3001\u53cc\u6a21\u5f0f\u8bbe\u8ba1\u53ca\u82f1\u8bed\u51c6\u786e\u6027\uff0c\u4f46\u6307\u51fa\u514d\u8d39\u7248\u5904\u7406\u901f\u5ea6\u6162\uff0830-40\u79d2\/100\u8bcd\uff09\uff0c\u975e\u82f1\u8bed\u8bed\u8a00\uff08\u5982\u5b5f\u52a0\u62c9\u8bed\u3001\u65e5\u8bed\uff09\u8bc6\u522b\u51c6\u786e\u7387\u4f4e\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u4e0e\u5546\u4e1a\u6a21\u5f0f\u3002\u5f00\u53d1\u8005\u56de\u5e94\u4e86\u90e8\u5206\u95ee\u9898\u5e76\u9080\u8bf7\u6d4b\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Walkie\u7684\u6838\u5fc3\u53d9\u4e8b\u662f\u201c\u514d\u8d39\u201d\u4e0e\u201c\u9690\u79c1\u201d\uff0c\u76f4\u51fbWispr Flow\u7b49\u4ea7\u54c1\u5bf9\u57fa\u7840\u670d\u52a1\u6536\u8d39\u7684\u75db\u70b9\uff0c\u5e76\u901a\u8fc7\u201c\u672c\u5730\u6a21\u5f0f\u201d\u6784\u5efa\u5dee\u5f02\u5316\u62a4\u57ce\u6cb3\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u5448\u73b0\u51fa\u4e00\u4e2a\u5178\u578b\u7684\u201c\u7406\u60f3\u4e30\u6ee1\uff0c\u73b0\u5b9e\u9aa8\u611f\u201d\u7684\u65e9\u671f\u9636\u6bb5\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u5e02\u573a\u5b9a\u4ef7\u7b56\u7565\u7684\u6311\u6218\u548c\u5bf9\u9690\u79c1\u9700\u6c42\u7684\u660e\u786e\u56de\u5e94\uff0c\u8fd9\u8db3\u4ee5\u5438\u5f15\u9996\u6279\u5c1d\u9c9c\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u66b4\u9732\u4e86\u5176\u6839\u672c\u77db\u76fe\uff1a\u8bd5\u56fe\u7528\u201c\u514d\u8d39\u201d\u98a0\u8986\u5e02\u573a\uff0c\u5374\u53ef\u80fd\u53d7\u9650\u4e8e\u6210\u672c\u4e0e\u4f53\u9a8c\u7684\u5e73\u8861\u3002\u514d\u8d39\u7248\u7684\u6781\u6162\u901f\u5ea6\u51e0\u4e4e\u5c06\u5176\u5b9e\u7528\u6027\u5f52\u96f6\uff0c\u8fd9\u66f4\u50cf\u662f\u4e3a\u4ed8\u8d39\u6a21\u5f0f\u5bfc\u6d41\u7684\u201c\u8bf1\u9975\u201d\u3002\u800c\u591a\u8bed\u8a00\u652f\u6301\uff0c\u5c24\u5176\u662f\u975e\u62c9\u4e01\u8bed\u7cfb\u7684\u51c6\u786e\u7387\u95ee\u9898\uff0c\u63ed\u793a\u4e86\u5176\u5e95\u5c42\u6a21\u578b\uff08\u5f88\u53ef\u80fd\u57fa\u4e8eWhisper\uff09\u7684\u901a\u7528\u5c40\u9650\uff0c\u4e5f\u53cd\u6620\u4e86\u56e2\u961f\u5728\u6570\u636e\u8bad\u7ec3\u548c\u4f18\u5316\u4e0a\u7684\u8d44\u6e90\u4e0d\u8db3\u3002\u5f00\u53d1\u8005\u5bf9\u957f\u97f3\u9891\u3001\u6280\u672f\u7ec6\u8282\u7684\u6a21\u7cca\u56de\u5e94\uff0c\u8fdb\u4e00\u6b65\u5370\u8bc1\u4e86\u4ea7\u54c1\u5728\u590d\u6742\u573a\u666f\u4e0b\u7684\u4e0d\u6210\u719f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u673a\u4f1a\u5728\u4e8e\u7cbe\u51c6\u5207\u5165\u5bf9\u9690\u79c1\u6781\u5ea6\u654f\u611f\u6216\u9884\u7b97\u4e25\u683c\u7684\u5782\u76f4\u573a\u666f\uff08\u5982\u6cd5\u5f8b\u3001\u533b\u7597\u7b14\u8bb0\u8349\u7a3f\uff09\uff0c\u5e76\u4f9d\u9760\u793e\u533a\u53cd\u9988\u8fed\u4ee3\u3002\u7136\u800c\uff0c\u82e5\u4e0d\u80fd\u89e3\u51b3\u514d\u8d39\u7248\u7684\u53ef\u7528\u6027\u95ee\u9898\uff0c\u6216\u660e\u786e\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\uff08\u5982\u4f55\u5728\u201c\u514d\u8d39\u4e00\u5207\u201d\u4e0e\u201c\u4e3a\u521b\u65b0\u4ed8\u8d39\u201d\u95f4\u5212\u6e05\u754c\u9650\uff09\uff0c\u5b83\u53ef\u80fd\u4ec5\u662f\u4e00\u4e2a\u53eb\u597d\u4e0d\u53eb\u5ea7\u7684\u6982\u5ff5\u54c1\uff0c\u96be\u4ee5\u4ece\u201c\u6709\u8da3\u7684\u66ff\u4ee3\u54c1\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u9760\u7684\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5c06\u7528\u6237\u53cd\u9988\u8fc5\u901f\u8f6c\u5316\u4e3a\u6838\u5fc3\u8bed\u8a00\u51c6\u786e\u6027\u548c\u901f\u5ea6\u7684\u5b9e\u8d28\u6027\u63d0\u5347\uff0c\u800c\u975e\u505c\u7559\u5728\u8425\u9500\u8bdd\u672f\u5c42\u9762\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\">Walkie<\/span>\n <\/div>\n<div class=\"comment-content\">Desktop speech-to-text with two modes: Fast Mode for cloud transcription and formatting, and Local Mode for fully on-device dictation. Available for macOS and Windows.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I got fed up with Wispr Flow charging for some basic services and decided to build a better version I could offer for free. Now we offer everything Wispr Flow does for free and just charge for the parts where we are truly innovating or cost us money.<\/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\/@adam_perlis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_perlis<\/a> I’m sorry to say, your app doesn’t support Bangla language at all. Bengal is my mother tongue and it has almost 300,000,000 speakers or one of the top 5-6 languages on earth. I have tried the free version and then I could not type a single sentence.<\/p>\n<p> What I did next? I changed the language and worked with English language. Well, I have to say that your level of accuracy is great. I don’t have any complaint about it. As you can see, I have typed by using your app Waki and presenting here. But the main problem is that in the free version, it takes 30 to 40 seconds to transcribe only 100 words.<\/p>\n<p> This is frustrating and there are plenty other options available. So I suggest that you take care of this matter if you really want to get a decent number of users.<\/p>\n<p>My OS: Windows 11 and 16GB RAM <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adam_perlis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_perlis<\/a> Then I tried the paid or fast version and at first I typed some words in English language. The speed is fair enough, I have no complaint about it and I think that the paid version works quite well as far as speed is concerned. However, in your description you have pointed out that you wanted to offer a free alternative but I think that you need some catching up to do.<\/p>\n<p>And in the fast or paid version, the accuracy level is quite good, great.<\/p>\n<p>Then I tried with my mother tongue or Bengali language. The level of accuracy is not good. It made too many errors. The speed for the Bengali language is fine, but as I stated earlier, it is unworkable because of the errors.<\/p>\n<p>Overall as a new product, it is good and I wish you all the success. Thanks a lot for coming up with a good app for speech-to-text or speech-to-recognition. I am hopeful that in coming months we will see a lot of developments from you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_perlis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_perlis<\/a> What’s the biggest frustration you had with Wispr Flow’s paid basics that inspired this free alternative, and how did fixing it change your own 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>Much needed Wispr flow alternative, I like the idea of trigger phrases as it prevents dictating the same thing over and over. <\/p>\n<p>Hopefully it will be able to handle accent diversity.<\/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> I have found that if you try it a few times with the same word and just keep correcting it or adding the correction manually in the Walkie setting its usually nails it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>it has multi language support such as hindi ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pal_gai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pal_gai<\/a> Yes any language support here: <a href=\"https:\/\/whisper-api.com\/docs\/languages\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/whisper-api.com\/docs\/languages\/<\/a><\/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>Hi Adam, congrats on your launch!<\/p>\n<p>Wispr is charging for first-class STT quality, good UX and transcription speed. These things cost money, could you please share your plans on how to offer this for free?<\/p>\n<\/p>\n<p>I’m facing the same tasks in my product and I am open to discuss this!<\/p>\n<\/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\/@rustam_khasanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rustam_khasanov<\/a> while I am not able to share our trade secrets with a competitor haha I will say that we did lots of research to figure this out.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Really love the idea of keeping speech-to-text fully local \u2014 privacy-first tools like this are underrated. Does it handle accented English well?<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Local processing is a big deal for anyone working with sensitive content. Nice to see STT tools that don’t require sending everything to the cloud. What model are you running under the hood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 one, team. It’s great to see a solid, free alternative in this space. 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>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 dual-mode approach is smart. I’m building a Mac-native video editor that uses cloud transcription for accuracy, but I’d love to offer a local option for users who don’t want to send audio off-device. How does Local Mode handle longer recordings \u2014 say 60+ minutes of a lecture with technical terminology? And how’s the Japanese accuracy in Local Mode?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@cyberseeds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cyberseeds<\/a> I have not tried anything that long but if you want to test is and send me the results I would love that! TBH its likely a better idea to use a different tool for that purpose that would record first and transcribe later. Seems like an edge case but if there are more people who want this we could probably figure it out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Any recommends for keeping my voice clean? All these talking is making it scrangly \ud83d\ude05 Maybe adjacent business opertunity? \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@conduit_design\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@conduit_design<\/a> what do you mean by clean?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 dual-mode approach is genuinely smart. most speech-to-text tools make you pick a lane: either cloud quality or local privacy. having both in one place covers different use cases without switching apps. i’ve used a few Whisper-based tools and local accuracy is better than people expect now.<\/p>\n<\/p>\n<p>curious what the “formatting” in Fast Mode actually does in practice. is it punctuation and paragraph cleanup, or does it restructure the content more meaningfully? that feels like the bit that separates quick voice notes from something you could actually send without editing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fraser_svg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fraser_svg<\/a> both modes have some level of formatting. So on the local side you get basic formality stuff. But in the fast mode you get a bit more thoughtfulness. For example, lets say you said “Let’s meet for dinner at 7pm or actually 8pm.” it would auto correct to “Let’s meet for dinner at 8pm.” There are many scenarios where its just more intelligent about how it formats. Its also context aware so it knows the app your in and adjusts the context, for example in an email or a Slack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this! feels like Gen AI builders really need a space that\u2019s more focused than traditional networks. The \u201cbuild together\u201d angle and emphasis on actually shipping things is especially strong.<\/p>\n<\/p>\n<p>Excited to see communities forming around people who are not just exploring AI, but actively creating with it.<\/p>\n<\/p>\n<p>We also launched today on Product Hunt \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different layer, but same mindset of helping builders move faster and with more confidence \ud83d\ude42<\/p>\n<\/p>\n<p>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>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\/4ZCK2KRQ763X36\" class=\"app-title\">Predflow AI<\/a><\/p>\n<div class=\"one-liner\">Your AI agent for ad performance<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">166<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u6548\u679c\u8425\u9500\u4eba\u5458\u7684AI\u4ee3\u7406\uff0c\u901a\u8fc7\u6574\u5408\u5e76\u6e05\u6d17\u8de8\u5e73\u53f0\u7684\u6df7\u4e71\u5e7f\u544a\u6570\u636e\uff0c\u76f4\u63a5\u56de\u7b54\u4e1a\u7ee9\u6ce2\u52a8\u539f\u56e0\u5e76\u63d0\u4f9b\u53ef\u64cd\u4f5c\u7684\u4f18\u5316\u5efa\u8bae\uff0c\u89e3\u51b3\u4e86\u8425\u9500\u8005\u9762\u5bf9\u591a\u4e2a\u6570\u636e\u9762\u677f\u5374\u65e0\u6cd5\u83b7\u5f97\u53ef\u4fe1\u3001\u7edf\u4e00\u6d1e\u5bdf\u7684\u6838\u5fc3\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\/6ff0d3d6-833a-4fed-8ce7-2fa46bc60974.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23814f0b-be96-45ac-b0c7-02dc2de497a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6eb5e6ca-1e2c-4320-90d7-ac2ccdb9dad7.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\/8ef75e06-18eb-4a71-a666-d6e9a70bbbbf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c95ff9ef-6e8a-446f-a148-c92b7b5a0435.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ccb8c01-53c1-42a9-94ef-8baa74690d17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/094a7459-1678-4899-8ad0-d1c77f1d9467.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72e52edf-9ff9-427b-843f-1903e2df23f2.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\/b8b70d2b-a54f-4565-866d-d6a83f4d71cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6548\u679c\u8425\u9500AI<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u6570\u636e\u5c42<\/span><br \/>\n <span class=\"tag\">\u5f52\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">D2C\u54c1\u724c<\/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\u89e3\u51b3\u6570\u636e\u6df7\u4e71\u548c\u63d0\u4f9b\u884c\u52a8\u5efa\u8bae\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1aAI\u80fd\u5426\u53d1\u73b0\u65b0\u53d7\u4f17\uff08\u76ee\u524d\u4ec5\u4f18\u5316\u73b0\u6709\uff09\uff1b\u5feb\u901f\u9a8c\u8bc1\u8bed\u4e49\u5c42\u4ef7\u503c\u7684\u65b9\u6cd5\uff1b\u5c0f\u9884\u7b97\u521d\u671f\u7684\u53ef\u9760\u6027\uff08\u521b\u610f\u8bc4\u5206\u5373\u65f6\u53ef\u7528\uff0c\u9884\u7b97\u5efa\u8bae\u9700\u6570\u5468\u6570\u636e\uff09\u3002\u53e6\u6709\u7528\u6237\u6df1\u5165\u63a2\u8ba8\u4e86\u51b2\u7a81\u6807\u7b7e\u5904\u7406\u7684\u903b\u8f91\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 Predflow AI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u7f8e\u89c2\u7684\u4eea\u8868\u76d8\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u8425\u9500\u51b3\u7b56\u7684\u201c\u4e8b\u5b9e\u5c42\u201d\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\uff0c\u5728\u4e8e\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u8f7b\u63cf\u6de1\u5199\u7684\u90a3\u53e5\u201c\u6570\u636e\u672c\u8eab\u5728\u5de5\u5177\u89e6\u78b0\u4e4b\u524d\u5c31\u662f\u6df7\u4e71\u7684\u201d\u3002\u5b83\u9996\u5148\u662f\u4e00\u4e2a\u6fc0\u8fdb\u7684\u6570\u636e\u6cbb\u7406\u5de5\u5177\uff0c\u5176\u6b21\u624d\u662fAI\u5206\u6790\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7edd\u5927\u591a\u6570\u8425\u9500\u5206\u6790\u5de5\u5177\u90fd\u5efa\u7acb\u5728\u201c\u8f93\u5165\u6570\u636e\u662f\u5e72\u51c0\u3001\u6807\u51c6\u201d\u7684\u5e7b\u60f3\u4e4b\u4e0a\uff0c\u4f46\u73b0\u5b9e\u662f\uff0c\u624b\u52a8\u8f93\u5165\u7684UTM\u53c2\u6570\u3001\u5185\u90e8\u9ed1\u8bdd\u3001\u591a\u56e2\u961f\u534f\u4f5c\u7684\u968f\u610f\u6027\uff0c\u65e9\u5df2\u8ba9\u6570\u636e\u6839\u57fa\u8150\u70c2\u3002Predflow\u6784\u5efa\u7684\u201c\u8bed\u4e49\u5c42\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u6df1\u85cf\u4e8e\u4e0d\u540c\u6210\u5458\u5934\u8111\u4e2d\u7684\u4e1a\u52a1\u77e5\u8bc6\uff08\u5982\u201cNSD\u201d\u4ee3\u8868\u67d0\u8054\u76df\u4f19\u4f34\uff09\u7cfb\u7edf\u5316\u3001\u7ed3\u6784\u5316\u7684\u8fc7\u7a0b\u3002\u8fd9\u4e00\u6b65\u770b\u4f3c\u7b28\u91cd\uff0c\u5374\u662f\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u53ef\u4fe1\u8d44\u4ea7\u7684\u524d\u63d0\u3002\u6ca1\u6709\u8fd9\u4e2a\u6839\u57fa\uff0c\u4e0a\u5c42\u7684\u4efb\u4f55AI\u5206\u6790\u90fd\u53ea\u662f\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u7684\u7cbe\u81f4\u6f14\u7ece\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5728\u6b64\u4e4b\u4e0a\uff0c\u5176\u4ea7\u54c1\u8bbe\u8ba1\u4f53\u73b0\u4e86\u660e\u786e\u7684\u201c\u53bb\u4eea\u8868\u76d8\u201d\u503e\u5411\uff0c\u8f6c\u5411\u95ee\u7b54\u5f0fAI\u4ee3\u7406\u3002\u8fd9\u7b26\u5408\u9ad8\u9636\u9700\u6c42\uff1a\u8d44\u6df1\u8425\u9500\u8005\u4e0d\u9700\u8981\u66f4\u591a\u56fe\u8868\uff0c\u4ed6\u4eec\u9700\u8981\u7684\u662f\u4e00\u4e2a\u80fd\u7406\u89e3\u4e1a\u52a1\u8bed\u5883\u3001\u80fd\u76f4\u63a5\u56de\u7b54\u201c\u4e3a\u4ec0\u4e48\u201d\u548c\u201c\u600e\u4e48\u529e\u201d\u7684\u526f\u9a7e\u9a76\u3002\u5c06\u521b\u610f\u8bc4\u5206\u3001\u5f52\u56e0\u8c03\u548c\u3001\u9884\u7b97\u5efa\u8bae\u6574\u5408\u8fdb\u4e00\u4e2a\u95ed\u73af\uff0c\u65e8\u5728\u7f29\u77ed\u4ece\u6d1e\u5bdf\u5230\u884c\u52a8\u7684\u8def\u5f84\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u8bed\u4e49\u5c42\u201d\u7684\u521d\u59cb\u8bbe\u7f6e\u9700\u8981\u5ba2\u6237\u6295\u5165\u65f6\u95f4\u8fdb\u884c\u77e5\u8bc6\u8fc1\u79fb\uff0c\u8fd9\u6784\u6210\u4e86\u4e0d\u5c0f\u7684\u4f7f\u7528\u95e8\u69db\u548c\u6559\u80b2\u6210\u672c\u3002\u5176\u6b21\uff0c\u5f53\u524d\u80fd\u529b\u805a\u7126\u4e8e\u73b0\u6709\u6d3b\u52a8\u7684\u8bca\u65ad\u4e0e\u4f18\u5316\uff0c\u5728\u201c\u53d1\u73b0\u65b0\u673a\u4f1a\u201d\uff08\u5982\u65b0\u53d7\u4f17\u62d3\u5c55\uff09\u5c42\u9762\u5c1a\u672a\u6df1\u5165\uff0c\u800c\u8fd9\u5f80\u5f80\u662f\u8425\u9500\u8005\u66f4\u6e34\u6c42\u7684\u589e\u91cf\u4ef7\u503c\u3002\u5176\u4e09\uff0c\u5728\u5f52\u56e0\u8fd9\u4e2a\u6c38\u6052\u7684\u6ce5\u6f6d\u4e2d\uff0c\u5373\u4fbf\u901a\u8fc7\u81ea\u6709\u50cf\u7d20\u548c\u8c03\u548c\u903b\u8f91\u63d0\u4f9b\u4e86\u201c\u66f4\u53ef\u4fe1\u201d\u7684\u6570\u5b57\uff0c\u4f46\u5728\u9690\u79c1\u4fdd\u62a4\u4e0e\u6570\u636e\u788e\u7247\u5316\u52a0\u5267\u7684\u5927\u80cc\u666f\u4e0b\uff0c\u5176\u201c\u771f\u5b9e\u7b54\u6848\u201d\u7684\u6743\u5a01\u6027\u80fd\u5426\u6301\u7eed\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cPredflow AI\u9009\u62e9\u4e86\u4e00\u6761\u6700\u8270\u96be\u4f46\u53ef\u80fd\u6700\u6b63\u786e\u7684\u8def\uff1a\u5148\u5f53\u201c\u6570\u636e\u6e05\u9053\u592b\u201d\uff0c\u518d\u5f53\u201cAI\u519b\u5e08\u201d\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u4e0d\u53d6\u51b3\u4e8eAI\u6a21\u578b\u6709\u591a\u5148\u8fdb\uff0c\u800c\u53d6\u51b3\u4e8e\u591a\u5c11\u5ba2\u6237\u613f\u610f\u5fcd\u53d7\u524d\u671f\u68b3\u7406\u6570\u636e\u7684\u9635\u75db\uff0c\u4ee5\u6362\u53d6\u540e\u7eed\u957f\u671f\u7684\u6570\u636e\u6e05\u660e\u4e0e\u51b3\u7b56\u6548\u7387\u3002\u8fd9\u662f\u5bf9\u5e02\u573a\u6210\u719f\u5ea6\u7684\u4e00\u6b21\u6d4b\u8bd5\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\">Predflow AI<\/span>\n <\/div>\n<div class=\"comment-content\">Predflow is an AI agent for performance marketers. It tells you what’s happening with your ads, why it’s happening, and what to do next. Connect your Meta, Google, and Shopify accounts and get actionable recommendations on creatives, budget, and attribution in minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I’m Gautam, co-founder of Predflow. This is our third pivot.<\/p>\n<\/p>\n<p>Before this, we built a customer intelligence platform for D2C brands. Segmentation, retention, predictive audiences. It didn’t work. But every single brand we talked to had the same problem, and it had nothing to do with segmentation.<\/p>\n<\/p>\n<p>Their ads data was broken.<\/p>\n<\/p>\n<p>A brand would show me their Meta dashboard claiming 4.2x ROAS. Then they’d open Shopify and revenue was flat. Google was claiming credit for the same conversions. Three dashboards, three stories, but there was zero clarity.<\/p>\n<\/p>\n<p>I watched performance marketers spend hours every week trying to figure out why ROAS dropped, with no real answer. I watched founders ask “where did the money go?” and nobody could point to a number they trusted. I watched teams kill their best prospecting campaigns because last-click attribution made branded search look like the hero.<\/p>\n<\/p>\n<p>That’s the problem we set out to solve. But once we started digging, we found a deeper issue nobody talks about.<\/p>\n<\/p>\n<p>The data itself is messy before any tool even touches it.<\/p>\n<\/p>\n<p>Here’s what I mean. Every time someone clicks an ad and lands on your store, a little tag travels with them saying where they came from. These tags are typed in manually by whoever set up the campaign. Your marketing team types “Instagram.” Your agency types “IG.” Your affiliate partner types “NSD” because that’s their internal shorthand. Six months later, you have dozens of tags that mean the same thing but look completely different to any software reading them.<\/p>\n<\/p>\n<p>Now when you ask “how much revenue came from affiliates?”, every analytics tool gives you the wrong answer. Not because the tool is bad. Because it doesn’t know that “NSD” is your affiliate partner. That knowledge only exists in someone’s head.<\/p>\n<\/p>\n<p>We built a layer that fixes this. We call it a semantic layer. Think of it as a translation dictionary between what your raw data says and what it actually means in your business. You tell the system once: “NSD” means “Non-Stop Deals” and that’s an affiliate. “bik” and “bitespeed” are both the same retention tool. From that point on, every report, every AI answer, every dashboard uses the clean version. You set it up once, it applies everywhere.<\/p>\n<\/p>\n<p>On top of that clean data layer, we built three things:<\/p>\n<ol>\n<li>\n<p><strong>Attribution that actually reconciles.<\/strong> We connect to your ad accounts, your store through our own web pixel, and your analytics. Your attributed revenue can never exceed your actual revenue. When Meta says 25 orders and Shopify says 15, we show you the real number and why.<\/p>\n<\/li>\n<li>\n<p><strong>An AI agent that understands your business.<\/strong> Not a dashboard you stare at. An agent you ask questions. “Why did ROAS drop yesterday?” “How did innerwear CAC move month over month?” “Which campaigns should I kill?” It answers with real numbers because the data underneath is clean. A brand’s head of marketing asked ours for CAC broken down by innerwear vs outerwear over 12 months. The agent returned the answer instantly because the semantic layer already knew which of their 200+ SKUs belonged to each category.<\/p>\n<\/li>\n<li>\n<p><strong>Creative intelligence.<\/strong> It scores your ads, catches fatigue before it tanks your ROAS, and tells you which hooks are working and which aren’t. You can try this part for free right now at <a href=\"https:\/\/app.predflow.ai\/ad_comparator_app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/app.predflow.ai\/ad_comparator_app<\/a>, no signup needed.<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p>We built this for performance marketers, D2C brand operators, and agencies managing ad spend across Meta and Google. We have 8 paying customers onboarded, from brands spending $5K\/month to ones managing over $75K\/month. The feedback that keeps coming back: “This is the first time my numbers actually made sense.”<\/p>\n<\/p>\n<p>You can try it free at<a href=\"https:\/\/predflow.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/predflow.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">predflow.ai<\/a> or install directly on Shopify at<a href=\"https:\/\/apps.shopify.com\/predflow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"> <\/a><a href=\"http:\/\/apps.shopify.com\/predflow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">apps.shopify.com\/predflow<\/a>.<\/p>\n<\/p>\n<p>Would genuinely love your feedback. All of it helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gautam_borad1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gautam_borad1<\/a> Excited to see this live . <\/p>\n<p>But I am curious bout if the AI agent can identify entirely new audience segments or is it focused solely on optimizing the ones already running ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gautam_borad1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gautam_borad1<\/a> Congrats, quick question: for someone juggling Meta\/Google\/Shopify now, what’s the fastest semantic layer win to test before full setup? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks promising guys, congrats on the launch<\/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>Thank you <a href=\"https:\/\/www.producthunt.com\/@alara_akcasiz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alara_akcasiz<\/a> !! <\/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>Most dashboards just show you numbers and leave you guessing. We’re about to start running Meta and Google ads for our launch and the idea of getting actionable recommendations on creative and budget allocation from day one instead of burning through budget while we figure it out is really appealing. How much ad spend data does Predflow need before the recommendations become reliable? Like does it work for early campaigns with small budgets or does it need a certain volume first?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@ben_gend\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ben_gend<\/a> well it depends on which part you’re asking about.<\/p>\n<p>AI Creative scoring works from Day 1. Upload your creatives before you spend a dollar and Predflow will tell you what’s wrong with the hook, the CTA, the awareness stage fit, etc. That’s actually where most launch budgets get burned, and they are just fixable creative problems nobody caught. <\/p>\n<p>For budget allocation and other recommendations, you need a few weeks of data.<\/p>\n<p>The other thing that helps early-stage brands specifically: because your UTM data is clean from the start, you avoid the mess that most brands spend months trying to untangle later. And believe me its quite a task! Setting up the semantic layer before you launch means your Month 1 data is actually usable. Most brands come to us after the data is already broken.<\/p>\n<\/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>tagging inconsistency is such an underrated data quality problem. curious how you handle conflicting definitions when multiple teams set tags differently?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> great question! This is a hard problem to solve. First we surface every unique value alongside its count, then we let the brand define which mapping to take preference.<br \/>The harder edge case is when two teams have been using the same tag to mean different things. This one we genuinely can not resolve without a conversation with the brand. <br \/>For such problems we give the humans how hold the knowledge a clean interface to encode it once, so the Semantic Layer is consistent and clean.<\/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>Really like this shift from dashboards to actual decision-making support\u2013 understanding why something is happening and what to do next is where AI can bring the most value for marketers.<\/p>\n<\/p>\n<p>Connecting creatives, budget, and attribution into one feedback loop sounds especially powerful.<\/p>\n<\/p>\n<p>We also launched on Product Hunt today \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different domain, but very similar idea of turning complex signals into clear, actionable outcomes \ud83d\ude42<\/p>\n<\/p>\n<p>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>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>Congrats on shipping! Does the AI agent also suggest new audience segments or just optimize existing campaigns?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> ! Currently our agents optimize whats already running (existing campaigns). Budget allocation, creative fatigue, channel-level ROAS, root cause when something drops. <br \/>Audience segment suggestions are on the roadmap but we haven’t shipped that yet.<\/p>\n<p>What we do have is cohort-level analysis: new vs repeat customers by source, channel, product type, etc. <\/p>\n<p>This ends up surfacing a lot of the same insights indirectly. “Your Meta campaigns are acquiring first-time buyers at 3x the CAC of Google” is a budget insight but it’s also telling you something about who each channel is reaching.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/NAEAJGSCJBQ6OG\" class=\"app-title\">Metoro<\/a><\/p>\n<div class=\"one-liner\">AI SRE that detects, root causes & auto-fixes K8s incidents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">150<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Metoro\u662f\u4e00\u6b3eAI SRE\u5de5\u5177\uff0c\u4e13\u4e3aKubernetes\u73af\u5883\u8bbe\u8ba1\uff0c\u901a\u8fc7eBPF\u6280\u672f\u65e0\u4fb5\u5165\u91c7\u96c6\u9065\u6d4b\u6570\u636e\uff0c\u5b9e\u73b0\u4ece\u5b9e\u65f6\u6545\u969c\u68c0\u6d4b\u3001\u6839\u56e0\u5206\u6790\u5230\u81ea\u52a8\u751f\u6210\u4fee\u590dPR\u7684\u5168\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u89e3\u51b3\u4e86\u8fd0\u7ef4\u4eba\u5458\u624b\u52a8\u6392\u67e5\u751f\u4ea7\u4e8b\u6545\u6548\u7387\u4f4e\u4e0b\u3001\u7cfb\u7edf\u9065\u6d4b\u6570\u636e\u4e0d\u4e00\u81f4\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\/7ac2c0cc-64e6-4ae2-88e8-d22e077c24c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d71f2b1b-dabd-403f-9aec-3aee5394c889.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8b9b794-71b8-44b3-b8b2-b156681f64f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e13182f-40ae-45ae-8e97-2b28f0f88848.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/170f13df-75f9-4e8f-b49c-1d55331dbd39.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94ca95ca-3fc7-4875-86ac-a0a8a1c04346.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\/50880912-71a7-4925-b3e4-f4179dfd19af.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=QwGO-z95YPM\"><source src=\"https:\/\/www.youtube.com\/watch?v=QwGO-z95YPM\" 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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">Kubernetes<\/span><br \/>\n <span class=\"tag\">SRE<\/span><br \/>\n <span class=\"tag\">\u6545\u969c\u81ea\u6108<\/span><br \/>\n <span class=\"tag\">eBPF<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4fee\u590d<\/span><br \/>\n <span class=\"tag\">\u4e91\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u6839\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801\u4fb5\u5165<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u57fa\u4e8eeBPF\u63d0\u4f9b\u4e00\u81f4\u9065\u6d4b\u6570\u636e\u7684\u6280\u672f\u8def\u5f84\uff0c\u8ba4\u4e3a\u8fd9\u89e3\u51b3\u4e86AI\u8fd0\u7ef4\u7684\u5e95\u5c42\u6570\u636e\u53ef\u9760\u6027\u95ee\u9898\u3002\u4e3b\u8981\u5173\u5207\u70b9\u96c6\u4e2d\u5728\uff1a\u81ea\u52a8\u751f\u6210\u4fee\u590dPR\u7684\u5b89\u5168\u6027\u9a8c\u8bc1\u4e0e\u56de\u5f52\u98ce\u9669\uff1b\u5bf9\u590d\u6742\u3001\u8de8\u670d\u52a1\u6545\u969c\u7684\u5904\u7406\u80fd\u529b\uff1b\u6570\u636e\u9690\u79c1\u4e0e\u654f\u611f\u4fe1\u606f\u8fc7\u6ee4\uff1b\u4ee5\u53ca\u5982\u4f55\u964d\u4f4e\u8bef\u62a5\u548c\u4f53\u9a8c\u4ea7\u54c1\u5b9e\u9645\u6548\u679c\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 Metoro\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u534e\u4e3d\u7684\u201cAI\u544a\u8b66\u201d\u4eea\u8868\u76d8\uff0c\u800c\u8bd5\u56fe\u76f4\u51fb\u8fd0\u7ef4\u81ea\u52a8\u5316\u7684\u7ec8\u6781\u75db\u70b9\uff1a\u95ed\u73af\u4fee\u590d\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\uff0c\u5e76\u975eAI\u8bca\u65ad\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u901a\u8fc7eBPF\u5728\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u5c42\u7edf\u4e00\u201c\u5236\u9020\u201d\u6807\u51c6\u5316\u3001\u9ad8\u8d28\u91cf\u7684\u9065\u6d4b\u6570\u636e\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u5f53\u524d\u6df7\u4e71\u3001\u5272\u88c2\u7684\u53ef\u89c2\u6d4b\u6027\u73b0\u72b6\u7684\u4e00\u6b21\u201c\u5e95\u5c42\u9769\u547d\u201d\uff0c\u4e3a\u4e0a\u5c42AI\u5206\u6790\u63d0\u4f9b\u4e86\u7a33\u5b9a\u3001\u53ef\u4fe1\u7684\u201c\u71c3\u6599\u201d\uff0c\u4f7f\u5176\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u627f\u8bfa\u5177\u5907\u6280\u672f\u6839\u57fa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u53d7\u4e89\u8bae\u4e5f\u6700\u5177\u98ce\u9669\u7684\u73af\u8282\uff0c\u6b63\u662f\u5176\u4ef7\u503c\u4e3b\u5f20\u7684\u9876\u5cf0\u2014\u2014\u201c\u81ea\u52a8\u4fee\u590d\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5bf9\u6b64\u6709\u6e05\u9192\u8ba4\u77e5\uff0c\u91c7\u7528\u4e86\u201c\u4eba\u5728\u73af\u4e2d\u201d\u7684\u5ba1\u614e\u7b56\u7565\uff0c\u4ec5\u751f\u6210PR\u5efa\u8bae\u800c\u975e\u76f2\u76ee\u81ea\u52a8\u5408\u5e76\u3002\u8fd9\u66b4\u9732\u4e86\u5f53\u524dAI\u5728\u590d\u6742\u7cfb\u7edf\u8fd0\u7ef4\u4e2d\u7684\u6838\u5fc3\u5c40\u9650\uff1a\u5b83\u64c5\u957f\u57fa\u4e8e\u6a21\u5f0f\u7684\u5206\u6790\u4e0e\u5efa\u8bae\uff0c\u4f46\u6781\u5ea6\u7f3a\u4e4f\u5bf9\u7cfb\u7edf\u201c\u9690\u6027\u77e5\u8bc6\u201d\u3001\u4e1a\u52a1\u4e0a\u4e0b\u6587\u548c\u957f\u671f\u6280\u672f\u503a\u7684\u6df1\u5ea6\u7406\u89e3\u3002\u4e00\u4e2a\u201c\u6280\u672f\u4e0a\u6b63\u786e\u201d\u7684\u4fee\u590d\uff0c\u53ef\u80fd\u5f15\u53d1\u610f\u60f3\u4e0d\u5230\u7684\u7ea7\u8054\u53cd\u5e94\u3002\u56e0\u6b64\uff0cMetoro\u73b0\u9636\u6bb5\u66f4\u50cf\u4e00\u4e2a\u201c\u8d85\u7ea7\u526f\u9a7e\u9a76\u201d\uff0c\u5c06\u5de5\u7a0b\u5e08\u4ece\u7e41\u7410\u7684\u6570\u636e\u6536\u96c6\u548c\u521d\u6b65\u8bca\u65ad\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u805a\u7126\u4e8e\u6700\u7ec8\u51b3\u7b56\u4e0e\u98ce\u9669\u8bc4\u4f30\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6210\u529f\u7684\u5173\u952e\uff0c\u5c06\u53d6\u51b3\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5728\u590d\u6742\u6545\u969c\u573a\u666f\u4e0b\uff08\u5982\u8de8\u670d\u52a1\u3001\u90e8\u5206\u4fe1\u53f7\u7f3a\u5931\uff09\uff0c\u5176\u6839\u56e0\u5206\u6790\u7684\u51c6\u786e\u7387\u80fd\u5426\u6301\u7eed\u9ad8\u4e8e\u8d44\u6df1\u5de5\u7a0b\u5e08\uff1b\u4e8c\u662f\u5176\u201c\u4fee\u590d\u9a8c\u8bc1\u201d\u95ed\u73af\u7684\u6210\u719f\u5ea6\uff0c\u5373\u80fd\u5426\u5728\u90e8\u7f72\u540e\u5feb\u901f\u3001\u51c6\u786e\u5730\u8bc4\u4f30\u4fee\u590d\u6548\u679c\u5e76\u6267\u884c\u56de\u6eda\u3002\u5b83\u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u672a\u6765\uff0c\u4f46\u901a\u5f80\u201c\u81ea\u4e3b\u8fd0\u7ef4\u201d\u7684\u9053\u8def\u4e0a\uff0c\u4fe1\u4efb\u7684\u5efa\u7acb\u8fdc\u6bd4\u6280\u672f\u7684\u5c55\u793a\u66f4\u4e3a\u6f2b\u957f\u548c\u8270\u96be\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\">Metoro<\/span>\n <\/div>\n<div class=\"comment-content\">Metoro is an AI SRE for systems running in Kubernetes. Metoro autonomously monitors your environment, detecting incidents in real time. After it detects an incident it root causes the issue and opens a pull request to fix it. You just get pinged with the fix. Metoro brings its own telemetry with eBPF at the kernel level, that means no code changes or configuration required. Just a single helm install and you’re up and running in less than 5 minutes.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! We’re Chris & <a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> , the founders of Metoro.<\/p>\n<\/p>\n<p>We built Metoro because dealing with production issues is still far too manual.<\/p>\n<\/p>\n<p>Teams are shipping faster than ever with AI, but when something breaks, engineers still end up jumping between dashboards, logs, traces, infra state, and code changes just to figure out what happened and how to fix it.<\/p>\n<\/p>\n<p>We started working on this back in 2023 during YC\u2019s S23 batch, and learned a hard lesson from customers early on: generalized AI SRE doesn’t work reliably for two reasons.<\/p>\n<ol>\n<li>\n<p>Every system is different. The architecture is different. Some teams run on VMs, some on Lambdas, some on managed services, some on Kubernetes, others on mixtures of all of them.<\/p>\n<\/li>\n<li>\n<p>On top of that, telemetry is usually inconsistent. Some services have traces, some don\u2019t. Some have structured logs, some barely log at all. Metrics are named differently everywhere.<\/p>\n<\/li>\n<\/ol>\n<p>This means that teams need to spend weeks or even months generating system docs, adding runbooks, producing documentation and instrumenting services before the AI SRE can be useful. That wasn’t workable.<\/p>\n<\/p>\n<p>So we took a different approach.<\/p>\n<\/p>\n<p>With Metoro, we generate telemetry ourselves at the kernel level using <strong>eBPF<\/strong>. That gives us consistent telemetry out of the box with zero code changes required. No waiting around for teams to instrument services. No huge observability blind spots.<\/p>\n<\/p>\n<p>And because Metoro is built specifically for Kubernetes, the agent already understands the environment it\u2019s operating in. It doesn\u2019t need to learn a brand new architecture every time.<\/p>\n<\/p>\n<p>The result is an AI SRE that works out of the box in <strong>under 5 minutes<\/strong>.<\/p>\n<\/p>\n<p>We automatically monitor your infrastucture and applications, when we detect an issue we investigate and root cause it. When we have the root cause, we automatically generate a pull request to fix it, whether that’s application code or infrastructure configuration. <strong>Detect, root cause, fix<\/strong>.<\/p>\n<\/p>\n<p>We\u2019re really excited to be launching on Product Hunt today \ud83d\ude80<\/p>\n<\/p>\n<p>We\u2019d love for you to check it out, try it, and ask us anything. Whether that\u2019s about Metoro, Kubernetes observability, or AI in the SRE space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> <br \/>I\u2019ve been burned by ‘AI SRE’ promises before, but your approach to the data problem (eBPF) makes this actually feel technically grounded.. Really great to see<\/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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> eBPF is the part that made me stop here. Most tools in this space sound great until the data gets patchy. Starting with your own telemetry makes the whole thing feel a lot more believable.<\/p>\n<p>How often are teams merging the PR as is?<\/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\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> Congrats on the launch Metoro! Really impressed by the ambition here, an AI SRE that can spot, diagnose, and even fix Kubernetes incidents on its own feels like a big leap for platform and SRE teams.<\/p>\n<\/p>\n<p>I spent some time on the homepage and honestly found myself wanting to see the AI in action a bit more. The vision is clearly laid out, but I didn\u2019t get a strong sense of what the actual fixes look like or how smooth the whole process feels before signing up.<\/p>\n<\/p>\n<p>I\u2019m genuinely curious how are you planning to let new users experience the real power and speed of the AI early on? Would love to hear your thoughts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Where is telemetry data stored when using Metoro (cloud vs self-hosted)?<br \/>Do you support running on Azure Kubernetes Service (AKS), and are there any limitations?<\/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\/@anil_yucel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anil_yucel1<\/a> <\/p>\n<\/p>\n<p>Hey Anil \ud83d\ude42<\/p>\n<\/p>\n<p>So we offer three distinct hosting options:<\/p>\n<ol>\n<li>\n<p>Metoro Cloud – Fully managed by Metoro, Metoro manages the infrastructure in our environment. Telemtry data is stored in our cloud environment<\/p>\n<\/li>\n<li>\n<p>BYOC (Bring Your Own Cloud) – Managed by Metoro, hosted in your cloud – in your case in your Azure account. Telemetry data is stored in your cloud environment in buckets that you own but Metoro operates (Azure Blob Storage in your case)<\/p>\n<\/li>\n<li>\n<p>On Prem – Fully managed by you, we just provide support. Telemetry data is stored wherever you choose to host Metoro, we support cloud based storage options like s3 and Azure blob storage or disk based solutions too (SSDs are recommended)<\/p>\n<\/li>\n<\/ol>\n<p>Yep we fully support AKS, no limitations!<\/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>Does it work well with many scheduled jobs\/tasks for which the code is in a large monorepo?<\/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\/@alexander_zakon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_zakon<\/a> Yes!<\/p>\n<\/p>\n<p>So each k8s cronjob gets mapped to a service internally in Metoro. Then each service is assigned a codepath which is a combination of repository and source path. It looks something like:<\/p>\n<\/p>\n<pre><code>sourceRepo: <a href=\"https:\/\/github.com\/org\/repo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/org\/repo<\/a>\nsourcePath: \/src\/cmd\/... <\/code><\/pre>\n<\/p>\n<p>Metoro discovers those automatically by itself by comparing emitted logs, profiling information etc but you can also set it manually by setting an annotation on the pod or the CronJob itself <a href=\"https:\/\/metoro.io\/docs\/integrations\/github#option-1-using-kubernetes-annotations-recommended\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/metoro.io\/docs\/integrations\/github#option-1-using-kubernetes-annotations-recommended<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice! I think we could use this at Asteroid. I’m interested to know how you’ve thought about keeping it secure when things go wrong<\/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\/@joe_hewett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_hewett1<\/a> Thanks Joe!<\/p>\n<\/p>\n<p>Yep there’s a couple levels<\/p>\n<\/p>\n<p><strong>In cluster components<\/strong><\/p>\n<p>All of our monitoring is done out of process via eBPF which lives effectively isolated in the linux kernel. So lets say we have a bug, it isn’t possible for us to affect your services, worst case we wouldn’t be collecting telemetry.<\/p>\n<\/p>\n<p><strong>Data Security For The Agent<\/strong><\/p>\n<p>All agents run without internet access and have tight RBACs so they can only see specific subsets of data. This way it’s not possible for the agent to accidentally exfiltrate data<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Chris, that lesson about generalized AI SRE not working because every system is different and telemetry is inconsistent sounds like it came from real pain. Was there a specific customer or incident where you watched the AI completely miss the problem because the data just wasn\u2019t there or didn\u2019t line up?<\/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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> Yeah there were a bunch of times to be honest. The shape is a bit different each time but the cause is the same.<\/p>\n<\/p>\n<p>Super common example that it ran into was not knowing the “lore” behind a metric. One concrete example is this: The agent would work its way down through an investigation and would be arriving at the conclusion that there was a resource bottleneck for particular service. It would see that there is a metric: “cpu_utilization_serviceX” so it would query that. However that metric would have a “mode” attribute that has a bunch of different values.<\/p>\n<p>Looked like this:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0401c0f-6f88-48f2-918f-ccc2de7c34af.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>So in order to get actual utilization it needed to do a sum across all modes where the mode is not equal to idle.<\/p>\n<\/p>\n<p>The agent just wouldn’t know this (as you likely wouldn’t as an engineer without context) so it wouldn’t be able to nail down the root cause.<\/p>\n<\/p>\n<p>This is the sort of thing that consistent telemetry solves.<\/p>\n<\/p>\n<p>These instances add up and it’s a “death by 1000 papercuts” situation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 way you approached this with setting up consistent telemetry as a first step makes this very promising.<\/p>\n<\/p>\n<p>I wonder if I can also use it to monitor some longer term trends in the metrics?<\/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\/@alibi_yeslambek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alibi_yeslambek<\/a> For sure.<\/p>\n<\/p>\n<p>So by default the AI SRE sets up anomaly monitors on things we classify as golden metrics (think RED metrics and some infrastructure level signals). The anomaly monitors there run at different timescales, we have O(minutes), O(days) and O(weeks) right now. If anything breaches those thresholds then the agent will investigate, determine whether or not its noise and ping you if it actually is a problem.<\/p>\n<\/p>\n<p>You can also specify metrics that you want to have monitored manually if that’s more your style 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> Interesting direction. Most tools stop at alerts and dashboards, going into auto-fix is a big step. How do you handle edge cases where the issue isn\u2019t clearly defined or spans multiple services?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> <a href=\"https:\/\/www.producthunt.com\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <\/p>\n<p>Great question! If the issue spans multiple services, multiple investigation agents are spawned across the affected paths instead of assuming one service is the problem.<\/p>\n<p>They follow the dependency graph from eBPF-generated traces and investigate each branch using traces, logs, metrics, k8s state, deploy\/config diffs, and memory (what it already knows about that services behaviour). That lets us separate the first real failure from the downstream.<\/p>\n<p>If there is a clear initiating fault, we identify it. If there isn\u2019t, we surface the causal chain and candidate failure points with evidence instead of pretending there is one neat root cause.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> Generating telemetry at the kernel level with eBPF to remove the instrumentation overhead is a strong approach. That part makes a lot of sense, especially given how inconsistent telemetry can be across services and teams.<\/p>\n<p>The part that feels much harder is the auto-fix layer. In real systems, issues are rarely isolated. You often have partial signals, cascading failures, or symptoms that look like root causes. In those cases, even getting the diagnosis right is non-trivial, let alone generating a fix that is safe to apply.<\/p>\n<p>How do you validate that a generated PR is actually safe in production and not just technically correct in isolation? For example, avoiding cases where the fix resolves one symptom but introduces regressions elsewhere or conflicts with existing infra assumptions.<\/p>\n<p>I\u2019ve been working in a similar space on the code side with Codoki.ai (AI code review and automated fixes), and even at that level, ensuring suggestions are reliable and not contextually wrong is a constant challenge, especially as systems get larger and more complex. So pushing this into infra-level auto-remediation is a big step.<\/p>\n<p>Would be interesting to understand how you\u2019re handling validation, rollback strategies, or confidence scoring before applying fixes.<\/p>\n<p>Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> <a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Thanks Muhammad!<\/p>\n<p>Really good question and I agree, code fixes are one of the hardest parts. To be clear, we don\u2019t do blind auto-remediation.<br \/>Metoro is human-in-the-loop: it investigates the issue, identifies the likely initiating failure, and then suggests a code fix (which you can open a PR) for an engineer to review or for a coding agent to work on it further. We do this very intentionally to make sure that the fixes go through the same safety mechanisms that a normal release would go through. <\/p>\n<p>To reduce the risk, the suggestion is grounded in eBPF telemetry, topology, infra context, recent deploys\/config changes, and the actual code path, so we are not just reacting to one noisy symptom. Its crossed checked against telemetry, infra and code.<br \/>Then once the change is deployed, we verify the rollout against production telemetry to see whether it actually resolved the issue or caused regressions (the ai deployment verification feature).<\/p>\n<p>It\u2019s not a fully autonomous remediation system yet, but it is designed to get teams 80%+ of the way to resolution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> and <a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> Good stuff! In my experience, you\u2019re spot on about how heterogeneous and inconsistent observability is in practice. I\u2019m going to try it out and might ping you for a chat.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ece_kayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ece_kayan<\/a> <a href=\"https:\/\/www.producthunt.com\/@shrir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrir<\/a> Amazing, thanks Shrirang!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, looking forward to trying it.<\/p>\n<p>Is it just kubernetes or does it also work on apps too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saturnin_pugnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saturnin_pugnet<\/a> So if those apps are running in Kubernetes then we work on those too. We hook into the source code via a github integration so we can debug application level issues too.<\/p>\n<\/p>\n<p>The classic use case is that a bad deploy ships, we can see exactly which parts of the code change and deeply investigate the endpoints that have been changed to understand if there’s an actual regression based on our telemetry<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 s23 batch background. it\u2019s clear you guys learned a lot from the ‘generalized ai’ failure. how does the agent handle ‘false positives’ in a noisy environment where some services are naturally spikey?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> Thanks Vikram!<\/p>\n<\/p>\n<p>So we’ve had to address this problem a lot right now with quite a few of our customers. <\/p>\n<\/p>\n<p>Essentially we apply anomaly detection to remove a lot of the baseline of 20% of the requests to this service generally result in a 5XX response.<\/p>\n<\/p>\n<p>Then after that, the agent will run an investigation to see why a spike happened. When we find the root cause we create an ‘issue’. Now next time we run an investigation we check to see if the root cause of that issue was a recurrence of any other issue. If it is then we just add it as a recurrence of that issue. We dont ping teams for issues that recur frequently so we reduce the noise that way.<\/p>\n<\/p>\n<p>This keeps the list of actual issues small and concise so you can see what issues you need to address. You can quickly see “this issue recurred 20 times in the last 3 days” so we should probably address it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a very compelling direction, moving from observability to actual autonomous remediation is a huge step for SRE workflows.<\/p>\n<p>Love the idea of going from detection \u2192 root cause \u2192 PR with a fix, especially without requiring code changes. The eBPF + zero-config setup makes it even more impressive.<\/p>\n<p>We also launched on Product Hunt today \u2014 building Ogoron, an AI system that automatically generates and maintains test coverage as products evolve. Different part of the lifecycle, but very aligned in spirit: reducing the manual overhead of keeping complex systems reliable \ud83d\ude42<\/p>\n<\/p>\n<p>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\/@yanakazantseva1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanakazantseva1<\/a> Thanks Yana, best of luck with your launch too! Ogoron seems pretty cool \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>AI SRE using eBPF to collect telemetry definitely seems like the way to go – I was dreaming of such a solution, could you onboard me <a href=\"https:\/\/www.producthunt.com\/@chrisbattarbee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrisbattarbee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrisbattarbee<\/a> ? Looks amazing would love to have a chat and test it !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_vidal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_vidal<\/a> Thanks Paul!<\/p>\n<\/p>\n<p>For sure, onboarding is however you like! Either just install it yourself (after logging in you’ll be given the single helm command) or if you book a meeting here <a href=\"https:\/\/cal.com\/team\/metoro\/engineer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/team\/metoro\/engineer<\/a> I’ll be sure to pick it up and run you through it \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>Looks promising!! Can’t wait to try this out. Quick question: If eBPF can see all requests in the cluster, how do you avoid accidentally collecting or shipping sensitive data from them? That\u2019d be one of my first concerns in prod.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abin_paul1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abin_paul1<\/a> Hey Abin, good question. So for each protocol we only pull out known non-sensitive parts of the request.<\/p>\n<\/p>\n<p>As an example, think http.<\/p>\n<\/p>\n<p>We dont export all headers for example or the body, but we do export URL parameters, path, url etc<\/p>\n<\/p>\n<p>Effective each protocol has a default allow list which you can augment yourself.<\/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 autonomy angle is appealing. my concern is auto-PRs that fix one incident and quietly regress something else – without a human gate somewhere, that’s a hard failure category to catch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> For sure we definitely agree with you. That’s one of the main reasons behind using PRs in the first place, before the PR is merged you should definitely be reviewing or using tooling to help verify the PR (like all the other PRs!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YK4QWZXVB3JI4X\" class=\"app-title\">Mailero<\/a><\/p>\n<div class=\"one-liner\">Turn support emails into tickets <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">138<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mailero\u662f\u4e00\u6b3e\u6781\u7b80\u7684\u90ae\u4ef6\u4f18\u5148\u5de5\u5355\u7cfb\u7edf\uff0c\u8ba9\u72ec\u7acb\u521b\u59cb\u4eba\u7b49\u7528\u6237\u65e0\u9700\u590d\u6742\u8bbe\u7f6e\uff0c\u4ec5\u901a\u8fc7\u8f6c\u53d1\u6536\u4ef6\u7bb1\u90ae\u4ef6\u5373\u53ef\u5feb\u901f\u7ba1\u7406\u5ba2\u6237\u652f\u6301\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5e2e\u52a9\u53f0\u8f6f\u4ef6\u529f\u80fd\u81c3\u80bf\u3001\u4e0a\u624b\u95e8\u69db\u9ad8\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\/45f766f0-ee2e-4841-a19b-5a9f8b68eb50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a567ed3-a738-4f88-ae50-5faea5ee3245.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f2be053f-12c4-4752-80cf-3ae4b6944dbd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce1400e8-1f1a-4eff-a5d8-ed2ea74a7cb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f7f927e-6bc1-44cb-8077-bd6f0fc49584.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a098b48-dc64-4b97-8208-b595d099b140.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\">Email<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5ba2\u6237\u652f\u6301\u5de5\u5355<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6781\u7b80\u4e3b\u4e49<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u521b\u59cb\u4eba<\/span><br \/>\n <span class=\"tag\">\u6b27\u76df\u6258\u7ba1<\/span><br \/>\n <span class=\"tag\">GDPR\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e2e\u52a9\u53f0<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u8f6c\u53d1\u5373\u521b\u5efa\u201d\u7684\u6781\u7b80\u7406\u5ff5\u3002\u4e3b\u8981\u7591\u95ee\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u8fc7\u6ee4\u5783\u573e\u90ae\u4ef6\u3001\u662f\u5426\u652f\u6301\u4e0eJIRA\/Notion\u7b49\u5de5\u5177\u96c6\u6210\u3001\u56de\u590d\u90ae\u4ef6\u65f6\u7684\u53d1\u4ef6\u4eba\u663e\u793a\u95ee\u9898\u3001\u662f\u5426\u5177\u5907\u57fa\u7840\u81ea\u52a8\u5316\u6807\u7b7e\u529f\u80fd\uff0c\u4ee5\u53ca\u5bf9\u5176\u5185\u90e8\u4f18\u5148\u7ea7\u548c\u8ddf\u8e2a\u673a\u5236\u7684\u63a2\u8ba8\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 Mailero\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u771f\u5b9e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u538c\u6076\u91cd\u578b\u5e2e\u52a9\u53f0\u3001\u8ffd\u6c42\u7edd\u5bf9\u7b80\u6d01\u7684\u5fae\u578b\u56e2\u961f\uff08\u5c24\u5176\u662f\u72ec\u7acb\u521b\u59cb\u4eba\uff09\u3002\u5176\u201c\u90ae\u4ef6\u4f18\u5148\u201d\u7684\u6838\u5fc3\u903b\u8f91\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u51fa\u8272\u7684\u4ea7\u54c1\u54f2\u5b66\u5b9e\u8df5\u2014\u2014\u5b83\u4e0d\u505a\u52a0\u6cd5\uff0c\u800c\u662f\u505a\u51cf\u6cd5\uff0c\u5c06\u5de5\u5355\u7cfb\u7edf\u5f3a\u884c\u62c9\u56de\u6700\u539f\u59cb\u7684\u901a\u4fe1\u5a92\u4ecb\uff08\u90ae\u4ef6\uff09\u4e0a\u64cd\u4f5c\uff0c\u4ee5\u6b64\u5151\u73b0\u201c\u96f6\u8bbe\u7f6e\u201d\u7684\u627f\u8bfa\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u7528\u4e00\u79cd\u201c\u9000\u5316\u201d\u6765\u5b9e\u73b0\u4f53\u9a8c\u7684\u201c\u8fdb\u5316\u201d\uff0c\u5de7\u5999\u5730\u5c06\u7528\u6237\u5df2\u6709\u7684\u90ae\u4ef6\u4e60\u60ef\u8f6c\u5316\u4e3a\u4ea7\u54c1\u4f18\u52bf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u6781\u7b80\u4e3b\u4e49\u65e2\u662f\u5176\u5229\u5203\uff0c\u4e5f\u662f\u5176\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u4e00\u65e6\u5f00\u59cb\u8ba4\u53ef\u5176\u57fa\u7840\u4ef7\u503c\uff0c\u9700\u6c42\u4fbf\u4f1a\u81ea\u7136\u751f\u957f\uff1a\u5783\u573e\u90ae\u4ef6\u8fc7\u6ee4\u3001\u5916\u90e8\u5de5\u5177\u96c6\u6210\u3001\u81ea\u52a8\u5316\u6807\u7b7e\u2026\u2026\u8fd9\u4e9b\u6070\u6070\u662f\u5b83\u8bd5\u56fe\u6452\u5f03\u7684\u201c\u590d\u6742\u529f\u80fd\u201d\u3002\u8fd9\u63ed\u793a\u4e86\u4ea7\u54c1\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u5b83\u670d\u52a1\u4e8e\u201c\u538c\u6076\u590d\u6742\u201d\u7684\u7528\u6237\uff0c\u4f46\u7528\u6237\u4e1a\u52a1\u4e00\u65e6\u7a0d\u6709\u53d1\u5c55\uff0c\u590d\u6742\u6027\u9700\u6c42\u4fbf\u4e0d\u53ef\u907f\u514d\u3002\u4ea7\u54c1\u76ee\u524d\u7684\u5b9a\u4f4d\u66f4\u50cf\u4e00\u4e2a\u201c\u652f\u6301\u5165\u53e3\u4e2d\u8f6c\u7ad9\u201d\uff0c\u800c\u975e\u5b8c\u6574\u7684\u652f\u6301\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u6216\u8bb8\u4e0d\u5728\u4e8e\u529f\u80fd\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u4f5c\u4e3a\u4e00\u9762\u955c\u5b50\uff0c\u6620\u7167\u51fa\u4e3b\u6d41SaaS\u5de5\u5177\u666e\u904d\u5b58\u5728\u7684\u201c\u529f\u80fd\u8513\u5ef6\u75c7\u201d\u3002Mailero\u7684\u6210\u529f\uff08\u4ecePH\u70ed\u5ea6\u770b\uff09\u8bc1\u660e\u4e86\u5e02\u573a\u5b58\u5728\u5bf9\u201c\u5c11\u5373\u662f\u591a\u201d\u7684\u5f3a\u70c8\u6e34\u671b\u3002\u4f46\u5b83\u672a\u6765\u7684\u6311\u6218\u4e5f\u540c\u6837\u6e05\u6670\uff1a\u5982\u4f55\u5728\u4fdd\u6301\u6781\u7b80\u7075\u9b42\u7684\u540c\u65f6\uff0c\u4f18\u96c5\u5730\u5e94\u5bf9\u7528\u6237\u589e\u957f\u5fc5\u7136\u5e26\u6765\u7684\u529f\u80fd\u9700\u6c42\uff1f\u662f\u575a\u5b88\u5229\u57fa\uff0c\u6210\u4e3a\u7279\u5b9a\u4eba\u7fa4\u7684\u631a\u7231\u5de5\u5177\uff0c\u8fd8\u662f\u9010\u6b65\u6269\u5c55\uff0c\u6ed1\u5411\u5b83\u66fe\u7ecf\u53cd\u5bf9\u7684\u201c\u590d\u6742\u201d\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u8d77\u70b9\u201d\u4ea7\u54c1\uff0c\u5b8c\u7f8e\u9002\u914d\u4ece0\u52301\u7684\u521d\u521b\u72b6\u6001\u3002\u4f46\u7528\u6237\u548c\u521b\u59cb\u4eba\u90fd\u9700\u8981\u601d\u8003\uff1a\u5f53\u4e1a\u52a1\u4ece1\u8d70\u541110\uff0c\u662fMailero\u5e94\u8be5\u6539\u53d8\uff0c\u8fd8\u662f\u7528\u6237\u5230\u4e86\u8be5\u201c\u6bd5\u4e1a\u201d\u7684\u65f6\u5019\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\">Mailero<\/span>\n <\/div>\n<div class=\"comment-content\">Most helpdesks are overkill. Mailero lets you manage customer support directly from email \u2014 just forward your inbox and start replying to tickets instantly. No setup, no complex workflows, no bloated features. Built for solo founders who want fast, simple support. EU hosted and GDPR compliant.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I built Mailero because every time I needed a helpdesk, it felt like overkill.<\/p>\n<p>Tools like Zendesk or Intercom are powerful, but as a solo founder I just wanted something simple:<br \/>\n\u2192 forward support emails<br \/>\n\u2192 reply<br \/>\n\u2192 stay organized<\/p>\n<p>No setup, no workflows, no dashboards I don\u2019t need.<\/p>\n<p>So I built Mailero \u2014 a minimal email-first ticketing system.<\/p>\n<p>You just forward your inbox and start replying to tickets instantly.<\/p>\n<p>It\u2019s designed specifically for solo founders who want to handle support without adding complexity.<\/p>\n<p>I\u2019d really love your feedback \u2014 especially:<br \/>\n\ud83d\udc49 What feels unnecessary?<br \/>\n\ud83d\udc49 What\u2019s missing for your workflow?<\/p>\n<p>Thanks for checking it out \ud83d\ude4c<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mazirar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazirar<\/a> I\u2019m curious how you handle spam emails. <\/p>\n<\/p>\n<p>The biggest headache for me with my helpdesk is all the marketing emails I get every day. I never signed up for them, and no matter what I do, they keep coming. Deleting them takes up so much of my 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\/@mazirar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mazirar<\/a> Congrats on the launch! As a solo founder juggling multiple inboxes, do you see easy ways to tag\/route tickets from different domains without workflows? Super curious on that front.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Superrrr!!! Is there an integration with JIRA and Notion? Our Tech uses JIRA while the product team uses Notion. It’d help if we could reroute engineering tickets on JIRA and product\/UX issues on a basic task manager.<br \/>Best of luck! Rooting for you guys!<\/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\/@richard_andrews4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_andrews4<\/a> Woah, an integration with Notion could be a game changer. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@richard_andrews4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@richard_andrews4<\/a> this. Or linear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 you handling things like prioritisation or tracking ongoing issues without the typical helpdesk 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\/@becky_gaskell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@becky_gaskell<\/a> Great question \ud83d\udc4b<\/p>\n<p>The goal with Mailero isn\u2019t to remove structure \u2014 it\u2019s to remove unnecessary complexity.<\/p>\n<p>Instead of workflows, we keep things simple but effective:<\/p>\n<p>\u2022 Each email becomes a ticket with a clear status (open, closed, etc.)<br \/>\u2022 You can set priorities and categories to organize what matters<br \/>\u2022 Conversations are threaded, so you always have full context<br \/>\u2022 There\u2019s a clear \u201cawaiting reply\u201d vs \u201cneeds action\u201d view to track ongoing issues<\/p>\n<p>So you still get visibility and control, just without automation rules or workflow builders.<\/p>\n<p>Curious \u2014 what kind of tracking or prioritization do you rely on today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the idea… too often in the past I’ve thought can’t I just email this to create a support ticket why do I need to goto a web form to re-submit my issue again<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sweet… The “just forward your inbox” mechanic is genuinely clever… most helpdesk tools make you rebuild your whole email setup before you can reply to a single customer… this is the opposite of that.<\/p>\n<\/p>\n<p>Curious how the reply side actually works though… when you respond to a ticket inside mailero, does the customer see it coming from your original email address or from a mailero one? that’d matter a lot to me. keeping it feeling like a direct reply rather than a ticketing system autoresponse is half the reason to avoid the big tools in the first place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Will this bloat the inbox? What do you think?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the philosophy behind Mailero \u2014 \u00abno setup, no complex workflows\u00bb is music to my ears! Congrats on the launch!<\/p>\n<\/p>\n<p>Quick question: Does Mailero offer any basic automation or tagging features? Could I auto\u2011tag all emails coming from a specific campaign or UTM source to track support volume by channel?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Get started button is not working? <a href=\"https:\/\/mailero.com\/pricing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mailero.com\/pricing<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saaswarrior\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saaswarrior<\/a> It works for me.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QSRVPZX57V7J67\" class=\"app-title\">Ogoron<\/a><\/p>\n<div class=\"one-liner\">Your best QA team \u2014 9x faster, 20\u0445 cheaper<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ogoron\u662f\u4e00\u6b3e\u7aef\u5230\u7aefAI\u9a71\u52a8\u7684QA\u81ea\u52a8\u5316\u5e73\u53f0\uff0c\u901a\u8fc7\u7406\u89e3\u4ea7\u54c1\u4ee3\u7801\u3001\u81ea\u52a8\u751f\u6210\u548c\u7ef4\u62a4\u6d4b\u8bd5\uff0c\u5728\u8f6f\u4ef6\u5feb\u901f\u8fed\u4ee3\u7684\u89c4\u6a21\u5316\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u53d1\u5e03\u901f\u5ea6\u3001\u7a33\u5b9a\u6027\u548cQA\u4eba\u529b\u6210\u672c\u4e4b\u95f4\u96be\u4ee5\u6743\u8861\u7684\u6838\u5fc3\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\/9db6df4b-d894-4385-aeec-071a73c875ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47937cbb-9cf2-471e-a4f2-5bfee99794a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00ab6723-761a-462c-a621-2951dc3f1a72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5e71047-4c38-4262-84ba-1811f7eebfd1.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\/4701f09a-5c95-4704-826a-45383baa703a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/6yLAzYT8wHw\"><source src=\"https:\/\/youtu.be\/6yLAzYT8wHw\" 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\">Software Engineering<\/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\u6d4b\u8bd5\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316QA<\/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\">\u6d4b\u8bd5\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">\u6301\u7eed\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u7814\u53d1\u6548\u80fd<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">DevOps<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u63a7\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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u6d4b\u8bd5\u7a33\u5b9a\u6027\uff08\u5982\u4f55\u5904\u7406UI\u53d8\u66f4\u5bfc\u81f4\u7684\u6d4b\u8bd5\u5931\u6548\uff09\u3001\u6570\u636e\u5b89\u5168\uff08\u4ee3\u7801\u662f\u5426\u5916\u4f20\uff09\u3001\u90e8\u7f72\u6a21\u5f0f\uff08\u662f\u5426\u652f\u6301\u6df7\u5408\/\u672c\u5730\u90e8\u7f72\uff09\u3001\u5b9e\u9645\u8fb9\u754c\uff08\u80fd\u5426\u771f\u6b63\u66ff\u4ee3QA\u5de5\u7a0b\u5e08\uff09\u3002\u56e2\u961f\u56de\u590d\u5766\u8bda\uff0c\u627f\u8ba4\u5f53\u524d\u67b6\u6784\u4f9d\u8d56\u5916\u90e8LLM\uff0c\u5e76\u89e3\u91ca\u4e86\u6a21\u7cca\u573a\u666f\u7684\u5904\u7406\u903b\u8f91\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 Ogoron\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u6d4b\u8bd5\u751f\u6210\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u91cd\u5851QA\u6d41\u7a0b\u7684\u201c\u751f\u4ea7\u5173\u7cfb\u201d\u3002\u5b83\u5ba3\u79f0\u66ff\u4ee3\u7cfb\u7edf\u5206\u6790\u5e08\u3001\u6d4b\u8bd5\u5206\u6790\u5e08\u548cQA\u5de5\u7a0b\u5e08\u4e09\u79cd\u89d2\u8272\uff0c\u672c\u8d28\u662f\u5c06QA\u4ece\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u5de5\u7ecf\u9a8c\u5224\u65ad\u7684\u201c\u624b\u827a\u6d3b\u201d\uff0c\u8f6c\u53d8\u4e3a\u7531AI\u9a71\u52a8\u3001\u57fa\u4e8e\u4ee3\u7801\u548c\u5236\u54c1\u8fdb\u884c\u6301\u7eed\u63a8\u7406\u7684\u201c\u6807\u51c6\u5316\u6d41\u7a0b\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u58c1\u5792\u53ef\u80fd\u5e76\u975e\u5f53\u4e0b\u5c55\u793a\u7684\u6d4b\u8bd5\u751f\u6210\u80fd\u529b\uff0c\u800c\u662f\u5176\u58f0\u79f0\u7684\u201c\u7406\u89e3\u4ea7\u54c1\u201d\u548c\u201c\u7ef4\u62a4\u6d4b\u8bd5\u201d\u7684\u95ed\u73af\u7cfb\u7edf\u2014\u2014\u5373\u9762\u5bf9\u4ea7\u54c1\u53d8\u66f4\u65f6\uff0c\u80fd\u81ea\u52a8\u533a\u5206\u662f\u7f3a\u9677\u8fd8\u662f\u6d4b\u8bd5\u8fc7\u671f\uff0c\u5e76\u5c1d\u8bd5\u81ea\u6211\u4fee\u590d\u3002\u8fd9\u76f4\u51fb\u4e86\u81ea\u52a8\u5316\u6d4b\u8bd5\u9886\u57df\u6700\u5927\u7684\u6210\u672c\u9677\u9631\uff1a\u7ef4\u62a4\u6210\u672c\u9ad8\u4e8e\u521b\u5efa\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c9\u500d\u901f\u300120\u500d\u4fbf\u5b9c\u201d\u7684\u4e50\u89c2\u627f\u8bfa\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6a21\u7cca\u5730\u5e26\u5904\u7406\u201d\u3001\u201c\u6570\u636e\u4e0d\u51fa\u5883\u201d\u548c\u201c\u6df7\u5408\u90e8\u7f72\u201d\u7684\u8d28\u7591\uff0c\u6070\u6070\u63ed\u793a\u4e86\u5176\u4f5c\u4e3aSaaS+LLM\u4f9d\u8d56\u578b\u4ea7\u54c1\u7684\u73b0\u5b9e\u8f6f\u808b\uff1a\u5728\u9ad8\u5ea6\u5b9a\u5236\u5316\u3001\u5f3a\u76d1\u7ba1\u6216\u903b\u8f91\u6781\u5176\u590d\u6742\u7684\u573a\u666f\u4e0b\uff0cAI\u7684\u201c\u7f6e\u4fe1\u5ea6\u201d\u4f1a\u6025\u5267\u4e0b\u964d\uff0c\u6700\u7ec8\u4ecd\u9700\u4eba\u5de5\u88c1\u51b3\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u4e0d\u77e5\u75b2\u5026\u3001\u6c34\u5e73\u5728\u7ebf\u7684\u201c\u521d\u7ea7QA\u519b\u56e2\u201d\uff0c\u80fd\u6781\u5927\u63d0\u5347\u57fa\u7ebf\u6d4b\u8bd5\u8986\u76d6\u7387\u548c\u56de\u5f52\u6548\u7387\uff0c\u5c06\u4eba\u7c7b\u4e13\u5bb6\u4ece\u91cd\u590d\u52b3\u52a8\u4e2d\u89e3\u653e\uff0c\u53bb\u5904\u7406\u66f4\u590d\u6742\u7684\u903b\u8f91\u4e0e\u6a21\u7cca\u8fb9\u754c\u3002\u4f46\u201c\u66ff\u4ee3\u201d\u6574\u4e2a\u56e2\u961f\u4e3a\u65f6\u5c1a\u65e9\uff0c\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u201c\u81ea\u6211\u4fee\u590d\u201d\u7b97\u6cd5\u5728\u771f\u5b9e\u590d\u6742\u573a\u666f\u4e0b\u7684\u6709\u6548\u6bd4\u4f8b\uff0c\u4ee5\u53ca\u80fd\u5426\u6784\u5efa\u8d77\u8ba9\u7528\u6237\u653e\u5fc3\u4ea4\u51fa\u4ee3\u7801\u6838\u5fc3\u8d44\u4ea7\u7684\u4fe1\u4efb\u4f53\u7cfb\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\">Ogoron<\/span>\n <\/div>\n<div class=\"comment-content\">Releasing fast shouldn\u2019t mean breaking things. As your product grows, Ogoron takes over your QA process end\u2011to\u2011end. It understands your product, generates and maintains tests, and continuously validates every change – replacing a systems analyst, test analyst, and QA engineer. Get predictable releases, fewer bugs in production, and full coverage without manual effort. Ship faster. Stay in control. Break nothing<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Greetings, Product Hunt! I\u2019m Elena, Marketing Lead at Ogoron.<\/p>\n<p>Let\u2019s talk about a universal pain point: as your product scales, every deploy becomes riskier. Regressions creep in, testing slows you down, and scaling QA gets expensive. It feels like you\u2019re choosing between speed and stability.<br \/>\nWe built Ogoron to break that trade\u2011off. It acts as your full QA team: understanding your product, generating and maintaining tests, and validating every change.<\/p>\n<p>With Ogoron, you get:<br \/>\n\u2022 Predictable, fast releases<br \/>\n\u2022 Fewer bugs in production<br \/>\n\u2022 Great test coverage (no manual work)<br \/>\n\u2022 No need to hire more QA staff<\/p>\n<p>Ship faster. Stay in control. Break nothing. We\u2019d love your feedback!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elena_nimchenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elena_nimchenko<\/a> Kudos on the launch. How does Ogoron handle flaky tests or UI changes that break coverage over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We had a rather vivid discussion in the team on how to best run Ogoron trials on Product Hunt. The result is that we provide two modes:<\/p>\n<p>– Bring Your Own Key. Use your own OpenAI API key during the trial, without limitations.<br \/>– Use an Ogoron-managed OpenAI API key during the trial. This has somewhat limited functionality but hopefully lets understant the product utility.<\/p>\n<p>I am eager to hear the pros and cons of these approaches from the Product Hunt community<\/p>\n<\/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\/@nick_mikhailovsky1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_mikhailovsky1<\/a> BYOK makes sense for power users, but I\u2019d optimize for a frictionless first experience with a managed key and move people to BYOK after they see value.<\/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>Hi everyone! I\u2019m the Chief Marketing Officer at Ogoron <\/p>\n<p>We built this product to change how we ship. As a team with a strong development background, we were tired of slow releases, constant regression risks, and heavy QA cycles.<\/p>\n<p>So over the last few months, we created a tool that reads your code, generates test cases, and keeps regression coverage up to date. Now we ship features to production faster, with close to zero bugs, and no longer think about scaling our QA team.<\/p>\n<p>Would love to hear your thoughts and really appreciate your support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>bold claim. curious where this breaks – QA automation typically hits hard exceptions fast when scope expands. what’s the failure recovery model?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> That is a very fair question. Hard exceptions are a real limit for QA automation, especially as scope expands.<\/p>\n<p> <\/p>\n<p>Our view is fairly pragmatic: the boundary is reached when the correct behavior cannot be reliably reconstructed from the available artifacts \u2013 code, tests, specs, documentation, and the behavior of the product itself.<\/p>\n<p> <\/p>\n<p>So our recovery model is to recover automatically where the system can establish a high-confidence truth, and surface ambiguity when it cannot. In practice, that means Ogoron can adapt a lot of standard cases on its own, but in genuinely disputed or under-specified situations it asks the user to resolve them explicitly rather than pretending certainty.<\/p>\n<p> <\/p>\n<p>A big part of the product is expanding that high-confidence zone over time \u2013 from general web patterns to increasingly domain-specific behaviors<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!<\/p>\n<p>Can I opt out of any data sharing for product improvement? We can’t allow any data to leave our network<\/p>\n<p>Tnx!<\/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\/@konstantinkz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinkz<\/a> Thanks \u2013 in the standard managed setup, some data does pass through our infrastructure, and requests currently also go to OpenAI as the external LLM provider.<\/p>\n<\/p>\n<p>So if your requirement is that absolutely no data leaves your network, we should be transparent: we do not fully support that today. We can discuss deployment on your own infrastructure, but external LLM calls still remain part of the current architecture<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool! the bit that caught my attention is the test maintenance claim. most AI testing tools i’ve tried are decent at generating tests, but they go stale fast. and then you’re spending more time fixing the tests than fixing the product. curious how Ogoron handles it when the UI changes significantly, like a nav restructure or a renamed flow? does it detect drift automatically, or does someone still need to nudge it? that’s genuinely the hardest part of QA automation in my experience, so would love to know how you’ve tackled it.<\/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\/@fraser_svg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fraser_svg<\/a> Thank you for the great question!<\/p>\n<p>When some tests fail you run <\/p>\n<pre><code>ogoron heal<\/code><\/pre>\n<p>It puts every failed test into one of three classes: <\/p>\n<ul>\n<li>\n<p>code bug<\/p>\n<\/li>\n<li>\n<p>test bug<\/p>\n<\/li>\n<li>\n<p>unsure<\/p>\n<\/li>\n<\/ul>\n<p>Test bugs are then fixed by Ogoron<\/p>\n<\/p>\n<p>The bugs in “unsure” state need human review. Our experience with pilot customers show 10% to 50% tests fall into this category, depending on a project. Our experience also show that about 15% of the failures are incorrectly classified. <\/p>\n<p>Once a human have put the failed tests into test bug category, they can be fixed by Ogoron. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yanakazantseva1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yanakazantseva1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanakazantseva1<\/a> Congrats on the launch! <\/p>\n<p>Yana from Ogoron came and left a genuinely thoughtful comment on our AgentPulse launch today, on their own launch day. That kind of generosity says everything about the people building this. The product speaks for itself too, automated test coverage that keeps up as your product evolves is one of those things you don’t realize you desperately need until you have it. Wishing you all the best today<\/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\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Thank you so much \u2013 that really means a lot to our team.<\/p>\n<p>We really appreciate your kind words. Wishing AgentPulse a great launch 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@umar_lateef\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@umar_lateef<\/a> Thank you so much, Umar \u2014 this truly means a lot to me \ud83d\udc9b<\/p>\n<\/p>\n<p>I really believe that supporting each other, especially on important days like launches, is what makes this community so special.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 finished the Ogoron trial – very impressed! Setup took just a couple of hours with your template. It caught two long\u2011standing bugs we\u2019d missed. The dashboard is clear and JUnit XML export worked perfectly. Moving to the paid plan – thanks for a great tool!<\/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> Looks amazing! Watching the video now<\/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> Looks amazing! Watching the video<\/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>Hi! Can this actually replace QA engineers or just assist them?<\/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\/@lida_vengerskaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lida_vengerskaya<\/a> Great question! The pattern we observed the most is that with Ogoron, manual testers get into automated testing, but further QA hiring at our customers stales.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it learn from past bugs to improve future test generation? We had a recurring issue with timezone handling – would it catch that next 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artem_galeev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_galeev<\/a> Thank you for the great question! You correctly noted that Ogoron generates tests but don’t run the tests by itself. And in a strong ML sense it does not learn from the bugs. But all the tests and their results eventually get into the context Ogoron uses, so in a sense it does learn<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can it handle repos with a history of 10 000+ commits? We\u2019ve been building our app for 5 years.<\/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\/@alibekovand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alibekovand<\/a> Good question. A long commit history by itself is usually not a serious issue.<\/p>\n<p>Most codebases can be read progressively, layer by layer, so what matters more than the raw number of commits is the current architecture of the project and how much useful signal exists in the code, tests, and docs.<\/p>\n<p>We have already tested Ogoron on many large repositories, including products that have been developed for more than 10 years. So a repo with 10,000+ commits is well within the kind of scale we expect to handle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Can Ogoron be used in a hybrid cloud setup where some services are on\u2011prem and others in the cloud? We have sensitive data that can\u2019t leave our servers<\/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\/@alexey_kochetkov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexey_kochetkov<\/a> Both the hybrid and pure on-prem are in our backlog<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 any part of our source code, configuration, or test results transmitted outside our infrastructure?<\/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\/@comrade_komissar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@comrade_komissar<\/a> Yes, Ogoron is a SaaS (SaaS inn’t dead:) ) so the code sanippets are transferred to our LLM providers (mostly OpenAI). We are happy to discuss on-premise deployment with qualified 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\">\n<p>Curious how it handles edge cases and unexpected flows .That\u2019s usually where automated QA tools start to break down.<\/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\/@francis_dalton\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@francis_dalton<\/a> Very fair point \u2013 edge cases and unexpected flows are exactly where automated QA usually starts to get real.<\/p>\n<\/p>\n<p>Our view is that the goal is not to pretend everything is expected. It is to recognize when the system is operating inside a high-confidence pattern, and when it is not. When Ogoron can reliably interpret the situation, it handles it automatically; when it cannot, it surfaces the ambiguity instead of forcing a false answer.<\/p>\n<\/p>\n<p>A big part of the product is continuously expanding that high-confidence zone. In practice, many “unexpected” cases are not unique at all \u2013 they are recurring patterns that different teams have already run into in one form or another. A lot of the work is turning more and more of that real-world experience into something the agent can recognize and handle safely<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 quickly can I get help if the integration fails? Our release is time\u2011sensitive<\/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\/@daniil_kadeev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniil_kadeev<\/a> Thanks \u2013 very important question.<\/p>\n<p>A big part of the value here is that Ogoron generates tests which can then be used independently of Ogoron itself. We also do not restrict running those tests through Ogoron, and test execution remains free, so this part of the workflow is not something we want teams to feel locked into or blocked on.<\/p>\n<p>For early users, we are also quite hands-on with integration support. If something blocks setup or rollout, we usually help directly and quickly rather than leaving the team to handle it alone<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 \u201esmart\u201c is the analysis? Does it really understand business logic? We have complex financial rules – would love to know how deep it goes.<\/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\/@sevryukov_vs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sevryukov_vs<\/a> Good question. The analysis can go fairly deep when the business logic is actually expressed in the artifacts available to the system \u2014 code, product behavior, specs, and provided documentation.<\/p>\n<p>If the rules are complex but still fairly standard for the domain, modern models are often much better at reconstructing them than people expect. We were honestly surprised ourselves by how much sensible structure they can extract directly from code.<\/p>\n<p>That said, we try to stay realistic: if critical business logic is not recoverable from the available sources, Ogoron should not pretend to understand it perfectly. In those cases, trustworthy grounding and user clarification still matter<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work with Cypress instead of Playwright for UI tests? Our team has invested heavily in Cypress and would prefer not to rewrite everything.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lordice222_james\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lordice222_james<\/a> James, please drop me a email at <a href=\"mailto:nickm@ogoron.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">nickm@ogoron.com<\/a>. We had Cypress in our product map, but not immediately. If you are ready to start immediately using ogoron if we suppurt Cypress, we can move Cypress up in the backlog<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 great! Does it require any special permissions or firewall rules?<\/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\/@anna_drobysheva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anna_drobysheva<\/a> Good follow-up question.<\/p>\n<p>No special firewall rules are required beyond normal outbound access for the CI job. The main thing is that the runner can reach our services and the OpenAI API.<\/p>\n<\/p>\n<p>On the permissions side, it is also fairly standard: repository access, and if you want automated change flows, permission to commit or create changes back into the repo.<\/p>\n<\/p>\n<p>We also support file-level allowlisting, so if there are parts of the repository or configuration you want to keep outside the agent\u2019s scope, that can be restricted<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If a product replaces a system analyst and a QA engineer, can it handle complex business cases that are not visible in the code or UI?<\/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>Thank you for the great question! <\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/@iosfixed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iosfixed<\/a> A lot of business cases can actually be derived from the website copy and public documentation. All the business cases that Ogoron have derived are available for the human review in the for humans tree. You can also put the documentation into the repo and Ogoron will use it. <\/p>\n<p>We do have the integrations with Jira, Confluence and Notion in the product backlog. Drop me an email and I will let you know when the integrations arer 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi! How does it integrate with version control systems like Git? Can it create pull requests with suggested fixes?<\/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>Hi Karina! Yes \u2013 for GitHub, we already support this via a GitHub Action, including workflows that can open pull requests with generated changes.<\/p>\n<\/p>\n<p>For other Git-based systems, the integration is not yet fully packaged, but we do provide a CLI, so setting up an automated PR flow is usually quite simple \u2013 basically a couple of extra shell steps beyond calling Ogoron itself.<\/p>\n<\/p>\n<p>The main thing that is still GitHub-first for now is self-serve billing. For other systems, we can support early access directly \u2013 feel free to email me at <a href=\"mailto:vmynka@ogoron.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">vmynka@ogoron.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there an official GitLab CI template or example .gitlab-ci.yml snippet?<\/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\/@astepanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@astepanov<\/a> Thank you for your question \u2013 yes, we already have example snippets for several common GitLab CI setups in our docs at <a href=\"http:\/\/docs.ogoron.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">docs.ogoron.ai<\/a>.<\/p>\n<\/p>\n<p>If your pipeline is a bit more specific, we can usually help adapt a template for it fairly quickly.<\/p>\n<\/p>\n<p>The main caveat today is that GitLab is not yet fully supported through the self-serve dashboard: repository connection there is still GitHub-first. But if you want to test Ogoron with GitLab, feel free to reach out to me or Nick for early access<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 honestly don\u2019t really get it, but no matter how much I look at TDD, I can\u2019t seem to understand it. Should it be done before the code review stage, or after code review, just before the final product check?<\/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\/@adamspong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamspong<\/a> Thanks for the question. To clarify, Ogoron is not about strict TDD in the classic sense. It is an automated QA system that generates, maintains, and runs tests as the product evolves.<\/p>\n<\/p>\n<p>In most workflows, that fits before code review: when a branch is ready, tests are refreshed, smoke checks run on pushes, and the broader suite can run before review or merge<\/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>Are educational discounts\/demo available? I teach a software engineering course at HSE and some advanced students might be interested in demo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@teimy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@teimy<\/a> Please drop me a message at <a href=\"mailto:nickm@ogoron.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">nickm@ogoron.com<\/a> and we will figure out something<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it support Dockerized applications and container orchestration tools like Kubernetes or AWS ECS? Most of our stack runs in containers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aleh_suprunovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aleh_suprunovich<\/a> Thanks for the question! Yes \u2013 containerized applications are very much in scope for us, and Docker is currently the primary path we support.<\/p>\n<p>Deeper support for orchestration layers like Kubernetes and AWS ECS is still on our roadmap, but in practice containerized environments are usually a natural fit for Ogoron rather than a problem. The container boundary gives us a fairly clean and unified system-under-test, which is often helpful for automation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Ogoron authenticate with our private repos and runners?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@toki_tango\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@toki_tango<\/a> Great question!<\/p>\n<\/p>\n<p>In practice, Ogoron is a CLI-first tool, so authentication is usually handled by the environment it runs in. For GitHub, we already support private repositories through our main integration and billing flow.<\/p>\n<\/p>\n<p>For other Git systems, the setup is still more manual today, but it is straightforward to support via the CLI as well. If that is relevant for your setup, feel free to reach out to me at <a href=\"mailto:vmynka@ogoron.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">vmynka@ogoron.com<\/a> for early access.<\/p>\n<\/p>\n<p>As for private runners, there are no special restrictions on our side. The main requirement is that the runner must have network access to our services and to the external LLM provider endpoints we use, which currently means OpenAI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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!<\/p>\n<p>I’m Nick, co-founder of Ogoron.<\/p>\n<p>Ogoron is a QA team of autonomous agents. The idea came from our own experience: AI can generate code, but software development is much more than writing code. So Ogoron agents understand code structure, UI behavior, and API contracts. They analyze Git diffs, application architecture, and runtime behavior using LLM reasoning, so that the tests are generated and updated automatically as your product evolves.<\/p>\n<\/p>\n<p>At its core, Ogoron is a process harness for agents. We believe development is becoming agentic – and agents will need structure, context, and feedback to be genuinely useful.<\/p>\n<p>We built this because we needed it ourselves. Happy to hear your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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\/R3JEH6WLOZ2DXA\" class=\"app-title\">Adapted<\/a><\/p>\n<div class=\"one-liner\">AI Physical Therapy for Athletes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3a\u8fd0\u52a8\u5458\u8bbe\u8ba1\u7684AI\u7269\u7406\u6cbb\u7597\u5e94\u7528\uff0c\u901a\u8fc7\u5206\u6790\u4e2a\u4eba\u4f24\u75c5\u53f2\u3001\u8fd0\u52a8\u9879\u76ee\u548c\u76ee\u6807\uff0c\u5728\u8fd0\u52a8\u5eb7\u590d\u548c\u65e5\u5e38\u8bad\u7ec3\u573a\u666f\u4e2d\uff0c\u63d0\u4f9b\u52a8\u6001\u4e2a\u6027\u5316\u7684\u8bad\u7ec3\u65b9\u6848\uff0c\u89e3\u51b3\u4f20\u7edf\u65b9\u6848\u901a\u7528\u5316\u3001\u5ffd\u89c6\u8eab\u4f53\u8584\u5f31\u73af\u8282\u5bfc\u81f4\u53cd\u590d\u53d7\u4f24\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\/fe27cff7-ea8e-40bf-b66f-e8aa0f347cb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad7ed5db-2f39-479e-8107-cc3fa8e7f367.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6aa4148-3409-425f-be01-2d159a95b2a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33a5191c-b4e4-490d-b672-b008a91c2846.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\">iOS<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Sports<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5eb7\u590d<\/span><br \/>\n <span class=\"tag\">\u7269\u7406\u6cbb\u7597<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u635f\u4f24\u9884\u9632<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u5458\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u533b\u7597<\/span><br \/>\n <span class=\"tag\">\u5065\u8eab\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">Prehab<\/span><br \/>\n <span class=\"tag\">\u4f53\u6001\u7ea0\u6b63<\/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\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u5229\u7528\u624b\u673a\u6444\u50cf\u5934\u8fdb\u884c\u52a8\u4f5c\u7ea0\u6b63\u7684\u72ec\u7279\u6027\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u7a0b\u5e8f\u662f\u5426\u771f\u6b63\u52a8\u6001\u8c03\u6574\u3001\u4e2a\u6027\u5316\u8003\u91cf\u56e0\u7d20\uff08\u5982\u5e74\u9f84\u3001\u6027\u522b\u6743\u91cd\uff09\u4ee5\u53ca\u5546\u4e1a\u6a21\u5f0f\u4e0a\uff08\u5982\u5411\u56e2\u961f\u3001\u5b66\u6821\u63a8\u5e7f\u7684\u5efa\u8bae\uff09\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u7a0b\u5e8f\u4f1a\u4f9d\u636e\u53cd\u9988\u548c\u8fdb\u5ea6\u8fdb\u884c\u4e2a\u6027\u5316\u8c03\u6574\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 Adapted\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u75db\u611f\u5f3a\u70c8\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u8ffd\u6c42\u8868\u73b0\u4f46\u9971\u53d7\u4f24\u75c5\u56f0\u6270\u7684\u4e25\u8083\u8fd0\u52a8\u8005\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u751f\u6210\u8ba1\u5212\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u7269\u7406\u6cbb\u7597\u548c\u8fd0\u52a8\u5eb7\u590d\u539f\u5219\u4ea7\u54c1\u5316\u3001\u52a8\u6001\u5316\uff0c\u8bd5\u56fe\u586b\u8865\u201c\u9ad8\u6027\u80fd\u8bad\u7ec3\u201d\u4e0e\u201c\u8eab\u4f53\u8010\u4e45\u6027\u7ef4\u62a4\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u5c06\u201cPrehab\u201d\uff08\u635f\u4f24\u9884\u9632\uff09\u800c\u975e\u201cRehab\u201d\uff08\u635f\u4f24\u5eb7\u590d\uff09\u4f5c\u4e3a\u6838\u5fc3\uff0c\u8fd9\u66f4\u5951\u5408\u8fd0\u52a8\u5458\u201c\u9632\u60a3\u4e8e\u672a\u7136\u201d\u7684\u4e3b\u52a8\u9700\u6c42\uff1b\u4e8c\u662f\u901a\u8fc7\u6444\u50cf\u5934\u5b9e\u73b0\u52a8\u4f5c\u5f62\u6001\u7ea0\u6b63\uff0c\u8bd5\u56fe\u89e3\u51b3\u5c45\u5bb6\u5eb7\u590d\u6700\u5927\u7684\u75db\u70b9\u2014\u2014\u52a8\u4f5c\u8d28\u91cf\u76d1\u63a7\u7f3a\u5931\uff0c\u8fd9\u4f7f\u5176\u533a\u522b\u4e8e\u4ec5\u63d0\u4f9b\u89c6\u9891\u5e93\u7684\u7ade\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6df1\u5c42\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201cAI\u201d\u7684\u6210\u8272\u6709\u5f85\u68c0\u9a8c\u3002\u4ece\u56de\u590d\u770b\uff0c\u5176\u4e2a\u6027\u5316\u903b\u8f91\u4ecd\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u81ea\u884c\u8f93\u5165\u7684\u4f24\u75c5\u53f2\u3001\u8fd0\u52a8\u76ee\u6807\u7b49\u7ed3\u6784\u5316\u6570\u636e\uff0cAI\u5728\u5b9e\u65f6\u8bc4\u4f30\u8fd0\u52a8\u8868\u73b0\u3001\u9884\u6d4b\u635f\u4f24\u98ce\u9669\u65b9\u9762\u7684\u6df1\u5ea6\u5e94\u7528\u672a\u89c1\u8be6\u8ff0\u3002\u5176\u6b21\uff0c\u533b\u7597\u5408\u89c4\u7ea2\u7ebf\u3002\u4f5c\u4e3a\u6d89\u53ca\u635f\u4f24\u7ba1\u7406\u7684\u5e94\u7528\uff0c\u5176\u63a8\u8350\u65b9\u6848\u7684\u53ef\u9760\u6027\u4e0e\u5b89\u5168\u6027\u5982\u4f55\u4fdd\u969c\uff1f\u4e00\u65e6\u7528\u6237\u56e0\u8ddf\u968f\u8bad\u7ec3\u53d7\u4f24\uff0c\u8d23\u4efb\u5982\u4f55\u754c\u5b9a\uff1f\u8fd9\u9700\u8981\u6df1\u539a\u7684\u533b\u5b66\u4e13\u4e1a\u80cc\u666f\u80cc\u4e66\uff0c\u800c\u975e\u5355\u7eaf\u7684\u6280\u672f\u8fed\u4ee3\u3002\u6700\u540e\uff0c\u4ece\u201c\u8fd0\u52a8\u5458\u201d\u7834\u5708\u5230\u66f4\u5e7f\u6cdb\u8fd0\u52a8\u4eba\u7fa4\u7684\u5fc5\u7136\u6027\u4e0e\u9002\u914d\u6027\u95ee\u9898\u3002\u666e\u901a\u5065\u8eab\u8005\u7684\u9700\u6c42\u4e0e\u8fd0\u52a8\u5458\u5b58\u5728\u5dee\u5f02\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u7684\u6447\u6446\u53ef\u80fd\u7a00\u91ca\u5176\u4e13\u4e1a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cAdapted\u5c55\u73b0\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff1a\u7528\u6280\u672f\u5c06\u4e13\u4e1a\u5316\u3001\u4e2a\u6027\u5316\u7684\u8eab\u4f53\u7ef4\u62a4\u80fd\u529b\u6c11\u4e3b\u5316\u3002\u4f46\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u4e0d\u5728\u4e8e\u201cAI\u201d\u6807\u7b7e\uff0c\u800c\u5728\u4e8e\u5176\u8fd0\u52a8\u5eb7\u590d\u77e5\u8bc6\u56fe\u8c31\u7684\u6df1\u5ea6\u3001\u7b97\u6cd5\u53cd\u9988\u95ed\u73af\u7684\u6709\u6548\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5efa\u7acb\u8d77\u4e25\u8c28\u7684\u5b89\u5168\u4e0e\u4fe1\u4efb\u4f53\u7cfb\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u62e5\u6709\u667a\u80fd\u5671\u5934\u7684\u89c6\u9891\u5e93\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\">Adapted<\/span>\n <\/div>\n<div class=\"comment-content\">Adapted is an AI physical therapist for athletes. Tell it your injury history, your sport, and your goals – it builds a personalized program to rehab and prevent injuries, bulletproof your body, and improve mobility and flexibility. No generic exercises. Just training and prehab that actually adapts to you.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH, I built Adapted because I\u2019ve spent years training seriously and kept running into the same problem: most training programs focus on performance, but very few focus on keeping your body durable enough to train consistently. Mobility, stability, and prehab are usually treated as an afterthought.<\/p>\n<\/p>\n<p>Adapted takes inspiration from physical therapy and sports rehab principles to generate personalized sessions that strengthen the weak links in your body – helping athletes stay healthy, move better, and keep competing without setbacks.<\/p>\n<\/p>\n<p>I\u2019d genuinely love feedback from anyone who trains regularly. What works, what feels off, and what you\u2019d want to see improved.<\/p>\n<\/p>\n<p>Check out <a href=\"https:\/\/apps.apple.com\/us\/app\/adapted-prehab-recovery\/id6756030925\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Adapted app on iOS<\/a> and join our subreddit, <a href=\"https:\/\/www.reddit.com\/r\/adapted\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">r\/adapted<\/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\/@albertjo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@albertjo<\/a> The form correction through the camera is really well thought out. Most PT apps just show you a video and hope you’re doing it right. Using the phone’s camera to actually check your movement is where native iOS hardware access pays off.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This would be worth offering to sports clubs and teams + universities that are focused on PE. \ud83d\ude42<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Definitely!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been dealing with a recurring shoulder issue for months and every program I try gives me the same generic rotator cuff exercises. Does Adapted actually change the program if something feels off or causes pain, or do you set it once and it stays fixed?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a>! Yes, based on your feedback and progress, Adapted tailors and updates your sessions accordingly (scaling up\/down the difficulty\/intensity). The programs are not static.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a really great usecase, I wanna know one thing, which factors are considered while determining the exercise? I mean, age, weight, gender do this make a significant difference?<\/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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> Great question! The primary factors are the specific joints\/regions you want to focus on, your sport, your training schedule, and injury history (if applicable). Age and gender are collected but play a secondary role – the program is more built around your sport context and goals.<\/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<\/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\/PGZRX7NKUZX3L3\" class=\"app-title\">Deploy Hermes<\/a><\/p>\n<div class=\"one-liner\">Private Telegram AI agents, live in under a minute<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8ba9\u7528\u6237\u65e0\u9700\u8fd0\u7ef4\u57fa\u7840\u8bbe\u65bd\uff0c\u5373\u53ef\u5728\u4e00\u5206\u949f\u5185\u4e3aTelegram\u90e8\u7f72\u5177\u6709\u6301\u4e45\u8bb0\u5fc6\u529f\u80fd\u7684\u79c1\u6709AI\u667a\u80fd\u4f53\u7684\u670d\u52a1\uff0c\u89e3\u51b3\u4e86\u975e\u6280\u672f\u7528\u6237\u96be\u4ee5\u81ea\u6258\u7ba1\u590d\u6742AI\u5e94\u7528\u7684\u6838\u5fc3\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\/c0e832d1-b319-45db-b02d-68b838105ea6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f67b718f-5d47-4ea0-967d-449967d78bb0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8946f505-5012-464d-ae35-d7b1943272fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7de8702e-5796-4255-b9e2-be361fdb3bc6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f41c5097-29f3-472d-a15c-ea3bd38dc35a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e620a57-a9f8-44ed-9eec-53e7114cb09d.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\/a1fe215a-3e97-426c-96eb-e4293f590c15.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/F3dbO6GxOrg\"><source src=\"https:\/\/youtu.be\/F3dbO6GxOrg\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u79c1\u6709\u5316AI<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\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\u666e\u904d\u8ba4\u53ef\u5176\u6d88\u9664\u8fd0\u7ef4\u590d\u6742\u5ea6\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5bf9\u201c\u6301\u4e45\u8bb0\u5fc6\u201d\u529f\u80fd\u53cd\u54cd\u70ed\u70c8\uff0c\u5e76\u8be2\u95ee\u5177\u4f53\u5b9e\u73b0\u7ec6\u8282\uff08\u5982\u8de8\u804a\u5929\u8bb0\u5fc6\u3001\u957f\u671f\u4e0a\u4e0b\u6587\u5904\u7406\u3001PDF\u5904\u7406\u80fd\u529b\uff09\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u805a\u7126\u4e8e\u8bb0\u5fc6\u529f\u80fd\u7684\u5b9e\u9645\u8868\u73b0\u3001\u957f\u671f\u7a33\u5b9a\u6027\u4ee5\u53ca\u672a\u6765\u529f\u80fd\u6269\u5c55\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 Deploy Hermes\u7684\u5b9e\u8d28\uff0c\u662f\u5c06\u5f00\u6e90\u6a21\u578b\uff08Hermes\uff09\u7684\u201c\u90e8\u7f72\u201d\u4e0e\u201c\u8fd0\u7ef4\u201d\u80fd\u529b\u4ea7\u54c1\u5316\uff0c\u5176\u771f\u6b63\u7684\u521b\u65b0\u4e0d\u5728\u4e8eAI\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u5de5\u7a0b\u96be\u9898\u7684\u5c01\u88c5\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u4f46\u5173\u952e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u90a3\u4e9b\u6709\u80fd\u529b\u6784\u601dAI\u5e94\u7528\u573a\u666f\u3001\u5374\u65e0\u80fd\u529b\u6216\u610f\u613f\u5e94\u5bf9Docker\u3001Fly.io\u3001\u73af\u5883\u53d8\u91cf\u7b49\u57fa\u7840\u8bbe\u65bd\u590d\u6742\u6027\u7684\u201c\u51c6\u6280\u672f\u201d\u6216\u201c\u975e\u6280\u672f\u201d\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u201cNo Docker, servers, or Fly.io\u201d\u76f4\u51fb\u547d\u95e8\uff0c\u63ed\u793a\u4e86\u5f53\u524dAI\u5e73\u6c11\u5316\u8fdb\u7a0b\u4e2d\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u83b7\u53d6\u65e5\u76ca\u5bb9\u6613\uff0c\u4f46\u4f7f\u5176\u6210\u4e3a\u7a33\u5b9a\u3001\u53ef\u7528\u7684\u670d\u52a1\u4f9d\u7136\u95e8\u69db\u9ad8\u8038\u3002\u5b83\u5c06\u7528\u6237\u4ece\u201c\u517c\u804c\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u201d\u7684\u89d2\u8272\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u56de\u5f52\u5230\u201c\u4f7f\u7528\u8005\u201d\u548c\u201c\u8c03\u6559\u8005\u201d\u7684\u672c\u8d28\u89d2\u8272\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6301\u4e45\u8bb0\u5fc6\u201d\u529f\u80fd\uff0c\u6b63\u662f\u4e3a\u4e86\u6ee1\u8db3\u7528\u6237\u5bf9AI\u52a9\u7406\u201c\u8fde\u7eed\u6027\u201d\u548c\u201c\u4e2a\u6027\u5316\u201d\u7684\u6700\u57fa\u672c\u671f\u5f85\uff0c\u4ee5\u6b64\u5bf9\u6297\u5f53\u524d\u5927\u591a\u6570\u804a\u5929\u673a\u5668\u4eba\u201c\u91d1\u9c7c\u8bb0\u5fc6\u201d\u7684\u7cdf\u7cd5\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u957f\u671f\u4ef7\u503c\u9762\u4e34\u62f7\u95ee\u3002\u9996\u5148\uff0c\u4f5c\u4e3a\u201c\u5e26\u94a5\u5319\u7684\u505c\u8f66\u573a\u201d\uff08Bring your own keys\uff09\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u4e0a\u6e38\u6a21\u578b\uff08\u5982OpenAI\uff09\u7684API\u6210\u672c\u4e0e\u7a33\u5b9a\u6027\uff0c\u81ea\u8eab\u6ea2\u4ef7\u7a7a\u95f4\u53ef\u80fd\u53d7\u9650\u3002\u5176\u6b21\uff0c\u201c\u6301\u4e45\u8bb0\u5fc6\u201d\u8fd9\u4e00\u6838\u5fc3\u6280\u672f\u5356\u70b9\uff0c\u5728\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u6a21\u578b\u65e5\u76ca\u666e\u53ca\u7684\u5f53\u4e0b\uff0c\u5176\u6280\u672f\u62a4\u57ce\u6cb3\u80fd\u7ef4\u6301\u591a\u4e45\uff1f\u6700\u540e\uff0c\u4eceTelegram\u5355\u70b9\u5207\u5165\u867d\u660e\u667a\uff0c\u4f46\u82e5\u8981\u6269\u5f20\u81f3Discord\u7b49\u5176\u4ed6\u5e73\u53f0\u6216\u63d0\u4f9b\u66f4\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u96c6\u6210\uff0c\u5176\u9762\u4e34\u7684\u5de5\u7a0b\u590d\u6742\u5ea6\u662f\u5426\u4f1a\u4f7f\u5176\u91cd\u56de\u5b83\u8bd5\u56fe\u907f\u514d\u7684\u201c\u8fd0\u7ef4\u6ce5\u6f6d\u201d\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u6b3e\u51fa\u8272\u7684\u201c\u5378\u8d1f\u201d\u578b\u4ea7\u54c1\uff0c\u6210\u529f\u5730\u5c06\u6280\u672f\u8d1f\u503a\u8f6c\u5316\u4e3a\u5546\u4e1a\u4ef7\u503c\u3002\u4f46\u5b83\u672a\u6765\u7684\u6210\u8d25\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u6781\u81f4\u7b80\u5316\u201d\u4e0e\u201c\u529f\u80fd\u6df1\u5ea6\u201d\u3001\u201c\u5e73\u53f0\u4f9d\u8d56\u201d\u4e0e\u201c\u81ea\u4e3b\u53ef\u63a7\u201d\u4e4b\u95f4\u627e\u5230\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\u5b83\u8bc1\u660e\u4e86AI\u5e94\u7528\u7684\u4e0b\u4e00\u4e2a\u7206\u53d1\u70b9\uff0c\u6216\u8bb8\u4e0d\u5728\u4e8e\u66f4\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u800c\u5728\u4e8e\u66f4\u4f18\u96c5\u7684\u4ea4\u4ed8\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\">Deploy Hermes<\/span>\n <\/div>\n<div class=\"comment-content\">DeployHermes lets you launch your own private, always-on Hermes agent for Telegram without touching Docker, servers, or Fly.io. Bring your own model keys, connect your bot, and get a live agent with persistent memory in under a minute.<\/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>DeployHermes lets you spin up your own private, always-on Hermes agent for Telegram\/Discord in under a minute.<br \/>We built it because getting <a href=\"https:\/\/hermes-agent.nousresearch.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Hermes<\/a> live today still means dealing with servers, Docker, Fly.io, environment variables, and a lot of setup friction before you ever get to the fun part: actually using your agent. That works for technical users, but it blocks a much bigger group of people who just want their own agent running reliably.<\/p>\n<p>With DeployHermes, you bring your own model keys, connect your Telegram bot, and launch a dedicated Hermes runtime with persistent memory and encrypted secrets. The goal is simple: your agent should feel personal and always available, without you needing to operate infrastructure.<\/p>\n<p>We\u2019re starting with Telegram as the launch wedge, and we\u2019re offering a 3-day free trial with 25% off so people can try it with real workflows before committing. Use code <strong>PHLAUNCH25<\/strong> during checkout.<\/p>\n<\/p>\n<p>We have planned several new features and you can check them out here – <a href=\"https:\/\/deploy-hermes.com\/roadmap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/deploy-hermes.com\/roadmap<\/a><\/p>\n<p>Would love feedback on two things in particular:<br \/>1. What would you want your personal Telegram agent to help with first?<br \/>2. What made self-hosting feel too annoying or too fragile for you?<\/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\/@codenameakshay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codenameakshay<\/a> For non-tech users dipping into workflows like daily research or team updates, how does the persistent memory hold up over a week of real Telegram chats, and what’s top on the roadmap to make it even smoother?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@codenameakshay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codenameakshay<\/a> love the focus on persistent memory. most telegram bots have goldfish memory and you have to re-explain everything daily. if this keeps the context intact without <a href=\"http:\/\/fly.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">fly.io<\/a> headaches, i\u2019m in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 ops barrier is the real thing killing personal agent adoption. most people can write a system prompt but not debug a Fly.io deployment. this makes sense as a 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\">\n<p>The persistent memory feature is a big win because my previous bots always forgot the context of our conversations after a few hours<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@deangelo_hinkle\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deangelo_hinkle<\/a> yeah it is awesome<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally, an AI with persistent memory, cuz i clearly dont have one myself, haha. Can it process PDFs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@eugene_chernyak yeah it can read them via telegram and handover whatever you want<\/div>\n<div class=\"comment-actions\">\n<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 setup friction point is real. I tried self-hosting once and gave up after 2 hours of env variable issues. Quick question \u2014 does the persistent memory work across different chats or just within one conversation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@abhra_das1 yeah it works across chats, this is the cool thing about hermes.<\/div>\n<div class=\"comment-actions\">\n<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\/@codenameakshay\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"codenameakshay\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codenameakshay<\/a> The “No Docker\/<a href=\"http:\/\/Fly.io\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Fly.io<\/a>” pitch is going to save so many people from a weekend of terminal errors. Self-hosting Hermes is usually a nightmare for anyone who just wants to <em>use<\/em> the model’s personality without becoming a part-time sysadmin. I’m curious\u2014since it’s persistent memory, how does it handle long-term context? Does it start “forgetting” the early days of the chat as the history grows, or is the indexing handled server-side to keep it snappy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MGY4O3C6DJ76BL\" class=\"app-title\">DebtMeltPro<\/a><\/p>\n<div class=\"one-liner\">Compare debt payoff strategies and become debt-free faster<\/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>\u4e00\u6b3e\u65e0\u9700\u6ce8\u518c\u3001\u5373\u65f6\u5bf9\u6bd4\u96ea\u7403\u6cd5\u3001\u96ea\u5d29\u6cd5\u53ca\u6df7\u5408\u7b56\u7565\u7684\u514d\u8d39\u5728\u7ebf\u503a\u52a1\u507f\u8fd8\u8ba1\u7b97\u5668\uff0c\u5728\u4e2a\u4eba\u503a\u52a1\u7ba1\u7406\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u96be\u4ee5\u76f4\u89c2\u6bd4\u8f83\u4e0d\u540c\u8fd8\u6b3e\u7b56\u7565\u6548\u679c\u3001\u65e0\u6cd5\u7cbe\u51c6\u5236\u5b9a\u6700\u4f18\u8fd8\u6b3e\u8ba1\u5212\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\/9a816375-6714-463b-8e82-c819329732a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9af19f38-87aa-4b76-9fe4-542a892828d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/78f924a0-a065-4640-b5c8-35a6f74c7d44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9cc48582-9232-4443-8963-16c4553e0b3d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Fintech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u503a\u52a1\u8ba1\u7b97\u5668<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u7406\u8d22<\/span><br \/>\n <span class=\"tag\">\u503a\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8d22\u52a1\u89c4\u5212<\/span><br \/>\n <span class=\"tag\">\u8fd8\u6b3e\u7b56\u7565\u5bf9\u6bd4<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u96ea\u7403\u6cd5<\/span><br \/>\n <span class=\"tag\">\u96ea\u5d29\u6cd5<\/span><br \/>\n <span class=\"tag\">\u6df7\u5408\u7b56\u7565<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u7b56\u7565\u5bf9\u6bd4\u6e05\u6670\u3001\u64cd\u4f5c\u7b80\u5355\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u589e\u52a0\u8fdb\u5ea6\u8ffd\u8e2a\u529f\u80fd\u4ee5\u63d0\u5347\u53c2\u4e0e\u611f\uff1b\u4f18\u5316\u5c0f\u5c4f\u5e55\u8bbe\u5907\u4e0a\u7684\u56fe\u8868\u54cd\u5e94\u5f0f\u5e03\u5c40\uff1b\u8003\u8651\u652f\u6301\u53ef\u53d8\u5229\u7387\u3001\u5927\u989d\u957f\u671f\u8d37\u6b3e\uff08\u5982\u623f\u8d37\uff09\u7684\u5e74\u5316\u65f6\u95f4\u7ebf\u663e\u793a\uff0c\u4ee5\u53ca\u589e\u52a0APR\u8f6c\u6362\u5668\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 DebtMeltPro \u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u521b\u9020\u4e86\u65b0\u7684\u503a\u52a1\u8fd8\u6b3e\u65b9\u6cd5\u8bba\uff0c\u800c\u5728\u4e8e\u5c06\u7ecf\u5178\u7684\u201c\u96ea\u7403\u6cd5\u201d\u4e0e\u201c\u96ea\u5d29\u6cd5\u201d\u4ece\u62bd\u8c61\u7684\u8d22\u52a1\u6982\u5ff5\uff0c\u8f6c\u5316\u4e3a\u53ef\u5373\u65f6\u611f\u77e5\u3001\u91cf\u5316\u5bf9\u6bd4\u7684\u7528\u6237\u4f53\u9a8c\u3002\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u8bb8\u591a\u4e13\u4e1a\u91d1\u878d\u5de5\u5177\u5ffd\u89c6\u7684\u7f1d\u9699\uff1a\u51b3\u7b56\u524d\u7684\u6a21\u62df\u4e0e\u6bd4\u8f83\u3002\u5927\u591a\u6570\u5de5\u5177\u6216\u9884\u8bbe\u5355\u4e00\u8def\u5f84\uff0c\u6216\u8fc7\u4e8e\u590d\u6742\uff0c\u800c DebtMeltPro \u901a\u8fc7\u201c\u6df7\u5408\u7b56\u7565\u201d\u7684\u5f15\u5165\u548c\u5b9e\u65f6\u53ef\u89c6\u5316\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u4e3a\u7528\u6237\u63d0\u4f9b\u4e00\u6b21\u4f4e\u6210\u672c\u7684\u201c\u8d22\u52a1\u51b3\u7b56\u6c99\u76d8\u63a8\u6f14\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684\u201c\u8f7b\u91cf\u7ea7\u201d\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u5929\u82b1\u677f\u3002\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u7684\u9700\u6c42\u6b63\u8fc5\u901f\u4ece\u201c\u7b56\u7565\u6bd4\u8f83\u201d\u5411\u201c\u7b56\u7565\u6267\u884c\u4e0e\u8ffd\u8e2a\u201d\u5ef6\u4f38\u3002\u5de5\u5177\u82e5\u6b62\u6b65\u4e8e\u8ba1\u7b97\u5668\uff0c\u5219\u6613\u6ca6\u4e3a\u4e00\u6b21\u6027\u4f7f\u7528\u4ea7\u54c1\uff1b\u7528\u6237\u6697\u793a\u7684\u201c\u8fdb\u5ea6\u8ddf\u8e2a\u201d\u9700\u6c42\uff0c\u6070\u6070\u662f\u6784\u5efa\u7528\u6237\u7c98\u6027\u3001\u4ece\u201c\u51b3\u7b56\u5de5\u5177\u201d\u8f6c\u5411\u201c\u7ba1\u7406\u4f19\u4f34\u201d\u7684\u5173\u952e\u3002\u6b64\u5916\uff0c\u5bf9\u53ef\u53d8\u5229\u7387\u3001\u975e\u6807\u503a\u52a1\uff08\u5982\u65e0\u660e\u786eAPR\u7684\u8d37\u6b3e\uff09\u652f\u6301\u7684\u7f3a\u5931\uff0c\u66b4\u9732\u4e86\u5176\u6a21\u578b\u4e0e\u73b0\u5b9e\u4e16\u754c\u590d\u6742\u6027\u7684\u8131\u8282\uff0c\u8fd9\u9650\u5236\u4e86\u5176\u5728\u66f4\u4e25\u8083\u3001\u591a\u5143\u503a\u52a1\u573a\u666f\u4e0b\u7684\u53ef\u4fe1\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u8fd9\u662f\u4e00\u6b3e\u51fa\u8272\u7684\u201c\u542f\u8499\u5de5\u5177\u201d\u548c\u201c\u51b3\u7b56\u50ac\u5316\u5242\u201d\uff0c\u5b83\u901a\u8fc7\u964d\u4f4e\u7406\u89e3\u4e0e\u6bd4\u8f83\u95e8\u69db\u6765\u521b\u9020\u4ef7\u503c\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\u53d6\u51b3\u4e8e\u80fd\u5426\u6cbf\u7740\u7528\u6237\u53cd\u9988\u6307\u51fa\u7684\u9053\u8def\uff0c\u6df1\u5316\u5176\u5de5\u5177\u5c5e\u6027\uff0c\u878d\u5165\u503a\u52a1\u7ba1\u7406\u7684\u5168\u6d41\u7a0b\uff0c\u5e76\u5904\u7406\u66f4\u771f\u5b9e\u7684\u91d1\u878d\u6570\u636e\u590d\u6742\u6027\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u7528\u6237\u8d22\u52a1\u65c5\u7a0b\u4e2d\u4e00\u4e2a\u77ed\u6682\u800c\u660e\u4eae\u7684\u201c\u987f\u609f\u70b9\u201d\uff0c\u800c\u975e\u4e0d\u53ef\u6216\u7f3a\u7684\u957f\u671f\u4f34\u4fa3\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\">DebtMeltPro<\/span>\n <\/div>\n<div class=\"comment-content\">DebtMeltPro is a free online debt payoff calculator that helps you compare Snowball, Avalanche, and Hybrid strategies in real time. Add your debts to see your exact payoff timeline, total interest saved, and the best repayment plan. No signup required\u2014simple, fast, and built for real-life debt management.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone <\/p>\n<p>I built DebtMeltPro to solve a problem I kept seeing \u2014 people struggle to decide the best way to pay off debt.<\/p>\n<p>There are two popular strategies (Snowball and Avalanche), but most tools don\u2019t make it easy to compare them properly. People either rely on spreadsheets or guess what works best.<\/p>\n<p>So I created a simple tool where you can add your debts and instantly see:<br \/>\n– Your exact debt-free date<br \/>\n– Total interest saved<br \/>\n– The best repayment strategy for your situation <\/p>\n<p>No signup, no complexity \u2014 just clear answers.<\/p>\n<p>Would really appreciate your feedback and suggestions<\/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\/@dubeypt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dubeypt<\/a> Ahan , this feels more real than most finance tools . People don’t just need info , they need clarity, and this sort of comparison really helps. Maybe adding small progress tracking could make it even more engaging.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dubeypt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dubeypt<\/a> This is going to make my monthly planning a lot smoother\u2014being able to clearly see what an extra $50 does to a payment is super helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 hybrid strategy is something I haven’t seen in other debt calculators. How does it decide which debts to prioritize, is it based on a mix of balance and interest rate together?<\/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\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> <\/p>\n<p> Great question, Abhra <\/p>\n<p>Our hybrid strategy combines both <strong>interest rate (like Avalanche)<\/strong> and <strong>balance size (like Snowball)<\/strong> to optimise payoff.<\/p>\n<ol>\n<li>\n<p>It prioritises higher-interest debts to reduce overall interest<\/p>\n<\/li>\n<li>\n<p>While also factoring in smaller balances to create quick wins and keep momentum<\/p>\n<\/li>\n<\/ol>\n<p>So it\u2019s essentially a balance between <strong>cost efficiency and motivation<\/strong>.<\/p>\n<p>You can see how the payoff order updates in real time when you enter your debts \u2014 would love to hear your thoughts after trying 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>my monthly planning is going to be so much easier now that I can see the impact of adding an extra fifty dollars to a payment.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mathew_chang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathew_chang<\/a> <\/p>\n<p>That\u2019s awesome to hear, Mathew.<\/p>\n<p>Glad the extra payment impact feature is helpful. Small changes can make a big difference over time.<\/p>\n<p>Appreciate you trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i noticed that the charts don’t always scale perfectly on my smaller tablet screen, so you might want to look at that resonsive layout.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shania_jennings\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shania_jennings\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shania_jennings<\/a> <\/p>\n<p>Thanks for pointing that out, Shania <\/p>\n<p>Really appreciate the feedback, I\u2019ll look into improving the chart scaling for smaller screens.<\/p>\n<p>Let me know if you notice anything 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>\u200bThanks for sharing this tool. I find the hybrid strategy option over intresting since most other calculators only let you pick one fixed path.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@judith_wang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"judith_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judith_wang<\/a> <\/p>\n<p>Thanks, Judith! <\/p>\n<\/p>\n<p>Really glad you found the hybrid strategy interesting \u2014 that\u2019s exactly what I wanted to explore beyond the usual fixed approaches.<\/p>\n<\/p>\n<p>Would love to hear your thoughts if you try it out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One point when the amounts are larger such as a homeloan then the payoff timeline might make more sense to do in years? Also different types of debt such personal loans etc don’t always have a APR so maybe have a APR convertor calculator? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Very cool idea, I did have some issues accessing the app as it was crashing and showing “Application error: a client-side exception has occurred (see the browser console for more information).” in Chrome but after a few refreshes it worked<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 appreciate all the feedback so far \ud83d\ude4c<\/p>\n<p>Already working on improving mobile\/tablet experience and exploring support for more flexible interest rate scenarios based on your suggestions.<\/p>\n<p>Keep the feedback coming \u2014 this is super helpful!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 everyone,<\/p>\n<p>Thanks a lot for the amazing support and thoughtful feedback so far \u2014 really appreciate it! \ud83d\ude4c<\/p>\n<p>Curious to know \u2014 which strategy do you usually follow: Snowball, Avalanche, or something else?<\/p>\n<p>Would love to hear your experiences!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 great. Being able to actually compare strategies side by side is useful. Most people just pick snowball or avalanche without seeing how much the difference really is for their situation. Does it factor in variable interest rates or just fixed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@keith_hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@keith_hiyamojo<\/a> <\/p>\n<\/p>\n<p>Great point, Keith \ud83d\ude4c<\/p>\n<p>Right now, the calculator assumes fixed interest rates for simplicity, but factoring in variable rates is something I\u2019m definitely considering for future updates.<\/p>\n<\/p>\n<p>Appreciate you bringing that 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<\/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\/BD6K22SC7N6U6C\" class=\"app-title\">Epismo Context Pack<\/a><\/p>\n<div class=\"one-liner\">Portable memory for agent workflows<\/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>Epismo Context Pack \u662f\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u8bbe\u8ba1\u7684\u201c\u4fbf\u643a\u5f0f\u8bb0\u5fc6\u201d\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u5c06\u63d0\u793a\u3001\u8ba1\u5212\u3001\u51b3\u7b56\u7b49\u4e0a\u4e0b\u6587\u6253\u5305\u6210\u53ef\u590d\u7528\u7684\u77e5\u8bc6\u5305\uff0c\u89e3\u51b3\u4e86\u8de8\u667a\u80fd\u4f53\u3001\u8de8\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\u91cd\u590d\u521b\u5efa\u4e0e\u4fe1\u606f\u5b64\u5c9b\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\/5b2843f8-2b5a-4e92-80f7-51d4697d01e3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/y-tiHcOFot0\"><source src=\"https:\/\/youtu.be\/y-tiHcOFot0\" 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\/711848c0-6b42-4546-8586-8ce77ae7e1e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e353f113-353a-445d-b7e8-6dfa3e269a2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b10ddf66-2e64-4f23-a511-c68f33498632.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53ef\u590d\u7528\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5171\u4eab<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u201c\u4fe1\u606f\u5b64\u5c9b\u201d\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5e76\u5bf9\u793e\u533a\u5171\u4eab\u529f\u80fd\u611f\u5174\u8da3\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\uff1a\u8de8\u6a21\u578b\u4f7f\u7528\u65f6\u5982\u4f55\u4fdd\u8bc1\u8bed\u4e49\u4e00\u81f4\u6027\uff08\u4e0a\u4e0b\u6587\u6f02\u79fb\uff09\uff1b\u5171\u4eab\u5305\u5982\u4f55\u7ed3\u6784\u5316\u4ee5\u5373\u63d2\u5373\u7528\uff1b\u4ee5\u53ca\u591a\u667a\u80fd\u4f53\u5199\u5165\u540c\u4e00\u8bb0\u5fc6\u5305\u65f6\u7684\u51b2\u7a81\u5904\u7406\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 Epismo Context Pack \u7784\u51c6\u7684\u5e76\u975e\u8868\u9762\u4e0a\u7684\u201c\u8bb0\u5fc6\u5b58\u50a8\u201d\uff0c\u800c\u662fAI\u539f\u751f\u5de5\u4f5c\u6d41\u4e2d\u65e5\u76ca\u5c16\u9510\u7684\u201c\u77e5\u8bc6\u503a\u52a1\u201d\u95ee\u9898\u3002\u5f53\u524d\uff0cAI\u5e94\u7528\u8d8a\u662f\u6df1\u5165\uff0c\u6c89\u6dc0\u5728\u5355\u6b21\u5bf9\u8bdd\u3001\u7279\u5b9a\u5de5\u5177\u6216\u79c1\u4eba\u7b14\u8bb0\u4e2d\u7684\u9690\u6027\u77e5\u8bc6\u5c31\u8d8a\u591a\uff0c\u5f62\u6210\u65b0\u7684\u6570\u636e\u70df\u56f1\u3002\u8be5\u4ea7\u54c1\u8bd5\u56fe\u5c06\u8fd9\u7c7b\u975e\u7ed3\u6784\u5316\u3001\u9ad8\u4ef7\u503c\u7684\u201c\u5de5\u4f5c\u4e0a\u4e0b\u6587\u201d\u9996\u6b21\u5bf9\u8c61\u5316\u3001\u6807\u51c6\u5316\uff0c\u4f7f\u5176\u6210\u4e3a\u53ef\u5728\u667a\u80fd\u4f53\u95f4\u6d41\u901a\u7684\u201c\u4e00\u7ea7\u8d44\u4ea7\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u524d\u77bb\u6027\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u8bd5\u56fe\u5efa\u7acb\u8de8\u5e73\u53f0\u3001\u8de8\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u4ea4\u6362\u534f\u8bae\uff08\u901a\u8fc7MCP\/CLI\uff09\uff0c\u8fd9\u6bd4\u5355\u4e00\u5e73\u53f0\u7684\u8bb0\u5fc6\u529f\u80fd\u66f4\u5177\u91ce\u5fc3\u548c\u5f00\u653e\u6027\uff1b\u4e8c\u662f\u5f15\u5165\u4e86\u201c\u793e\u533a\u53d1\u5e03\u201d\u673a\u5236\uff0c\u8fd9\u9690\u7ea6\u6307\u5411\u4e86\u4e00\u4e2a\u672a\u6765\u56fe\u666f\uff1aAI\u5de5\u4f5c\u6d41\u7684\u6700\u4f73\u5b9e\u8df5\uff08\u5982\u590d\u6742\u7684\u63d0\u793a\u94fe\u3001\u51b3\u7b56\u903b\u8f91\uff09\u53ef\u80fd\u50cf\u4eca\u5929\u7684\u4ee3\u7801\u5e93\u4e00\u6837\uff0c\u53ef\u901a\u8fc7\u201c\u5bfc\u5165\u4e0a\u4e0b\u6587\u5305\u201d\u6765\u5feb\u901f\u590d\u7528\uff0c\u6781\u5927\u964d\u4f4e\u9ad8\u7ea7AI\u5e94\u7528\u7684\u4f7f\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u4e25\u5cfb\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u201c\u4e0a\u4e0b\u6587\u4fdd\u771f\u5ea6\u201d\u95ee\u9898\u3002\u5f53\u6253\u5305\u7684\u201c\u51b3\u7b56\u4e0e\u63a8\u7406\u201d\u8131\u79bb\u539f\u751f\u7684\u6a21\u578b\u73af\u5883\u548c\u4f1a\u8bdd\u72b6\u6001\uff0c\u88ab\u6ce8\u5165\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u65f6\uff0c\u5176\u6548\u679c\u80fd\u5426\u5982\u9884\u671f\uff1f\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u77e5\u8bc6\u8868\u5f81\u4e0e\u8fc1\u79fb\u7684\u96be\u9898\uff0c\u4ea7\u54c1\u76ee\u524d\u4f3c\u4e4e\u4f9d\u8d56\u793e\u533a\u6295\u7968\u7684\u201c\u4f18\u80dc\u52a3\u6c70\u201d\u548c\u7528\u6237\u81ea\u884c\u6e05\u7406\uff0c\u6280\u672f\u4fdd\u969c\u7565\u663e\u5355\u8584\u3002\u5176\u6b21\uff0c\u4ece\u201c\u79c1\u4eba\u8bb0\u5fc6\u201d\u5230\u201c\u56e2\u961f\u77e5\u8bc6\u5e93\u201d\u518d\u5230\u201c\u793e\u533a\u5171\u4eab\u201d\uff0c\u6bcf\u4e00\u5c42\u8de8\u8d8a\u90fd\u4f34\u968f\u7740\u66f4\u590d\u6742\u7684\u6743\u9650\u3001\u7248\u672c\u548c\u8d28\u91cf\u63a7\u5236\u9700\u6c42\uff0c\u8fd9\u5bf9\u5176\u4ea7\u54c1\u67b6\u6784\u662f\u5de8\u5927\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728\u6b63\u786e\u65b9\u5411\u4e0a\u8fc8\u51fa\u7684\u5173\u952e\u4e00\u6b65\u3002\u5b83\u4e0d\u518d\u5c06AI\u667a\u80fd\u4f53\u89c6\u4e3a\u5b64\u7acb\u7684\u4efb\u52a1\u6267\u884c\u8005\uff0c\u800c\u662f\u5c06\u5176\u7f6e\u4e8e\u4e00\u4e2a\u53ef\u6301\u7eed\u79ef\u7d2f\u3001\u534f\u4f5c\u8fdb\u5316\u7684\u77e5\u8bc6\u7f51\u7edc\u4e4b\u4e2d\u3002\u82e5\u80fd\u653b\u514b\u4e0a\u4e0b\u6587\u4fdd\u771f\u4e0e\u89c4\u6a21\u5316\u534f\u4f5c\u7684\u96be\u9898\uff0c\u5b83\u6709\u671b\u6210\u4e3aAI\u65f6\u4ee3\u77e5\u8bc6\u7ba1\u7406\u7684\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\u4e4b\u4e00\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\">Epismo Context Pack<\/span>\n <\/div>\n<div class=\"comment-content\">Context Pack is portable memory for agent workflows. Turn prompts, plans, decisions, project context, and hard-won know-how into reusable packs you can fetch across agents and threads. Keep them private, share them with your team, or publish them for the community, so others can reuse proven context instead of starting from scratch. Works across MCP and CLI, with support for cloud agents, local setups, Slack, and Discord.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We built Context Pack because valuable context keeps getting trapped inside one chat, one tool, or one moment.<\/p>\n<p>That leads to a lot of manual work:<br \/>\nmoving context between agents,<br \/>\nre-explaining the same project in new threads,<br \/>\npasting old prompts again,<br \/>\nor rewriting good discussions into docs just to share them.<\/p>\n<p>Context Pack makes that reusable.<\/p>\n<p>A pack is a title + content set.<\/p>\n<p>You can use it for prompts, plans, decisions, project context, or hard-won know-how. You can fetch titles first, load full content only when needed, and use your context window more efficiently.<\/p>\n<p>One of the most exciting parts is that packs are not limited to private use.<\/p>\n<p>You can keep them private, share them with your team, or publish them for the community.<\/p>\n<p>That means Context Pack is not just about saving your own memory. It is also a way to reuse proven context from others. AI power users can publish the memory behind their workflows, prompts, research habits, and playbooks, and others can build on that instead of starting from scratch.<\/p>\n<p>To get started, you can simply tell your agent:<\/p>\n<p>`Set up Epismo access and load the Skills from <a href=\"https:\/\/github.com\/epismoai\/skills\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/epismoai\/skills<\/a>`<\/p>\n<p>The Skills are designed for both MCP and CLI, so you can use Context Pack with cloud-based agents like ChatGPT or Claude, local setups like Claude Code or Codex, and even Epismo agent on Slack or Discord.<\/p>\n<p>For a first example of how to share a Context Pack:<br \/>\n`\/context-pack @hirokiyn\/context-pack`<\/p>\n<p>Would love to hear how you\u2019d use it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hirokiyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirokiyn<\/a> Congrats. How would you recommend structuring a shared pack for a team’s ‘personal branding playbook’ to make it plug-and-play for Claude or ChatGPT 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hirokiyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hirokiyn<\/a> <strong>Congrats on the launch, Hiroki!<\/strong> The idea of ‘portable memory’ is a massive unlock for team-based AI workflows. We often see valuable context getting ‘trapped’ in individual chat silos, so making it reusable across mcp and cli is a brilliant move.<\/p>\n<p>As someone hunting for AI agents that actually work in production, I’m curious about the ‘context drift’ problem: When a Context Pack is fetched across different models (say, from Claude 3.5 to a local Llama 3 setup), how do you ensure the semantic integrity remains consistent? Different models interpret ‘know-how’ differently\u2014do you have a standard schama to ensure the agent doesn’t misinterpret the ‘decisions and reasoning’ within the pack ?<\/p>\n<p>Looking forward to exploring the community packs\uff5e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The part about reusing context from other people’s workflows is interesting. If I load someone’s published context pack, does it just give me their prompts or does it actually carry over the decisions and reasoning behind why they built it that way?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> Not just prompts.<\/p>\n<p>A Context Pack can carry the surrounding context too, like decisions, rationale, project background, conventions, and other working knowledge behind the workflow.<\/p>\n<p>The goal is to reuse understanding, not only reuse prompt text.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 handle context conflicts when multiple agents write to the same memory pack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Good question!<\/p>\n<p>We keep track of <strong>how often a pack is used and favorited<\/strong>, so higher-value context naturally stands out over time while lower-value entries get pruned. A good pattern on top of that is to have agents periodically run an organize workflow to clean up, merge, and reconcile overlapping context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AUJL6XEK2FZ4UN\" class=\"app-title\">Glassbrain<\/a><\/p>\n<div class=\"one-liner\">Visual trace replay for AI apps to fix bugs in one click<\/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>Glassbrain\u901a\u8fc7\u53ef\u89c6\u5316AI\u5e94\u7528\u6267\u884c\u8f68\u8ff9\u6811\u548c\u65e0\u9700\u91cd\u65b0\u90e8\u7f72\u7684\u5373\u65f6\u56de\u653e\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u8c03\u8bd5\u590d\u6742AI\u5e94\u7528\u65f6\u9762\u4e34\u7684\u6548\u7387\u4f4e\u4e0b\u3001\u96be\u4ee5\u5b9a\u4f4d\u95ee\u9898\u6839\u6e90\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\/e90f0ab8-457a-421e-bad0-38aa7a6f3a96.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/31b5fa18-0a0d-4cbf-bb61-3fce52625e37.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ccbdf3a-896e-432f-86a0-67448caea2cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a66659e8-7391-43cc-92f0-27d814f56d71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15a11dbe-155a-4ce5-89c4-908d2f299f0c.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u56de\u653e<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">LLM\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">Agent\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">Prompt\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b\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\u9ad8\u5ea6\u8ba4\u53ef\u65e0\u9700\u91cd\u65b0\u90e8\u7f72\u7684\u5373\u65f6\u56de\u653e\u548c\u53ef\u89c6\u5316\u6811\u72b6\u56fe\u529f\u80fd\uff0c\u8ba4\u4e3a\u8fd9\u662f\u5bf9\u4f20\u7edf\u6587\u672c\u65e5\u5fd7\u7684\u5de8\u5927\u5347\u7ea7\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0e\u81ea\u5b9a\u4e49\/\u975e\u4e3b\u6d41\u6846\u67b6\u7684\u517c\u5bb9\u6027\u3001\u56de\u653e\u5bf9\u72b6\u6001\u4f9d\u8d56\u7684\u5904\u7406\u6df1\u5ea6\u3001\u514d\u8d39\u5c42\u8ba1\u8d39\u65b9\u5f0f\uff08\u6309\u7ba1\u9053\u800c\u975e\u8282\u70b9\uff09\uff0c\u4ee5\u53ca\u5bf9\u672a\u6765\u56de\u5f52\u6d4b\u8bd5\u548c\u76d1\u63a7\u529f\u80fd\u7684\u671f\u5f85\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 Glassbrain\u5207\u5165\u7684\u5e76\u975e\u4e00\u4e2a\u7a7a\u767d\u5e02\u573a\uff0cLangSmith\u3001Langfuse\u7b49\u65e9\u5df2\u76d8\u8e1eLLM\u53ef\u89c2\u6d4b\u6027\u8d5b\u9053\u3002\u5176\u771f\u6b63\u7684\u950b\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5c06\u201c\u8c03\u8bd5\u201d\u8fd9\u4e2a\u9ad8\u9891\u4e14\u75db\u82e6\u7684\u52a8\u4f5c\uff0c\u4ece\u201c\u9759\u6001\u65e5\u5fd7\u5ba1\u67e5\u201d\u5347\u7ea7\u4e3a\u201c\u52a8\u6001\u4ea4\u4e92\u5f0f\u56de\u653e\u201d\u3002\u8fd9\u4e0d\u4ec5\u4ec5\u662fUI\u4ece\u6587\u672c\u5230\u56fe\u5f62\u7684\u8f6c\u53d8\uff0c\u66f4\u662f\u5c06\u8c03\u8bd5\u6d41\u7a0b\u4ece\u201c\u89c2\u5bdf-\u5047\u8bbe-\u4fee\u6539\u4ee3\u7801-\u91cd\u65b0\u90e8\u7f72\u9a8c\u8bc1\u201d\u7684\u6f2b\u957f\u5faa\u73af\uff0c\u538b\u7f29\u4e3a\u201c\u70b9\u51fb-\u4fee\u6539-\u5373\u65f6\u9a8c\u8bc1\u201d\u7684\u95ed\u73af\u3002\u5b83\u8bd5\u56fe\u63a5\u7ba1\u7684\u662f\u8c03\u8bd5\u4e2d\u6700\u8017\u65f6\u7684\u201c\u4e0a\u4e0b\u6587\u91cd\u5efa\u201d\u73af\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4ef7\u503c\u6df1\u5ea6\u9762\u4e34\u62f7\u95ee\u3002\u5f53\u524d\u65b9\u6848\u7684\u6838\u5fc3\u662f\u6355\u83b7\u5e76\u91cd\u653eLLM\u8c03\u7528\u53c2\u6570\uff0c\u8fd9\u5bf9\u4e8e\u201c\u65e0\u72b6\u6001\u201d\u7684API\u8c03\u7528\u8c03\u8bd5\u662f\u6709\u6548\u7684\u3002\u4f46\u9762\u5bf9\u65e5\u76ca\u590d\u6742\u7684AI Agent\uff0c\u5176\u201c\u72b6\u6001\u201d\u53ef\u80fd\u5b58\u5728\u4e8e\u5185\u5b58\u5bf9\u8c61\u3001\u6570\u636e\u5e93\u6216\u5916\u90e8\u5de5\u5177\u4e2d\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u72b6\u6001\u56de\u653e\u201d\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\uff1a\u82e5\u65e0\u6cd5\u5b8c\u6574\u91cd\u5efa\u6267\u884c\u73af\u5883\uff0c\u56de\u653e\u7684\u201c\u786e\u5b9a\u6027\u201d\u5c06\u5927\u6253\u6298\u6263\uff0c\u53ef\u80fd\u6ca6\u4e3a\u66f4\u82b1\u54e8\u7684\u65e5\u5fd7\u67e5\u770b\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u4e24\u884c\u4ee3\u7801\u96c6\u6210\u201d\u4f5c\u4e3a\u5356\u70b9\uff0c\u662f\u660e\u667a\u7684\u964d\u4f4e\u95e8\u69db\u7b56\u7565\uff0c\u4f46\u4e5f\u6697\u793a\u5176\u4fb5\u5165\u6027\u548c\u4f9d\u8d56\u7279\u5b9aSDK\u7684\u5c40\u9650\u3002\u5176\u957f\u8fdc\u7ade\u4e89\u529b\u53ef\u80fd\u4e0d\u5728\u4e8e\u66f4\u6f02\u4eae\u7684\u56fe\u8c31\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u56de\u653e\u201d\u57fa\u7840\u8bbe\u65bd\u5316\uff0c\u5e76\u5ef6\u4f38\u81f3\u56e2\u961f\u534f\u4f5c\u3001\u56de\u5f52\u6d4b\u8bd5\u4e0e\u76d1\u63a7\u9884\u8b66\uff0c\u4ece\u800c\u4ece\u201c\u8c03\u8bd5\u5de5\u5177\u201d\u6f14\u8fdb\u4e3a\u4fdd\u969cAI\u5e94\u7528\u5f00\u53d1\u751f\u547d\u5468\u671f\u7a33\u5b9a\u6027\u7684\u201c\u8d28\u91cf\u5e73\u53f0\u201d\u3002\u5b83\u73b0\u5728\u63d0\u4f9b\u4e86\u4e00\u628a\u950b\u5229\u7684\u624b\u672f\u5200\uff0c\u4f46\u672a\u6765\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u80fd\u7ba1\u7406\u6574\u4e2a\u624b\u672f\u5ba4\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\">Glassbrain<\/span>\n <\/div>\n<div class=\"comment-content\">Glassbrain captures every step of your AI app as an interactive visual trace tree. Click any node, swap the input, replay instantly without redeploying. Snapshot mode stores deterministic replays. Live mode hits your actual stack. Auto-generated fix suggestions reference exact trace data with one-click copy. Diff view shows exactly what changed. Shareable replay links let your team debug together. Works with OpenAI and Anthropic. Two lines of code to integrate. Free tier: 1K traces\/month.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The replay without redeploying part is what got me. Does it work with any LLM framework or do you need to set up a specific SDK? Asking because I’m on a custom Claude API setup and always dread the debug process.<\/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\/@abhra_das1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhra_das1<\/a> Hey Abhra! So you do need the SDK, but honestly it’s two lines. Just wrap your Anthropic client with wrapAnthropic and you’re good to go. No framework, no setup headache.<\/p>\n<p>The replay thing works because Glassbrain snapshots your exact call (prompt, params, model version, all of it) so when something breaks you just go into the dashboard, tweak the input, and fire a real call right there. Never touch your codebase. For someone who dreads the debug process this is kind of the whole point. Give the free tier a shot, would love to hear how it goes with your setup!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Glassbrain because debugging AI apps with text logs is brutal. You’re staring at walls of JSON trying to figure out which step broke and why.<br \/>\nGlassbrain gives you a visual trace tree of your entire AI pipeline. Click any node, change the input, and replay it right there without redeploying. If something’s wrong, it auto-suggests fixes referencing the exact trace data, and you can copy the fix with location comments baked in.<br \/>\nNo direct competitor does visual replay. LangSmith, Langfuse, Helicone all stop at text-based tracing.<br \/>\nFree tier is 1K traces\/month. Would love your feedback.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sai_ram_muthineni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_ram_muthineni<\/a> The replay part is the hook for me. Finding a bad run is one thing. Getting back to it cleanly is usually where time disappears. Does replay end up replacing manual log digging for most teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sai_ram_muthineni\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sai_ram_muthineni<\/a> <strong>Congrats on the launch, Sai!<\/strong> <\/p>\n<p>Debugging multi-step agent pipelines through json walls is a nightmare, so the ‘visual trace tree’ approach is a massive UX upgrade for developers. The ability to replay from a specific node without redeploying is the real hook here.<\/p>\n<p>As someone deep-diving into AI orchestration, I’m curious about how you handle ‘Stateful replay’: If a node three steps deep relie on a specific local state or a previous tool output that isn’ t part of the LLM prompt, can Glassbrain still reconstruct that environment for a deterministic replay. Or is the replay primarily focused on the stateless LLM call parameters?<\/p>\n<p>Two lines of code for integration is the right move. <strong>Can’t wait to try this on our next agent trace.<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 prompt drift thread is the interesting part. Knowing when outputs shift is often more useful than logging what each call returned. Are you planning regression-style monitoring where replay runs automatically on a schedule and flags drift before users notice?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@avi_pilcer1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avi_pilcer1<\/a> Yeah Avi, that’s exactly the direction. The replay infrastructure already stores everything we need – exact prompts, params, model versions, original outputs – so wiring up scheduled regression runs is more of a scheduling problem than a hard one. The plan is: pick a set of “golden” traces per project (your critical paths), run them on a cadence, diff against the stored baseline, and alert when outputs drift beyond a threshold.<\/p>\n<p>The interesting part is what counts as “drift worth alerting on.” Exact string match is too noisy because LLMs vary even at temperature 0. Semantic similarity is better but expensive at scale. Probably something like: structural diff (did the JSON shape change, did a citation disappear, did the tool call sequence change) for fast checks, with semantic embedding diff as a fallback for free-form text. Still figuring out the right thresholds.<\/p>\n<p>If you’ve thought about regression testing for AI before I’d love to compare notes – this is the kind of feedback that actually shapes the feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the deterministic replay mode is the part I’d actually use most. debugging AI agents by re-running against fixed inputs without live calls is a pain point that keeps coming up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Hey Mykola, yeah this comes up constantly with agents. The snapshot side of it stores everything deterministically (full prompt, params, model version, tool outputs) so you always have the exact state of a run to go back to.<\/p>\n<p>Worth being upfront though: replay does make real LLM calls via your API key, it’s not a fully offline re-run. What it removes is the “reproduce this in your codebase and redeploy” part, which is usually where the time actually 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Two lines of code to integrate is the right move. Half the reason I avoid adding observability to my projects is the setup overhead. The visual trace tree vs. walls of JSON logs is a real upgrade. Quick question – does it handle multi-step chains where one node calls another model mid-pipeline, or is it mainly single-call tracing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thenomadcode\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thenomadcode<\/a> Hey Christophe, yeah it handles multi-step chains. The SDK wraps your Anthropic\/OpenAI client, so every call from every step gets captured automatically. Whether it’s a single completion or a 10-step agent pipeline with retrieval, tool calls, and nested LLM calls, each node shows up in the tree with its own inputs, outputs, latency, and tokens.<\/p>\n<p>You get the full execution graph, so when something breaks three steps deep you can see exactly which model call produced the bad output and replay from that specific node. It also picks up LangChain and LlamaIndex pipelines since those wrap the same underlying clients.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch! The ability to replay a failed run from a specific node without having to redeploy the whole codebase is a massive time-saver. Does the 1K free tier count every individual node click as a trace, or just the full pipeline run?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natanel_alaev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natanel_alaev<\/a> Thanks Natanel, appreciate it. Great question – just the full pipeline run counts as a trace, not individual nodes. So one end to end call to your AI app, whether it’s a single LLM completion or a 15 node agent pipeline with retrieval and tool calls, is one trace against your 1K free tier.<\/p>\n<p>Clicking around inside a trace to inspect nodes is free, and replays don’t count against the trace quota either (they hit your own API key on the LLM side). The 1K is really about how many real runs your app does per month, which keeps it predictable. Most devs on the free tier are building something new and using it for a few weeks of dev\/testing before deciding to upgrade.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7FQ3TOB47KDA2Y\" class=\"app-title\">HyperCap<\/a><\/p>\n<div class=\"one-liner\">Remap Caps Lock to a hyperkey, just hold it + any key<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HyperCap\u5c06\u952e\u76d8\u4e0a\u7684Caps Lock\u952e\u91cd\u6620\u5c04\u4e3a\u4e00\u4e2a\u201c\u8d85\u7ea7\u952e\u201d\uff0c\u901a\u8fc7\u7ec4\u5408\u5176\u4ed6\u6309\u952e\u5b9e\u73b0\u5feb\u901f\u81ea\u5b9a\u4e49\u64cd\u4f5c\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u9891\u7e41\u5207\u6362\u5e94\u7528\u3001\u67e5\u627e\u83dc\u5355\u548c\u8bb0\u5fc6\u590d\u6742\u5feb\u6377\u952e\u65f6\u4e2d\u65ad\u5de5\u4f5c\u6d41\u7684\u6838\u5fc3\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\/70d40b4f-62fe-43b9-966b-39f7ec122bf7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e265ed0b-b9c4-449a-96a5-f027ddd7c4ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f067fa76-2251-48cf-946c-c2e1c6a52d0a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d775f25-dced-40aa-acf8-2e6a14763241.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a3bcdaf-243d-4c56-aa63-33e08d2e694a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Custom Keyboards<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u952e\u76d8\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u5b8f<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e72\u6270\u6355\u83b7<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\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\u666e\u904d\u8d5e\u8d4f\u201c\u7814\u7a76\u7b14\u8bb0\u672c\u201d\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u81ea\u52a8\u6355\u83b7\u6587\u672c\u3001\u6765\u6e90\u5e94\u7528\u548cURL\u7684\u80fd\u529b\u80fd\u6781\u5927\u63d0\u5347\u6548\u7387\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u4e0eRaycast\/Alfred\u7b49\u590d\u6742\u5de5\u4f5c\u6d41\u5de5\u5177\u7684\u5bf9\u6bd4\u3001\u60ac\u6d6e\u7a97\u5728\u5168\u5c4f\u5e94\u7528\u4e0b\u7684\u517c\u5bb9\u6027\uff0c\u4ee5\u53ca\u672a\u6765\u529f\u80fd\u7684\u6f14\u8fdb\u65b9\u5411\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 HyperCap\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u6ca1\u6709\u521b\u9020\u4e00\u4e2a\u65b0\u9700\u6c42\uff0c\u800c\u662f\u654f\u9510\u5730\u201c\u56de\u6536\u201d\u4e86\u4e00\u4e2a\u5df2\u88ab\u8fb9\u7f18\u5316\u7684\u7269\u7406\u952e\u2014\u2014Caps Lock\uff0c\u5e76\u5c06\u5176\u91cd\u5851\u4e3a\u6548\u7387\u5165\u53e3\u3002\u8fd9\u6bd4\u5355\u7eaf\u5f00\u53d1\u4e00\u5957\u65b0\u7684\u5feb\u6377\u952e\u7cfb\u7edf\u66f4\u8f7b\u5de7\uff0c\u4e5f\u66f4\u5bb9\u6613\u964d\u4f4e\u7528\u6237\u7684\u5b66\u4e60\u548c\u9002\u5e94\u6210\u672c\u3002\u5176\u5ba3\u79f0\u7684\u201c\u4fdd\u6301\u5fc3\u6d41\u201d\u54f2\u5b66\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u73b0\u4ee3\u8f6f\u4ef6\u201c\u529f\u80fd\u81a8\u80c0\u201d\u548c\u201c\u4ea4\u4e92\u8fc7\u8f7d\u201d\u7684\u4e00\u79cd\u4f18\u96c5\u53cd\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u975e\u5728\u6280\u672f\u5c42\u9762\u3002\u4f5c\u4e3a\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u4f5c\u54c1\uff0c\u5b83\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7ec6\u5206\u5e02\u573a\uff1a\u90a3\u4e9b\u5bf9\u6548\u7387\u6709\u6781\u81f4\u8ffd\u6c42\uff0c\u53c8\u4e0d\u613f\u6216\u65e0\u529b\u5728Raycast\u3001Alfred\u7b49\u5e73\u53f0\u4e0a\u642d\u5efa\u590d\u6742\u811a\u672c\u7684\u4e2d\u9ad8\u9636\u7528\u6237\u3002\u201c\u7814\u7a76\u7b14\u8bb0\u672c\u201d\u529f\u80fd\u662f\u8fd9\u4e00\u5b9a\u4f4d\u7684\u7edd\u4f73\u4f53\u73b0\u2014\u2014\u5b83\u5e76\u975e\u4e00\u4e2a\u5168\u80fd\u7684\u7b14\u8bb0\u5e94\u7528\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u5ea6\u573a\u666f\u5316\u3001\u65e0\u5e72\u6270\u7684\u201c\u7075\u611f\u6682\u5b58\u5668\u201d\uff0c\u8fd9\u6bd4\u5927\u800c\u5168\u7684\u89e3\u51b3\u65b9\u6848\u66f4\u5177\u6740\u4f24\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u7280\u5229\u70b9\u770b\uff0cHyperCap\u7684\u6838\u5fc3\u529f\u80fd\u62a4\u57ce\u6cb3\u5e76\u4e0d\u6df1\u3002\u952e\u76d8\u91cd\u6620\u5c04\u5e76\u975e\u65b0\u6280\u672f\uff0c\u5176\u4e0eApple Shortcuts\u7684\u96c6\u6210\u4e5f\u662f\u4e00\u79cd\u201c\u501f\u529b\u201d\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u56f4\u7ed5\u201c\u65e0\u5e72\u6270\u6355\u83b7\u201d\u548c\u201c\u4e0a\u4e0b\u6587\u4fdd\u5b58\u201d\u8fd9\u4e00\u6838\u5fc3\u6d1e\u5bdf\uff0c\u6784\u5efa\u8d77\u4e00\u5957\u72ec\u7279\u4e14\u8fde\u8d2f\u7684\u5fae\u529f\u80fd\u751f\u6001\uff0c\u5e76\u5f62\u6210\u826f\u597d\u7684\u7528\u6237\u4e60\u60ef\u7ed1\u5b9a\u3002\u5426\u5219\uff0c\u5b83\u5f88\u5bb9\u6613\u88ab\u66f4\u5f3a\u5927\u7684\u5e73\u53f0\u5de5\u5177\u66f4\u65b0\u4e00\u4e2a\u7c7b\u4f3c\u529f\u80fd\u6240\u8986\u76d6\u3002\u76ee\u524d\u770b\u6765\uff0c\u5b83\u662f\u4e00\u6b3e\u5b9a\u4f4d\u7cbe\u51c6\u3001\u4f53\u9a8c\u4f18\u96c5\u7684\u201c\u950b\u5229\u7684\u5200\u201d\uff0c\u4f46\u80fd\u5426\u6210\u957f\u4e3a\u5e73\u53f0\u7ea7\u5de5\u5177\uff0c\u4ecd\u9700\u89c2\u5bdf\u5176\u751f\u6001\u6f14\u5316\u80fd\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\">HyperCap<\/span>\n <\/div>\n<div class=\"comment-content\">Every new app claims another shortcut, forces another awkward combo. Your best keys are taken. You’re left remembering things instead of doing them. HyperCap reclaims your keyboard. Caps Lock + any key is yours, conflict-free. Fully customisable, with Apple Shortcuts for unlimited actions \u2014 including AI workflows. Forgot what you mapped? Double-tap Caps Lock for a live overlay. Never lose a thought \u2014 the research notebook saves selected text with source app and URL, without switching apps.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! Jacob here \u2014 solo founder of Nexius Lab and the developer behind HyperCap.<\/p>\n<p>I built this around one obsession: staying in the flow.<\/p>\n<p>Every time you open a menu, switch apps, or retype something you’ve typed a hundred times \u2014 you break it. HyperCap fixes that. Remap Caps Lock to a hyperkey, hold it + any key, and the action fires instantly \u2014 right where you are.<\/p>\n<p>The feature I’m most proud of is the research notebook. See something worth saving? One keypress captures the text, the app you were in, and the browser URL \u2014 without ever leaving what you’re doing.<\/p>\n<p>That’s the whole philosophy. Act on a thought now. Don’t go anywhere.<\/p>\n<p>As your workflow evolves, let HyperCap evolve with you \u2014 fully customisable shortcuts, Apple Shortcuts integration, and as many actions as your day demands.<\/p>\n<p>And take back your time \u2014 every phrase you retype, every menu you dig through, every awkward combo you half-remember can become a single keypress. Map it once. Stay in the flow.<\/p>\n<p>As a thank-you to the Product Hunt community \u2014 use code PHHYPER for 30% off on launch day. That’s $13, one-time, forever.<\/p>\n<p>14-day free trial, no credit card.<\/p>\n<p>What would YOU put on your hyperkey?<\/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\/@jabohabo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jabohabo<\/a> that research notebook feature sounds like a lifesaver for anyone doing heavy documentation. capturing the url and the app automatically without switching tabs is a massive win. definitely checking out the trial today. Great <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@jabohabo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jabohabo<\/a> Really like the ‘stay in flow ‘angle her , That’s a real pain point most tools ignore . The research notebook feature sounds especially practical . <\/p>\n<p>How does HyperCap compare in speed and flexibility to tools like <strong>Raycast<\/strong> or <strong>Alfred <\/strong>when workflows get more complex?<\/p>\n<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The research notebook is the killer feature here. Capturing text + source app + URL without switching context is exactly the kind of thing that sounds small but saves you 20 minutes a day. I built a focus timer and the hardest part was figuring out how to keep people in the zone. You nailed the philosophy. Does the overlay work well with full-screen 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@thenomadcode thank you for the comment! Very appreciated. And good synergy with your focus app. Will try it.<br \/>\nHappy that you like the notebook. It’s the feature that I’m adding the most features to in the next releases. A notebook widget is almost there among other features..<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QDXGVSIM4757AD\" class=\"app-title\">Lito<\/a><\/p>\n<div class=\"one-liner\">Free professional link analytics & team-ready QR codes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">18<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Lito\u662f\u4e00\u6b3e\u4e3a\u8425\u9500\u4eba\u5458\u548c\u521b\u4f5c\u8005\u63d0\u4f9b\u7684\u514d\u8d39\u4e13\u4e1a\u94fe\u63a5\u5206\u6790\u4e0e\u56e2\u961f\u534f\u4f5cQR\u7801\u751f\u6210\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4e2d\u5c0f\u56e2\u961f\u5728\u9884\u7b97\u6709\u9650\u4e0b\u65e0\u6cd5\u4f7f\u7528\u6602\u8d35\u4e14\u754c\u9762\u9648\u65e7\u7684\u94fe\u63a5\u8ffd\u8e2a\u5de5\u5177\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\/7115a496-68e9-49c6-80bc-8a89c2347585.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b9fc95da-edb1-4208-bd1c-e73594765f81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7ad7026-5300-4f8b-b335-79c438269d00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3c84f31-92da-43f3-a26c-e50a9c0ac50f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55952da7-1a01-4f47-82d1-10b456e6bab0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/99f59c5b-394d-486e-bbcf-b5f78edc622d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c606d36e-a9cc-4d7b-adc3-f2979d0df49f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c89cfda5-1c6e-414a-ba18-b1099b5aff26.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\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u94fe\u63a5\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u94fe\u63a5\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u77ed\u94fe\u63a5<\/span><br \/>\n <span class=\"tag\">QR\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u51fa\u6d77\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u7b80\u6d01\u754c\u9762\u548c\u6838\u5fc3\u5206\u6790\u529f\u80fd\u3002\u4e3b\u8981\u53cd\u9988\u4e24\u70b9\uff1a\u4e00\u662f\u8f93\u5165URL\u9700\u5b8c\u6574\u534f\u8bae\uff08\u5982https:\/\/\uff09\u5426\u5219\u8df3\u8f6c\u5931\u8d25\uff0c\u5f00\u53d1\u8005\u5df2\u786e\u8ba4\u5c06\u4f18\u5316\uff1b\u4e8c\u662f\u8be2\u95ee\u662f\u5426\u539f\u751f\u652f\u6301UTM\u53c2\u6570\uff0c\u5f00\u53d1\u8005\u56de\u590d\u76ee\u524d\u9700\u624b\u52a8\u6dfb\u52a0\uff0c\u4f46\u81ea\u52a8\u9644\u52a0UTM\u529f\u80fd\u5df2\u5728\u5f00\u53d1\u8def\u7ebf\u56fe\u4e2d\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 Lito\u5207\u5165\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5728\u52a8\u8f84\u6bcf\u6708\u6570\u767e\u7f8e\u5143\u7684\u4e13\u4e1a\u8425\u9500\u5206\u6790\u5de5\u5177\u4e0e\u529f\u80fd\u7b80\u964b\u6216\u8bbe\u8ba1\u8fc7\u65f6\u7684\u514d\u8d39\u5de5\u5177\u4e4b\u95f4\uff0c\u63d0\u4f9b\u201c\u591f\u7528\u3001\u597d\u770b\u4e14\u514d\u8d39\u201d\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u5176\u5ba3\u79f0\u7684\u201c\u6c38\u4e45\u514d\u8d39\u201d\u662f\u6700\u5927\u5671\u5934\uff0c\u65e8\u5728\u901a\u8fc7\u96f6\u95e8\u69db\u7b56\u7565\u5feb\u901f\u83b7\u53d6\u7528\u6237\uff0c\u4f46\u5176\u5546\u4e1a\u6a21\u5f0f\u53ef\u6301\u7eed\u6027\u5b58\u7591\uff0c\u672a\u6765\u5f88\u53ef\u80fd\u901a\u8fc7\u56e2\u961f\u9ad8\u7ea7\u529f\u80fd\u3001\u589e\u503c\u670d\u52a1\u6216\u7528\u91cf\u9650\u5236\u6765\u5b9e\u73b0\u53d8\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u5c06\u201c\u94fe\u63a5\u8ffd\u8e2a\u201d\u3001\u201c\u56e2\u961f\u5171\u4eab\u201d\u548c\u201c\u9ad8\u8d28\u91cfQR\u7801\u201d\u4e09\u4e2a\u8425\u9500\u521a\u9700\u529f\u80fd\u6253\u5305\uff0c\u5e76\u8d4b\u4e88\u73b0\u4ee3\u5316\u7684\u7528\u6237\u4f53\u9a8c\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u5c0f\u578b\u56e2\u961f\u3001\u72ec\u7acb\u521b\u4f5c\u8005\u548c\u521d\u521b\u516c\u53f8\u7684\u9884\u7b97\u4e0e\u534f\u4f5c\u75db\u70b9\u3002\u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u66b4\u9732\u7684\u95ee\u9898\u770b\uff0c\u5176\u4ea7\u54c1\u6210\u719f\u5ea6\u4ecd\u6709\u6b20\u7f3a\u3002URL\u534f\u8bae\u4f9d\u8d56\u548cUTM\u53c2\u6570\u5904\u7406\u7b49\u7ec6\u8282\uff0c\u6070\u6070\u662f\u4e13\u4e1a\u8425\u9500\u5de5\u5177\u7684\u57fa\u7840\u80fd\u529b\uff0c\u8fd9\u4e9b\u201c\u5c0f\u95ee\u9898\u201d\u53cd\u6620\u4e86\u5176\u4e0e\u6210\u719f\u7ade\u54c1\u5728\u5e95\u5c42\u903b\u8f91\u548c\u573a\u666f\u5316\u601d\u8003\u4e0a\u5b58\u5728\u5dee\u8ddd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u53d1\u8005\u5bf9\u53cd\u9988\u7684\u54cd\u5e94\u8fc5\u901f\u4e14\u8def\u7ebf\u56fe\u6e05\u6670\uff0c\u8fd9\u662f\u79ef\u6781\u4fe1\u53f7\u3002\u4f46\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5f53\u7528\u6237\u91cf\u589e\u957f\u3001\u6570\u636e\u590d\u6742\u5ea6\u63d0\u5347\u540e\uff0c\u80fd\u5426\u5728\u7ef4\u6301\u514d\u8d39\u7684\u540c\u65f6\uff0c\u4fdd\u969c\u6570\u636e\u5904\u7406\u7684\u51c6\u786e\u6027\u4e0e\u7cfb\u7edf\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5176\u201c\u56e2\u961f\u534f\u4f5c\u201d\u529f\u80fd\u662f\u5176\u4ece\u4e2a\u4eba\u5de5\u5177\u8fc8\u5411\u56e2\u961f\u670d\u52a1\u7684\u5173\u952e\uff0c\u8fd9\u53ef\u80fd\u662f\u672a\u6765\u4ed8\u8d39\u8f6c\u5316\u7684\u6838\u5fc3\u6293\u624b\u3002\u603b\u4f53\u800c\u8a00\uff0cLito\u662f\u4e00\u4e2a\u5b9a\u4f4d\u6e05\u6670\u3001\u6709\u5e02\u573a\u9700\u6c42\u7684MVP\uff0c\u4f46\u5176\u957f\u671f\u751f\u5b58\u80fd\u529b\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u7528\u6237\u4f53\u9a8c\u3001\u529f\u80fd\u6df1\u5ea6\u4e0e\u5546\u4e1a\u53ef\u6301\u7eed\u6027\u4e4b\u95f4\u627e\u5230\u5e73\u8861\u70b9\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4f5c\u4e3a\u53c8\u4e00\u4e2a\u201c\u4e3a\u7231\u53d1\u7535\u201d\u7684\u514d\u8d39\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\">Lito<\/span>\n <\/div>\n<div class=\"comment-content\">Stop paying $199\/mo for basic link tracking. Lito is a powerful, free-forever tool for marketers and creators to track clicks, generate high-quality QR codes, and collaborate with teams. No hidden fees, just pure data.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt! \ud83d\ude80<br \/>\nI\u2019m Vlad, the creator of Lito.<\/p>\n<p>As a developer and designer, I\u2019ve always found it frustrating that professional link tracking tools are either too expensive for small teams or have UI from the 90s. I wanted something clean, fast, and, most importantly, accessible to everyone.<\/p>\n<p>Why Lito?<br \/>\n– Pro Analytics for $0: Track clicks and unique visits without limits.<br \/>\n– Team First: I built a Shared Access system so you can collaborate with clients or teammates effortlessly.<br \/>\n– High-Quality QR: Generate ready-to-print QR codes for your marketing campaigns in seconds.<\/p>\n<p>Lito is currently 100% free because I believe great tools shouldn’t have a barrier to entry. I\u2019d love to hear your feedback and answer any questions!<br \/>\nLet\u2019s build better connections together.<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>First of all, congratulations on the launch! \ud83d\ude80<\/p>\n<p>I gave Lito a try and really liked the interface and analytics, the way you present key insights that seems simple like unique views, is genuinely useful. \ud83d\udc4f<\/p>\n<p>One small thing I noticed: when I used a URL without the full protocol (like <a href=\"http:\/\/plai.matheusdsantosr.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>plai.matheusdsantosr.com<\/em><\/a>), it didn\u2019t redirect properly. I had to include the full URL (<a href=\"https:\/\/plai.matheusdsantosr.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>https:\/\/plai.matheusdsantosr.com\/<\/em><\/a>) for it to work. Not a big issue, but smoothing that out could make the experience even more seamless.<\/p>\n<p>I\u2019ll keep testing Lito and will definitely share more feedback as I go. Excited to see how it evolves!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@matheusdsantosr_dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matheusdsantosr_dev<\/a> Hey Matheus, thank you so much for the kind words and for actually taking Lito for a spin!<\/p>\n<p>You’re absolutely right about the protocol prefix (http\/https). That’s a great catch! We currently expect the full URL to ensure the most accurate redirection, but making it smarter to auto-fill the protocol is definitely on our immediate roadmap to make the experience seamless.<\/p>\n<p>Glad you liked the analytics interface – we spent a lot of time making ‘unique views’ as clear as possible. Looking forward to more of your feedback as you test it further! What kind of projects are you planning to track with Lito?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 pricing frustration is real, I’ve been looking for a simple way to track clicks on my app’s landing page before launch without committing to a $200\/mo tool I might not need yet.<\/p>\n<p>Does Lito handle UTM parameters natively, or do you need to build those manually before shortening the link?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> Great question! Because Lito uses a Campaign structure (where ONE target link has MULTIPLE short links for different channels), currently you insert the exact URL you want as the target for the whole campaign.<\/p>\n<p>But you are absolutely right about the need for native handling! My plan for the next update is to allow attaching UTM parameters directly to the <em>individual short links<\/em> within a campaign. This way, your QR code remains perfectly short and scannable, but Lito will automatically append the correct UTMs (like ?utm_source=qr_menu) during the redirect.<\/p>\n<p>For now, it redirects exactly to the target URL you provide. Thanks for the feedback, this validates my roadmap perfectly!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XGJTVUQ2VVAN5J\" class=\"app-title\">MedullaAI<\/a><\/p>\n<div class=\"one-liner\">Branding that captures Attention!<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MedullaAI \u662f\u4e00\u6b3e\u57fa\u4e8eAI\u4e0e\u8ba4\u77e5\u79d1\u5b66\u7684\u795e\u7ecf\u5206\u6790\u5e73\u53f0\uff0c\u5728\u54c1\u724c\u8425\u9500\u521b\u610f\u6295\u653e\u524d\uff0c\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u6ce8\u610f\u529b\u4e0e\u60c5\u7eea\u53cd\u5e94\uff0c\u5feb\u901f\u9a8c\u8bc1\u521b\u610f\u6548\u679c\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5e7f\u544a\u6295\u653e\u4f9d\u8d56\u4e3b\u89c2\u5224\u65ad\u3001\u8bd5\u9519\u6210\u672c\u9ad8\u6602\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c062d095-9316-46ce-89f7-d3b15f8d06cb.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\">Marketing<\/span><br \/>\n <span class=\"tag\">Advertising<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u795e\u7ecf\u79d1\u5b66<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u9884\u53d1\u5e03\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5e7f\u544a\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6548\u679c\u9884\u6d4b<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u6d1e\u5bdf<\/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\u4ea7\u54c1\u9002\u7528\u573a\u666f\uff08\u5982\u79fb\u52a8\u5e7f\u544a\u683c\u5f0f\u652f\u6301\uff09\u3001\u6280\u672f\u539f\u7406\uff08\u8ba4\u77e5\u79d1\u5b66\u6a21\u578b\u5982\u4f55\u5de5\u4f5c\uff09\u53ca\u4ef7\u503c\u4e3b\u5f20\uff08\u4ece\u201c\u8bca\u65ad\u201d\u800c\u975e\u4ec5\u201c\u751f\u4ea7\u201d\u5207\u5165\u7684\u72ec\u7279\u6027\uff09\u3002\u521b\u59cb\u4eba\u56de\u5e94\u786e\u8ba4\u652f\u6301\u79fb\u52a8\u7aef\uff0c\u5e76\u89e3\u91ca\u4e86\u6a21\u578b\u9488\u5bf9\u79fb\u52a8\u6ce8\u610f\u529b\u7684\u4e13\u95e8\u6821\u51c6\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 MedullaAI \u5207\u5165\u4e86\u4e00\u4e2a\u770b\u4f3c\u9971\u548c\u5374\u5b58\u5728\u5173\u952e\u7a7a\u767d\u7684\u5e02\u573a\uff1a\u521b\u610f\u7684\u4e8b\u524d\u79d1\u5b66\u9a8c\u8bc1\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u521b\u610f\u751f\u6210\uff0c\u800c\u662f\u5145\u5f53\u201c\u521b\u610fCT\u626b\u63cf\u4eea\u201d\uff0c\u5728\u9884\u7b97\u71c3\u70e7\u524d\u8bca\u65ad\u8ba4\u77e5\u5c42\u9762\u7684\u5931\u6548\u98ce\u9669\u3002\u8fd9\u76f4\u6307\u884c\u4e1a\u75fc\u75be\u2014\u2014\u9ad8\u8fbe8000\u4ebf\u7f8e\u5143\u7684\u5e7f\u544a\u652f\u51fa\u4e2d\uff0c\u8fd1\u4e00\u534a\u7684\u6210\u6548\u53d6\u51b3\u4e8e\u521b\u610f\u8d28\u91cf\uff0c\u800c\u51b3\u7b56\u5374\u957f\u671f\u4f9d\u8d56\u4f1a\u8bae\u5ba4\u91cc\u7684\u201c\u76f4\u89c9\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u9006\u5411\u64cd\u4f5c\u201d\uff1a\u5728AIGC\u75af\u72c2\u63d0\u901f\u521b\u610f\u751f\u4ea7\u7684\u6d6a\u6f6e\u4e0b\uff0c\u5b83\u53cd\u800c\u63d0\u5021\u201c\u6162\u4e00\u6b65\u201d\uff0c\u7528\u79d1\u5b66\u8bca\u65ad\u6765\u89c4\u907f\u65e0\u6548\u751f\u4ea7\u3002\u5176\u6280\u672f\u6838\u5fc3\uff08AI\u9a71\u52a8\u7684\u773c\u52a8\u8ffd\u8e2a\u4e0e\u8ba4\u77e5\u6a21\u578b\uff09\u662f\u5426\u771f\u80fd\u8fbe\u5230MIT\u9a8c\u8bc1\u768490%\u4ee5\u4e0a\u51c6\u786e\u7387\uff0c\u662f\u4fe1\u4efb\u5173\u952e\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u7684\u8d28\u7591\u5f88\u7cbe\u51c6\uff1a\u8fd9\u7a76\u7adf\u662f\u57fa\u4e8e\u73b0\u6709\u6ce8\u610f\u529b\u7814\u7a76\u6a21\u5f0f\u7684\u5339\u914d\uff0c\u8fd8\u662f\u771f\u6b63\u7684\u795e\u7ecf\u6a21\u62df\uff1f\u8fd9\u51b3\u5b9a\u4e86\u4ea7\u54c1\u662f\u9ad8\u7ea7\u6a21\u5f0f\u8bc6\u522b\u5de5\u5177\uff0c\u8fd8\u662f\u8ba4\u77e5\u79d1\u5b66\u7684\u7a81\u7834\u6027\u5e94\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u5e02\u573a\u6559\u80b2\u3002\u8ba9\u4e60\u60ef\u4e8e\u7ed3\u679c\u5bfc\u5411\u3001\u5feb\u901f\u8fed\u4ee3\u7684\u8425\u9500\u56e2\u961f\u63a5\u53d7\u4e00\u5957\u201c\u9884\u9632\u6027\u201d\u7684\u8bca\u65ad\u7cfb\u7edf\uff0c\u5e76\u4e3a\u4e4b\u4ed8\u8d39\uff0c\u9700\u8981\u626d\u8f6c\u5176\u51b3\u7b56\u5fc3\u667a\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u5c06\u590d\u6742\u7684\u795e\u7ecf\u79d1\u5b66\u5c01\u88c5\u4e3a\u7b80\u6613\u7684\u201c\u4fe1\u5fc3\u5206\u6570\u201d\uff0c\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u5b83\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4f46\u4e5f\u53ef\u80fd\u8ba9\u4e13\u4e1a\u7528\u6237\u5bf9\u9ed1\u7bb1\u4ea7\u751f\u7591\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u5176\u6a21\u578b\u7cbe\u5ea6\u7ecf\u5f97\u8d77\u5927\u89c4\u6a21\u5b9e\u6218\u68c0\u9a8c\uff0cMedullaAI \u7684\u4ef7\u503c\u5c06\u8fdc\u8d85\u5de5\u5177\u5c42\u9762\u2014\u2014\u5b83\u53ef\u80fd\u6210\u4e3a\u8fde\u63a5\u521b\u610f\u611f\u6027\u8868\u8fbe\u4e0e\u79d1\u5b66\u7406\u6027\u9a8c\u8bc1\u7684\u6865\u6881\uff0c\u8ba9\u5e7f\u544a\u4ece\u4e00\u95e8\u827a\u672f\uff0c\u9010\u6e10\u8fdb\u5316\u4e3a\u4e00\u95e8\u53ef\u9884\u6d4b\u3001\u53ef\u4f18\u5316\u7684\u5e94\u7528\u79d1\u5b66\u3002\u5176\u6210\u8d25\uff0c\u5728\u4e8e\u80fd\u5426\u5728\u201c\u79d1\u5b66\u4e25\u8c28\u6027\u201d\u4e0e\u201c\u5546\u4e1a\u6613\u7528\u6027\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u7cbe\u5999\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MedullaAI<\/span>\n <\/div>\n<div class=\"comment-content\">MedullaAI combines AI and cognitive science to help brands design marketing that truly captures human attention and stays in memory. We help brands and agencies understand why their marketing won\u2019t perform, improve it, and ship a better version with scientific confidence.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! Building creative for a mobile app launch with zero budget for guesswork, and knowing where attention actually lands before we spend anything is huge. Does it work on mobile ad formats specifically, or is it mostly built around desktop\/static creatives. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_vlasoff\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_vlasoff<\/a> <br \/>Thank you Aya!<br \/>Mobile format is fully in scope – Stories, Reels, the works.<\/p>\n<p>Mobile actually changes the attention math a lot. On desktop you have a few seconds. On mobile you have one, maybe two, before the thumb moves. Our models are calibrated for that window specifically, so you’re not getting desktop predictions dressed up for mobile.<\/p>\n<p>For a zero-budget launch, running validation before spend makes a lot more sense than A\/B testing after. If you want, share a format you’re working with and I’ll be happy to show you what the attention map looks like on something real.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 <\/p>\n<p>I’m thrilled to finally share MedullaAI with you today.<\/p>\n<p>Brands spend $800B+ annually on advertising, and creative quality determines 49% of whether that spend actually works.<br \/>\nYet, creative selection is the last remaining competitive lever driven entirely by gut feel. Teams sit in a conference room, pick a creative, and only find out if it worked after the budget is completely gone.<\/p>\n<p>The Insight: We realized that ads don\u2019t usually fail because the visuals are objectively “bad.” They fail because of invisible cognitive failure. People don’t make decisions through logic alone – the brain filters information through attention, encodes it into memory, and only then influences behaviour. If an ad loses attention in the first two seconds, the rest of the funnel collapses.<\/p>\n<p>The Solution: We built MedullaAI to close this pre-launch intelligence gap. It is a neural analytics platform that validates creative performance before you launch.<\/p>\n<p>Instead of waiting 8 weeks and spending $80K on traditional neuromarketing labs, our AI-powered eye-tracking and cognitive science models tell you:<br \/>\n\ud83d\udc40 Exactly where human attention goes<br \/>\n\ud83e\udde0 How viewers respond emotionally<br \/>\n\u26a1 Which creative will actually drive action<\/p>\n<p>It takes minutes, not months, and is MIT-validated with 90%+ accuracy against hardware-based lab studies.<\/p>\n<p>Whether you are a CMO at a scaling D2C brand or an agency leader defending a strategy, we want to help you ship with confidence before a single dollar of media spend goes live.<\/p>\n<p>I\u2019d love to know what you think! Drop your questions below about our cognitive models, rapid prototyping, or how you currently validate your ad creatives. I’ll be hanging out in the comments all day! \ud83d\ude80<\/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 “understand why it won’t perform” framing caught me. most tools help you produce more stuff faster. this feels like it’s trying to slow brands down first and diagnose before shipping. harder sell, probably the more useful one.<\/p>\n<\/p>\n<p>curious how the cognitive science piece actually works in practice. is it pattern-matching against existing attention research, or something closer to simulating how a brain processes a new visual? not sure if that distinction matters to most users but i’d want to know what’s actually under the hood before trusting a “scientific confidence” score.<\/p>\n<\/p>\n<p>congrats on shipping this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/B3VLZMJF7WW22F\" class=\"app-title\">Replymer<\/a><\/p>\n<div class=\"one-liner\">Get recommended on Reddit & X on autopilot<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Replymer \u662f\u4e00\u6b3e\u901a\u8fc7\u5168\u5929\u5019\u81ea\u52a8\u76d1\u63a7Reddit\u548cX\uff08\u539fTwitter\uff09\u4e0a\u7684\u76f8\u5173\u8ba8\u8bba\uff0c\u5e76\u53d1\u5e03\u5b9a\u5236\u5316\u56de\u590d\uff0c\u4ece\u800c\u4e3a\u4ea7\u54c1\u5f15\u6d41\u83b7\u5ba2\u7684\u8425\u9500\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u4e3b\u624b\u52a8\u5bfb\u627e\u63a8\u5e7f\u673a\u4f1a\u8017\u65f6\u8d39\u529b\u4e14\u96be\u4ee5\u6301\u7eed\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\/a6050af2-e2f5-4063-bc9f-24498ff450b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e277a50-f3f6-4757-8b7b-49e0662e7d13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6df56334-c2e2-4430-82e5-4cf3e74abd25.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af851e03-baa4-4f7e-94bf-53dc6a567c80.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 Network<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Reddit\u8425\u9500<\/span><br \/>\n <span class=\"tag\">X\/Twitter\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6d41\u91cf\u83b7\u53d6<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u56de\u590d<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\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>\u521b\u59cb\u4eba\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u8fed\u4ee3\u4e0e\u7528\u6237\u89c4\u6a21\u3002\u6709\u6548\u8bc4\u8bba\u96c6\u4e2d\u4e8e\u5bf9\u201c\u771f\u5b9e\u6027\u201d\u548c\u5408\u89c4\u6027\u7684\u62c5\u5fe7\uff1a\u5982\u4f55\u907f\u514d\u56de\u590d\u663e\u5f97\u751f\u786c\u6216\u88ab\u5224\u4e3a\u5783\u573e\u4fe1\u606f\uff1f\u5982\u4f55\u786e\u4fdd\u7b26\u5408\u5e73\u53f0\u6761\u6b3e\uff1f\u4ee5\u53ca\u7528\u6237\u8be2\u95ee\u8d26\u6237\u4f7f\u7528\u7b56\u7565\u548c\u56de\u590d\u8bed\u8c03\u5b9a\u5236\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 Replymer \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u75db\u70b9\u2014\u2014\u5728\u793e\u4ea4\u5a92\u4f53\u6d77\u91cf\u5bf9\u8bdd\u4e2d\u624b\u52a8\u5bfb\u627e\u8425\u9500\u673a\u4f1a\u6548\u7387\u6781\u4f4e\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5168\u81ea\u52a8\u201d\u4e0e\u201c\u771f\u5b9e\u6027\u201d\u6784\u6210\u4e86\u6838\u5fc3\u5f20\u529b\uff0c\u4e5f\u662f\u5176\u9762\u4e34\u7684\u6700\u5927\u8d28\u7591\u4e0e\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u5176\u5ba3\u79f0\u7684\u201c\u771f\u5b9e\u6027\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u5927\u6d77\u635e\u9488\u201d\u5f0f\u7684\u76d1\u6d4b\u5de5\u4f5c\u6d41\u7a0b\u5316\u3001\u89c4\u6a21\u5316\uff0c\u672c\u8d28\u662f\u4e00\u4e2a\u9ad8\u6548\u7684\u6f5c\u5728\u5ba2\u6237\u7ebf\u7d22\u6316\u6398\u4e0e\u521d\u6b65\u63a5\u89e6\u5de5\u5177\u3002\u5b83\u901a\u8fc7\u7b97\u6cd5\u8fc7\u6ee4\u548c\u5185\u5bb9\u751f\u6210\uff0c\u5c06\u4eba\u529b\u4ece\u67af\u71e5\u7684\u641c\u5bfb\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5b9e\u73b0\u66f4\u5e7f\u7684\u89e6\u8fbe\u9762\u3002\u7136\u800c\uff0c\u5176\u201c\u53d1\u5e03\u201d\u529f\u80fd\u6070\u6070\u662f\u53cc\u5203\u5251\u3002Reddit\u7b49\u793e\u533a\u5bf9\u8425\u9500\u5185\u5bb9\u6781\u5ea6\u654f\u611f\uff0c\u5176\u201c\u793e\u533a\u96f7\u8fbe\u201d\u548c\u7248\u4e3b\u7ba1\u7406\u662f\u5f3a\u5927\u58c1\u5792\u3002\u5b8c\u5168\u81ea\u52a8\u5316\u7684\u3001\u7f3a\u4e4f\u4eba\u6027\u6e29\u5ea6\u548c\u60c5\u5883\u7ec6\u5fae\u7406\u89e3\u7684\u56de\u590d\uff0c\u6781\u6613\u88ab\u8bc6\u522b\u4e3a\u5783\u573e\u4fe1\u606f\uff0c\u5bfc\u81f4\u8d26\u6237\u88ab\u5c01\u3001\u54c1\u724c\u58f0\u8a89\u53d7\u635f\u3002\u8bc4\u8bba\u4e2d\u7684\u62c5\u5fe7\u4e00\u9488\u89c1\u8840\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5176\u66f4\u53ef\u6301\u7eed\u7684\u4ef7\u503c\u8def\u5f84\u6216\u8bb8\u5e94\u4fa7\u91cd\u4e8e\u201c\u534a\u81ea\u52a8\u5316\u201d\uff1a\u5373\u4f5c\u4e3a\u9876\u5c16\u7684\u201c\u76d1\u542c\u4e0e\u8b66\u62a5\u201d\u7cfb\u7edf\uff0c\u4e3a\u8425\u9500\u4eba\u5458\u63d0\u4f9b\u9ad8\u4ef7\u503c\u5bf9\u8bdd\u7ebf\u7d22\u548c\u56de\u590d\u8349\u7a3f\uff0c\u800c\u7531\u4eba\u5de5\u8fdb\u884c\u6700\u7ec8\u7684\u5ba1\u6838\u3001\u6da6\u8272\u548c\u53d1\u5e03\u3002\u8fd9\u5c06\u5e73\u8861\u6548\u7387\u4e0e\u5b89\u5168\u3002\u76f4\u63a5\u5b9a\u4f4d\u4e3a\u201c\u96f6\u4eba\u5de5\u201d\u7684\u5168\u81ea\u52a8\u53d1\u5e03\uff0c\u867d\u7136\u8425\u9500\u8bdd\u672f\u8bf1\u4eba\uff0c\u4f46\u53ef\u80fd\u4f4e\u4f30\u4e86\u793e\u533a\u7ba1\u7406\u7684\u590d\u6742\u6027\u548c\u5e73\u53f0\u7b97\u6cd5\u7684\u6f14\u8fdb\u901f\u5ea6\uff0c\u957f\u671f\u8fd0\u8425\u98ce\u9669\u9ad8\u4f01\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u80fd\u5426\u751f\u6210\u770b\u4f3c\u901a\u987a\u7684\u56de\u590d\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u8fd0\u8425\u7b56\u7565\u80fd\u5426\u5728\u5e73\u53f0\u89c4\u5219\u4e0e\u793e\u533a\u6587\u5316\u7684\u94a2\u4e1d\u4e0a\u627e\u5230\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Replymer<\/span>\n <\/div>\n<div class=\"comment-content\">We monitor Reddit and X 24\/7, find conversations where people ask for solutions like yours, and publish authentic replies that drive traffic to your product.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I’m Alex, founder of Replymer.<\/p>\n<p>I built Replymer because I was spending 3-4 hours daily scanning Reddit and Twitter for conversations where I could mention my product. It worked great for getting customers, but it was impossible to keep up manually.<\/p>\n<p>Replymer automates the entire process: it monitors Reddit and X 24\/7 for conversations where people ask for solutions like yours, generates contextual replies, and publishes them from real accounts. Everything runs on autopilot.<\/p>\n<p>What’s new since our first launch:<br \/>\n– SEO Replies: we now find Reddit threads that rank on Google and place your product recommendations there for long-term organic traffic<br \/>\n– 20 free marketing tools (subreddit finder, ROI calculator, Reddit strategy generator, and more)<br \/>\n– Full automation: from keyword monitoring to reply publishing, zero manual work needed<\/p>\n<p>We’re already helping 900+ companies grow through authentic Reddit and Twitter conversations.<\/p>\n<p>Would love to hear your feedback and answer any questions!<\/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>Interesting problem to solve, finding relevant conversations manually is genuinely painful. Curious how you handle authenticity and platform ToS compliance at scale, that seems like the hard part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “authentic replies” framing is doing a lot of work here, and i mean that genuinely. reddit especially has a sixth sense for anything that feels planted, and their community mods are pretty aggressive about it. so curious how you’re handling that tension. is there a human review step before anything goes live, or is it fully automated end to end? and how does the system decide which conversations are actually worth jumping into vs ones where a reply would feel forced or off-topic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 as reddit\/X do take alot of time searching and trying to find conversation to mention our product.<\/p>\n<p>A question though, all these replies which are automated are posted by single account or are there various accounts from which one is randomly chosen to post? Asking because getting flagged as spam can be an issue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching! As a marketer at a pre-launch startup,, Reddit and X are exactly where our potential users are hanging out. Monitoring them manually is very time consuming and not something I can spend all my time doing. Does Replymer let you customize the tone of the replies so they don’t sound too salesy or off-brand? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TJM27OET4RMGPJ\" class=\"app-title\">BackLinks<\/a><\/p>\n<div class=\"one-liner\">free backlink listing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u805a\u5408\u4e86300\u591a\u4e2a\u521d\u521b\u516c\u53f8\u76ee\u5f55\u53ca\u76f4\u63a5\u63d0\u4ea4\u94fe\u63a5\u7684\u5de5\u5177\uff0c\u5e2e\u52a9\u521b\u4e1a\u8005\u3001\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u8425\u9500\u4eba\u5458\u9ad8\u6548\u6784\u5efa\u53cd\u5411\u94fe\u63a5\uff0c\u8282\u7701\u624b\u52a8\u5bfb\u627e\u548c\u63d0\u4ea4\u65f6\u95f4\uff0c\u4ece\u800c\u63d0\u5347\u9879\u76ee\u7684\u81ea\u7136\u6d41\u91cf\u548c\u7ebf\u4e0a\u53ef\u89c1\u6027\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\/43168d81-99c6-462d-8e4e-e08db1b68e35.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GmPfDsGqmqg\"><source src=\"https:\/\/youtu.be\/GmPfDsGqmqg\" 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\/41aab0ae-1950-4ba6-abe8-c0e7fbca090b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/da4fe472-c00f-4f55-aa9c-49e8d9603233.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d104b8bd-437b-4f7d-8eea-405706f823d0.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\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53cd\u5411\u94fe\u63a5\u5efa\u8bbe<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u516c\u53f8\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u76ee\u5f55\u63d0\u4ea4<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u6d41\u91cf\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u63a8\u5e7f<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u63d0\u4ea4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u4e86\u201c\u77e5\u9053\u8be5\u505a\u4f46\u62d6\u5ef6\u201d\u7684\u75db\u70b9\uff0c\u5c24\u5176\u5bf9\u79fb\u52a8\u5e94\u7528\u517c\u5bb9\u6027\u8868\u793a\u80af\u5b9a\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\u80fd\u5426\u5229\u7528AI\uff08\u5982Claude Desktop\uff09\u5b9e\u73b0\u81ea\u52a8\u5316\u6279\u91cf\u63d0\u4ea4\uff0c\u4ee5\u66ff\u4ee3\u6602\u8d35\u4ed8\u8d39\u670d\u52a1\uff0c\u540c\u65f6\u5bfb\u6c42\u66f4\u5177\u4f53\u7684\u64cd\u4f5c\u6307\u5f15\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 BackLinks \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u6e05\u5355\u805a\u5408\u5668\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5bf9\u5206\u6563\u3001\u4f4e\u6548\u7684SEO\u57fa\u7840\u5de5\u4f5c\u6d41\u8fdb\u884c\u4e86\u4e00\u6b21\u6781\u7b80\u6574\u5408\u3002\u5b83\u7cbe\u51c6\u547d\u4e2d\u4e86\u5c0f\u5fae\u521b\u4e1a\u8005\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u660e\u77e5\u76ee\u5f55\u63d0\u4ea4\u5bf9SEO\u81f3\u5173\u91cd\u8981\uff0c\u5374\u56e0\u8fc7\u7a0b\u67af\u71e5\u3001\u8d44\u6e90\u5206\u6563\u800c\u65e0\u9650\u62d6\u5ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u6210\u719fSEO\u5957\u4ef6\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5145\u5f53\u4e00\u4e2a\u201c\u542f\u52a8\u8e0f\u677f\u201d\u3002\u7136\u800c\uff0c\u5176\u957f\u671f\u4ef7\u503c\u5b58\u7591\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u8d44\u6e90\uff08300+\u76ee\u5f55\u5217\u8868\uff09\u6781\u6613\u88ab\u590d\u5236\u6216\u8d85\u8d8a\uff0c\u58c1\u5792\u6781\u4f4e\u3002\u5176\u6b21\uff0c\u7528\u6237\u8bc4\u8bba\u5df2\u63ed\u793a\u51fa\u66f4\u9ad8\u7ea7\u7684\u9700\u6c42\uff1a\u4e0eAI\u667a\u80fd\u4f53\uff08\u5982Claude\uff09\u96c6\u6210\u4ee5\u5b9e\u73b0\u5168\u81ea\u52a8\u5316\u64cd\u4f5c\u3002\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u7684\u8f6f\u808b\u2014\u2014\u5b83\u4ec5\u63d0\u4f9b\u4e86\u201c\u540d\u5355\u201d\uff0c\u800c\u975e\u201c\u89e3\u51b3\u65b9\u6848\u201d\u3002\u7528\u6237\u6700\u7ec8\u6e34\u671b\u7684\u662f\u4e00\u952e\u63d0\u4ea4\uff0c\u800c\u975e\u624b\u52a8\u8bbf\u95ee300\u4e2a\u7f51\u7ad9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5c16\u9510\u7684\u95ee\u9898\u662f\uff0c\u5927\u91cf\u514d\u8d39\u76ee\u5f55\u7684SEO\u6743\u91cd\u6b63\u5728\u6301\u7eed\u8870\u51cf\uff0c\u5176\u5f15\u6d41\u6548\u679c\u53ef\u80fd\u8fdc\u4f4e\u4e8e\u9884\u671f\u3002\u4ea7\u54c1\u82e5\u505c\u7559\u5728\u9759\u6001\u5217\u8868\u9636\u6bb5\uff0c\u5c06\u5f88\u5feb\u6ca6\u4e3a\u9e21\u808b\u3002\u5b83\u7684\u672a\u6765\uff0c\u8981\u4e48\u6df1\u5ea6\u96c6\u6210\u81ea\u52a8\u5316\u63d0\u4ea4\u5f15\u64ce\uff0c\u8f6c\u578b\u4e3a\u771f\u6b63\u7684\u6548\u7387\u5de5\u5177\uff1b\u8981\u4e48\u878d\u5165\u66f4\u5e7f\u6cdb\u7684SEO\u5de5\u4f5c\u6d41\uff0c\u6210\u4e3a\u5176\u4e2d\u4e00\u4e2a\u529f\u80fd\u6a21\u5757\u3002\u5426\u5219\uff0c\u4ec5\u51ed\u4e00\u4e2a\u53ef\u88ab\u590d\u5236\u7c98\u8d34\u7684\u6e05\u5355\uff0c\u5176\u70ed\u5ea6\u5c06\u5982\u6d41\u661f\u822c\u77ed\u6682\u3002\u5f53\u524d\u7248\u672c\uff0c\u662f\u4e00\u4e2a\u51fa\u8272\u7684\u201c\u6700\u5c0f\u53ef\u884c\u4ea7\u54c1\u201d\uff0c\u4f46\u7edd\u975e\u7ec8\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">BackLinks<\/span>\n <\/div>\n<div class=\"comment-content\">Access 300+ startup directories with direct submit links. Save time and grow organic traffic.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Simply trying to help people who struggle with getting visibility on their projects !<\/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\/@guillim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guillim<\/a> <\/p>\n<p>Nice job<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 amazing! I’ve been wanting to build backlinks but didn’t know exactly where to start. Now I do, I’ll be spending some time on here submitting my 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@devrabb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@devrabb<\/a> that\u2019s the way to go. My biggest advice would be to use Claude desktop to do all the work for you !!! Or use OpenClaw <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Directory submissions are one of those things every indie maker knows they should do but never gets around to.<\/p>\n<p>As someone about to launch my first iOS app, is this list curated for mobile apps too, or is it primarily focused on web-based products?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@misbah_abdel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@misbah_abdel<\/a> it\u2019s 100% compatible with mobile apps. You should definitely use it when releasing an IOS app. I did it myself for a macOS app a few weeks ago. And I had feedbacks from fellow makers that did it for mobile apps , exactly like 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<div class=\"reply-item\">\n<div class=\"reply-content\">@guillim this sounds great I will definitely use it<\/div>\n<div class=\"comment-actions\">\n<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>Can I tell Claude to fill all the links from your website? Like to automatically submit my 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hubert_de_renoterre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hubert_de_renoterre<\/a> yes using Claude desktop, or perplexity computer use, or any other solution that let you control your laptop like OpenClaw you can, ask your machine to list your product on all the websites listed. Pretty easy TBH, and much cheaper the the traditional paid solutions like ListingBott<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/EIDCJMUND3GOTG\" class=\"app-title\">Nostria<\/a><\/p>\n<div class=\"one-liner\">Your Social Network – Built for human connections<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Nostria\u662f\u4e00\u6b3e\u4e3b\u6253\u7eaf\u51c0\u793e\u4ea4\u7684\u53bb\u4e2d\u5fc3\u5316\u793e\u4ea4\u7f51\u7edc\uff0c\u901a\u8fc7\u5c4f\u853d\u566a\u97f3\u3001\u805a\u7126\u771f\u5b9e\u597d\u53cb\u52a8\u6001\uff0c\u5728\u4fe1\u606f\u8fc7\u8f7d\u7684\u793e\u4ea4\u5a92\u4f53\u73af\u5883\u4e2d\u5e2e\u52a9\u7528\u6237\u91cd\u62fe\u6709\u610f\u4e49\u7684\u719f\u4eba\u793e\u4ea4\u8fde\u63a5\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\/26162ca3-b782-445c-b1fd-06fdd8936af7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cddb48f5-a818-4b04-b1d8-bf5afd27bd18.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6fe63466-7272-4956-9ffa-1d063efcd6ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca57b7bc-f7dd-4b05-8036-d5578594aa69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d14162a5-d0e1-49a0-a304-a6102397cf97.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\">Android<\/span><br \/>\n <span class=\"tag\">Music<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Social Media<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u793e\u4ea4\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u719f\u4eba\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u65e0\u566a\u97f3\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">Nostr\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u81ea\u4e3b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u4e3b\u6743<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u805a\u5408\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>\u4e3b\u8981\u8bc4\u8bba\u6765\u81ea\u521b\u59cb\u4eba\uff0c\u9610\u8ff0\u4e86\u4ea7\u54c1\u6e90\u4e8e\u5bf9Nostr\u534f\u8bae\u201c\u7d22\u5f15\u4e2d\u7ee7\u201d\u529f\u80fd\u7684\u6784\u60f3\u4e0e\u53d1\u5c55\u5386\u7a0b\uff0c\u4eceMVP\u5230\u529f\u80fd\u4e30\u5bcc\u7684\u6f14\u8fdb\uff0c\u4ee5\u53ca\u63a8\u52a8\u53bb\u4e2d\u5fc3\u5316\u793e\u4ea4\u666e\u53ca\u3001\u8ba9\u7528\u6237\u638c\u63a7\u8eab\u4efd\u4e0e\u6570\u636e\u7684\u6838\u5fc3\u76ee\u6807\u3002\u8bc4\u8bba\u9644\u6709\u4ecb\u7ecd\u6587\u7ae0\u4e0e\u5feb\u901f\u5165\u95e8\u89c6\u9891\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 Nostria\u7684\u53d9\u4e8b\u5448\u73b0\u4e86\u4e00\u4e2a\u7ecf\u5178\u7684\u201c\u7406\u60f3\u4e3b\u4e49\u6784\u5efa\u8005\u201d\u5f62\u8c61\uff0c\u4f46\u5176\u4ea7\u54c1\u4ef7\u503c\u9762\u4e34\u4e25\u5cfb\u7684\u73b0\u5b9e\u62f7\u95ee\u3002\u5176\u6838\u5fc3\u5ba3\u79f0\u662f\u201c\u65e0\u566a\u97f3\u7684\u793e\u4ea4\u201d\u548c\u201c\u57fa\u4e8eNostr\u534f\u8bae\u7684\u53bb\u4e2d\u5fc3\u5316\u201d\uff0c\u8fd9\u76f4\u6307\u5f53\u524d\u4e2d\u5fc3\u5316\u793e\u4ea4\u5e73\u53f0\u7684\u6d41\u91cf\u7126\u8651\u3001\u7b97\u6cd5\u7ed1\u67b6\u4e0e\u6570\u636e\u5784\u65ad\u75db\u70b9\uff0c\u7406\u8bba\u4ef7\u503c\u660e\u786e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u73b0\u5b9e\u8def\u5f84\u5145\u6ee1\u6096\u8bba\u3002\u9996\u5148\uff0c\u201c\u65e0\u566a\u97f3\u201d\u4e0e\u201c\u53bb\u4e2d\u5fc3\u5316\u201d\u5b58\u5728\u5185\u5728\u5f20\u529b\u3002\u53bb\u4e2d\u5fc3\u5316\u7f51\u7edc\uff08\u5982Nostr\uff09\u7684\u9ed8\u8ba4\u72b6\u6001\u662f\u4fe1\u606f\u6d2a\u6d41\uff0c\u5b9e\u73b0\u201c\u7eaf\u51c0\u201d\u6070\u6070\u9700\u8981\u5f3a\u5927\u7684\u4e2d\u5fc3\u5316\u6216\u534f\u8bae\u5c42\u7d22\u5f15\u5de5\u5177\uff08\u5982\u5176\u63d0\u5230\u7684\u201c\u7d22\u5f15\u4e2d\u7ee7\u201d\uff09\u8fdb\u884c\u7b5b\u9009\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528\u4e2d\u5fc3\u5316\u6216\u51c6\u4e2d\u5fc3\u5316\u7684\u89e3\u51b3\u65b9\u6848\u6765\u4f18\u5316\u53bb\u4e2d\u5fc3\u5316\u4f53\u9a8c\uff0c\u5176\u957f\u671f\u6cbb\u7406\u4e0e\u516c\u5e73\u6027\u5b58\u7591\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u201c\u770b\u89c1\u670b\u53cb\u201d\u7684\u719f\u4eba\u793e\u4ea4\uff0c\u8fd9\u4e0eNostr\u534f\u8bae\u539f\u751f\u66f4\u504f\u5411\u516c\u5f00\u5e7f\u64ad\u3001\u5f31\u793e\u4ea4\u5173\u7cfb\u7684\u5c5e\u6027\u5e76\u4e0d\u5b8c\u5168\u5951\u5408\uff0c\u76f8\u5f53\u4e8e\u5728\u534f\u8bae\u5c42\u4e4b\u4e0a\u5f3a\u884c\u6784\u5efa\u4e00\u4e2a\u5f3a\u5173\u7cfb\u573a\u666f\uff0c\u5176\u7528\u6237\u8fc1\u79fb\u6210\u672c\u548c\u7f51\u7edc\u6548\u5e94\u6784\u5efa\u96be\u5ea6\u6781\u9ad8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u751f\u6001\u53cd\u9988\u51e0\u4e4e\u5b8c\u5168\u7531\u9879\u76ee\u65b9\u4e3b\u5bfc\uff0c\u7f3a\u4e4f\u771f\u5b9e\u7b2c\u4e09\u65b9\u7528\u6237\u7684\u58f0\u97f3\uff0c9\u4e2a\u6295\u7968\u6570\u4e5f\u66b4\u9732\u4e86\u5176\u521d\u671f\u51b7\u542f\u52a8\u7684\u8270\u96be\u3002\u521b\u59cb\u4eba\u5f3a\u8c03\u7684\u201c\u66ff\u4ee3\u591a\u4e2a\u5e94\u7528\u3001\u5408\u800c\u4e3a\u4e00\u201d\u7684\u805a\u5408\u613f\u666f\uff0c\u5728\u53bb\u4e2d\u5fc3\u5316\u573a\u666f\u4e2d\u66f4\u6613\u6ca6\u4e3a\u529f\u80fd\u6742\u70e9\uff0c\u4e27\u5931\u4f53\u9a8c\u7126\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7efc\u4e0a\uff0cNostria\u66f4\u50cf\u4e00\u4e2a\u57fa\u4e8eNostr\u534f\u8bae\u7684\u201c\u6982\u5ff5\u9a8c\u8bc1\u201d\u4ea7\u54c1\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u77ed\u671f\u5185\u53d6\u4ee3\u4efb\u4f55\u4e3b\u6d41\u5e94\u7528\uff0c\u800c\u5728\u4e8e\u4f5c\u4e3a\u4e00\u5757\u63a2\u8def\u77f3\uff0c\u63a2\u7d22\u5728\u534f\u8bae\u5c42\u4e4b\u4e0a\uff0c\u80fd\u5426\u901a\u8fc7\u4ea7\u54c1\u8bbe\u8ba1\u8d4b\u4e88\u53bb\u4e2d\u5fc3\u5316\u7f51\u7edc\u4ee5\u666e\u901a\u7528\u6237\u53ef\u63a5\u53d7\u7684\u3001\u4f53\u9a8c\u4f18\u826f\u7684\u793e\u4ea4\u5f62\u6001\u3002\u5b83\u7684\u6210\u8d25\uff0c\u4e0d\u4ec5\u5173\u4e4e\u81ea\u8eab\u529f\u80fd\uff0c\u66f4\u5173\u4e4eNostr\u751f\u6001\u7684\u57fa\u7840\u8bbe\u65bd\u6210\u719f\u5ea6\u4e0e\u5927\u4f17\u5bf9\u201c\u6570\u636e\u4e3b\u6743\u201d\u7684\u5b9e\u9645\u652f\u4ed8\u610f\u613f\u3002\u524d\u8def\u6f2b\u6f2b\uff0c\u5176\u6559\u80b2\u5e02\u573a\u7684\u610f\u4e49\u53ef\u80fd\u5927\u4e8e\u5176\u4f5c\u4e3a\u793e\u4ea4\u4ea7\u54c1\u7684\u5373\u65f6\u5438\u5f15\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\">Nostria<\/span>\n <\/div>\n<div class=\"comment-content\">Nostria is a social network built for human connection. Nostria is social without the noise, where you can see your friends again.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">About a year ago I saw that for Nostr as a social network to be able to scale globally, it needed to start using what I called: Discovery Relays. This is known as Indexer Relays now, in the protocol of Nostr. I wrote about my ideas on Medium and then started formulating my thoughts into a new social network app.<\/p>\n<p>I raised a little bit of money to build and launch the MVP, which was ready in August 2025. While this delivered on what was promised, I felt it needed more features, more quality and improved user experience.<\/p>\n<p>Since then, it has grown a lot in features and the feedback from users have been amazing.<\/p>\n<p>Second gold of building Nostria, was to increase the adoption of decentralized social networks, empowering people to own their own identities and their own data.<\/p>\n<p>A great deal of care and love has gone into building this social network and it’s growing to become a replacement for many existing apps – all combined into one single app.<\/p><\/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>Wrote this on Medium, where it all started one year ago: <a href=\"https:\/\/medium.com\/@sondreb\/one-year-ago-db75c482121e\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/medium.com\/@sondreb\/one-year-ago-db75c482121e<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Here is a quick video that shows how to get started creating a new account and making your very first post. It only takes a few seconds, no e-mail, no phone required: <a href=\"https:\/\/nostria.app\/e\/nevent1qvzqqqqqqypzqa7rspdv6vjq0f5n4ru2cgdf5cs62w8mhu68ydefhfkk0mus522mqy88wumn8ghj7mn0wvhxcmmv9uq32amnwvaz7tmjv4kxz7fwv3sk6atn9e5k7tcpzamhxue69uhhyetvv9ujuurjd9kkzmpwdejhgtcqyphgpv5vt6ms4jr7nm6vjysnptjef0a4v9mva2xauszn5zj2mwf0vkyppzv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nostria.app\/e\/nevent1qvzqqqqqqypzqa7rspdv6vjq0f5n4ru2cgdf5cs62w8mhu68ydefhfkk0mus522mqy88wumn8ghj7mn0wvhxcmmv9uq32amnwvaz7tmjv4kxz7fwv3sk6atn9e5k7tcpzamhxue69uhhyetvv9ujuurjd9kkzmpwdejhgtcqyphgpv5vt6ms4jr7nm6vjysnptjef0a4v9mva2xauszn5zj2mwf0vkyppzv<\/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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/POQX4OZ7TICTSA\" class=\"app-title\">Cre8Virals<\/a><\/p>\n<div class=\"one-liner\">Turn trending YouTube patterns into content that performs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">8<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cre8Virals \u901a\u8fc7\u5206\u6790YouTube\u7ec6\u5206\u9886\u57df\u5185\u7684\u70ed\u95e8\u89c6\u9891\u6a21\u5f0f\uff0c\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u81ea\u52a8\u751f\u6210\u6807\u9898\u3001\u811a\u672c\u3001\u7f29\u7565\u56fe\u7b49\u7d20\u6750\uff0c\u5e76\u8bca\u65ad\u89c6\u9891\u8868\u73b0\uff0c\u5728\u521b\u4f5c\u8005\u76f2\u76ee\u8bd5\u9519\u3001\u589e\u957f\u4e4f\u529b\u7684\u573a\u666f\u4e0b\uff0c\u63d0\u4f9b\u6570\u636e\u9a71\u52a8\u7684\u521b\u4f5c\u51b3\u7b56\u652f\u6301\uff0c\u89e3\u51b3\u201c\u51ed\u731c\u6d4b\u521b\u4f5c\u201d\u7684\u6838\u5fc3\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\/78e0e823-54c3-447c-93ee-6a62ddddd90d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6013e1b-b94b-4d65-951b-d2995218b5c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b557c638-0c58-45db-bdf8-fcdd9665da92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77b03482-bda3-44d5-9f27-d0e401861bba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c08ec406-6b7f-4abc-87fb-29bd7bb619d4.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">YouTube\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u751f\u6210\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9891\u9053\u589e\u957f<\/span><br \/>\n <span class=\"tag\">SEO\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u7ecf\u6d4e<\/span><br \/>\n <span class=\"tag\">SaaS\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>\u5f00\u53d1\u8005\u81ea\u8ff0\u4ea7\u54c1\u65e8\u5728\u89e3\u51b3\u521b\u4f5c\u8005\u201c\u76f2\u76ee\u731c\u6d4b\u201d\u800c\u975e\u52aa\u529b\u4e0d\u8db3\u7684\u95ee\u9898\u3002\u76ee\u524d\u6709\u4e00\u6761\u7528\u6237\u8bc4\u8bba\u8868\u793a\u671f\u5f85\u4ea7\u54c1\u80fd\u5e2e\u52a9\u5176YouTube\u8fd0\u8425\uff0c\u4f46\u6682\u65e0\u5177\u4f53\u4f7f\u7528\u53cd\u9988\u6216\u5c16\u9510\u6279\u8bc4\u3002\u6574\u4f53\u8bc4\u8bba\u6837\u672c\u8fc7\u5c11\uff0c\u6709\u6548\u53cd\u9988\u6709\u9650\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 Cre8Virals \u7784\u51c6\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u62e5\u6324\u7684\u8d5b\u9053\uff1a\u7528AI\u8d4b\u80fd\u5185\u5bb9\u521b\u4f5c\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u6838\u5fc3\u2014\u2014\u201cNo guessing. Just patterns that work.\u201d\u2014\u2014\u76f4\u6307\u5e7f\u5927\u4e2d\u5c0f\u521b\u4f5c\u8005\u7684\u751f\u5b58\u7126\u8651\uff1a\u5728\u9ad8\u5ea6\u4e0d\u786e\u5b9a\u7684\u7b97\u6cd5\u5e73\u53f0\u4e0a\uff0c\u5982\u4f55\u5c06\u6709\u9650\u7684\u7cbe\u529b\u7cbe\u51c6\u62bc\u6ce8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u903b\u8f91\u6e05\u6670\uff0c\u5c06\u201c\u5206\u6790\u201d\u4e0e\u201c\u751f\u6210\u201d\u6346\u7ed1\uff0c\u8bd5\u56fe\u5f62\u6210\u4ece\u6d1e\u5bdf\u5230\u6267\u884c\u7684\u95ed\u73af\u3002\u8fd9\u6bd4\u5355\u7eaf\u7684\u5173\u952e\u8bcd\u5de5\u5177\u6216\u811a\u672c\u751f\u6210\u5668\u66f4\u8fdb\u4e00\u6b65\u3002\u5176\u201c\u589e\u957f\u5206\u6790\u201d\u529f\u80fd\uff0c\u5373\u8bca\u65ad\u89c6\u9891\u4e3a\u4f55\u5931\u8d25\uff0c\u662f\u5dee\u5f02\u5316\u4eae\u70b9\uff0c\u56e0\u4e3a\u5b83\u89e6\u53ca\u4e86\u521b\u4f5c\u8005\u66f4\u6df1\u5c42\u7684\u9700\u6c42\uff1a\u4e0d\u4ec5\u8981\u77e5\u9053\u201c\u505a\u4ec0\u4e48\u201d\uff0c\u66f4\u60f3\u77e5\u9053\u201c\u4e3a\u4ec0\u4e48\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c**\u201c\u6a21\u5f0f\u201d\u7684\u53cc\u5203\u5251**\uff1a\u8fc7\u5ea6\u4f9d\u8d56\u5bf9\u70ed\u95e8\u6a21\u5f0f\u7684\u9006\u5411\u5de5\u7a0b\uff0c\u53ef\u80fd\u5bfc\u81f4\u5185\u5bb9\u540c\u8d28\u5316\u52a0\u5267\uff0c\u5f62\u6210\u201c\u5206\u6790-\u6a21\u4eff\u201d\u7684\u5185\u5377\u5faa\u73af\uff0c\u6700\u7ec8\u524a\u5f31\u521b\u4f5c\u8005\u7684\u72ec\u7279\u6027\u548c\u5e73\u53f0\u7684\u751f\u6001\u5065\u5eb7\u3002\u5176\u6b21\uff0c**\u6570\u636e\u6df1\u5ea6\u4e0e\u6d1e\u5bdf\u7684\u771f\u5b9e\u6027**\uff1aYouTube\u7684\u6210\u529f\u662f\u591a\u91cd\u53d8\u91cf\u7684\u6df7\u6c8c\u7ed3\u679c\uff08\u7b97\u6cd5\u3001\u65f6\u673a\u3001\u89c2\u4f17\u5fc3\u7406\u3001\u6587\u5316\u8bed\u5883\u7b49\uff09\u3002\u4ec5\u4ece\u53ef\u91cf\u5316\u7684\u8868\u9762\u6a21\u5f0f\uff08\u6807\u9898\u7ed3\u6784\u3001\u6807\u7b7e\u3001\u4e0a\u4f20\u65f6\u95f4\uff09\u8fdb\u884c\u5206\u6790\uff0c\u5f97\u51fa\u7684\u7ed3\u8bba\u53ef\u80fd\u6d41\u4e8e\u80a4\u6d45\uff0c\u751a\u81f3\u5177\u6709\u8bef\u5bfc\u6027\u3002\u6700\u540e\uff0c**\u5e02\u573a\u7ade\u4e89\u4e0e\u5de5\u5177\u75b2\u52b3**\uff1a\u5e02\u9762\u4e0a\u5df2\u6709\u5927\u91cf\u4ece\u67d0\u4e00\u5207\u5165\u70b9\uff08\u5982\u6807\u9898\u4f18\u5316\u3001\u7f29\u7565\u56feA\/B\u6d4b\u8bd5\uff09\u51fa\u53d1\u7684\u5de5\u5177\u3002Cre8Virals \u867d\u8bd5\u56fe\u6574\u5408\uff0c\u4f46\u80fd\u5426\u63d0\u4f9b\u8db3\u591f\u6df1\u3001\u8db3\u591f\u51c6\u7684\u6d1e\u5bdf\uff0c\u4ee5\u8bf4\u670d\u521b\u4f5c\u8005\u652f\u4ed8\u53c8\u4e00\u7b14\u8ba2\u9605\u8d39\u7528\uff0c\u4ecd\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f00\u53d1\u8005\u5766\u8a00\u201c\u4ecd\u5728\u65e9\u671f\u201d\uff0c\u8fd98\u4e2a\u6295\u7968\u6570\u4e5f\u53cd\u6620\u4e86\u5176\u51b7\u542f\u52a8\u7684\u73b0\u72b6\u3002\u4ea7\u54c1\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\uff0c\u5176\u5206\u6790\u7684\u201c\u6a21\u5f0f\u201d\u80fd\u5426\u7ecf\u5f97\u8d77\u63a8\u6572\uff0c\u8f6c\u5316\u4e3a\u7528\u6237\u53ef\u611f\u77e5\u7684\u589e\u957f\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e3a\u521b\u4f5c\u8005\u7684\u7126\u8651\u63d0\u4f9b\u4e86\u53c8\u4e00\u4e2a\u7cbe\u7f8e\u7684\u4eea\u8868\u76d8\uff0c\u800c\u975e\u771f\u6b63\u89e3\u51b3\u95ee\u9898\u7684\u5bfc\u822a\u4eea\u3002\u5b83\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u5176AI\u6a21\u578b\u5bf9\u201c\u6210\u529f\u201d\u80cc\u540e\u590d\u6742\u56e0\u679c\u5173\u7cfb\u7684\u89e3\u8bfb\u80fd\u529b\uff0c\u8fd9\u8fdc\u975e\u7b80\u5355\u7684\u6a21\u5f0f\u5339\u914d\u6240\u80fd\u6db5\u76d6\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\">Cre8Virals<\/span>\n <\/div>\n<div class=\"comment-content\">Explode your YouTube growth with Cre8Virals. Analyze trending videos in your niche and instantly generate: titles, descriptions, tags, scripts, thumbnails, and upload timing. Also get growth analysis \u2014 understand why videos don\u2019t perform and what to create next. No guessing. Just patterns that work. Start your free trial.<\/div>\n<\/p><\/div>\n<p> <\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Yeah Ritesh! Youtube is a channel I’m currently focusing on and feel Cre8Virals gonna help me a lot on it. Wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<\/p>\n<p>I built Cre8Virals because I kept seeing the same problem with YouTube creators.<\/p>\n<\/p>\n<p>Creators aren\u2019t failing because they\u2019re not working hard enough \u2014 they\u2019re failing because they\u2019re guessing what will work.<\/p>\n<p>Most tools just spit out generic titles or scripts, but they don\u2019t actually show you what\u2019s really working right now in your niche.<\/p>\n<\/p>\n<p>So I built Cre8Virals to fix that.<\/p>\n<\/p>\n<p>It analyzes trending videos in your niche, finds the actual patterns behind the successful ones, and then turns those insights into:<\/p>\n<ul>\n<li>\n<p>SEO titles, description, tags<\/p>\n<\/li>\n<li>\n<p>Scripts<\/p>\n<\/li>\n<li>\n<p>Thumbnail ideas<\/p>\n<\/li>\n<li>\n<p>Tags<\/p>\n<\/li>\n<li>\n<p>Smart upload timing<\/p>\n<\/li>\n<\/ul>\n<p>You can also just paste any video URL and it\u2019ll tell you why it probably didn\u2019t perform and what you should try next.<\/p>\n<\/p>\n<p>It\u2019s still very early days, but I\u2019m already getting some real users and feedback.<\/p>\n<\/p>\n<p>Would love to hear your honest thoughts \u2014 good, bad, or brutal \ud83d\ude02<\/p>\n<\/p>\n<p>What do you think?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ 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