\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-07-23<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-07-23<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/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\/XNGC556XAKVRWY\" class=\"app-title\">Teable 3.0<\/a><\/p>\n<div class=\"one-liner\">AI Spreadsheet for Business<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">358<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Teable 3.0 \u662f\u4e00\u4e2a\u4ee5 PostgreSQL \u4e3a\u6838\u5fc3\u7684 AI \u667a\u80fd\u8868\u683c\uff0c\u80fd\u5c06\u4f01\u4e1a\u7684\u96f6\u6563\u4e1a\u52a1\u6570\u636e\uff08\u5982\u8868\u683c\u3001\u6587\u4ef6\u3001\u9057\u7559\u7cfb\u7edf\uff09\u65e0\u7f1d\u8fc1\u79fb\u5e76\u8f6c\u5316\u4e3a\u53ef\u6267\u884c\u7684 AI \u5de5\u4f5c\u6d41\u548c\u81ea\u5b9a\u4e49\u5e94\u7528\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u6570\u636e\u5b64\u5c9b\u3001\u534f\u4f5c\u6df7\u4e71\u548c\u7f3a\u4e4f\u7075\u6d3b\u81ea\u52a8\u5316\u65b9\u9762\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8bdc74c2-105a-45f9-8677-a0730d8bcb58.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f74cbbd9-0b0a-4d70-830d-ed7df0c2e41c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa2cc8ea-1eaa-451f-9f42-eff9b4c12d3a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/786a84cc-afaa-4385-8217-3c1946c2fe92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/964a73b0-f23c-4182-9bc4-33e7475f6206.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\/c39739f6-9aac-4814-9aca-9b9c0a2ce105.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/rI9w7p17ukQ\"><source src=\"https:\/\/youtu.be\/rI9w7p17ukQ\" 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\">Spreadsheets<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u8868\u683c<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u81ea\u5b9a\u4e49\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">Airtable\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">PostgreSQL<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6700\u5173\u5fc3\u4e24\u5927\u6838\u5fc3\u95ee\u9898\uff1a\u4e00\u662f\u4eceAirtable\u7b49\u7cfb\u7edf\u8fc1\u79fb\u65f6\uff0c\u80fd\u5426\u5b8c\u7f8e\u4fdd\u7559\u590d\u6742\u7684\u5173\u8054\u8bb0\u5f55\u548c\u516c\u5f0f\u903b\u8f91\uff0c\u800c\u975e\u4ec5\u8fc1\u79fb\u539f\u59cb\u6570\u636e\uff1b\u4e8c\u662fAI\u6267\u884c\u591a\u6b65\u9aa4\u4efb\u52a1\u51fa\u73b0\u9519\u8bef\u65f6\uff0c\u662f\u5426\u652f\u6301\u4e8b\u52a1\u56de\u6eda\u548c\u5ba1\u8ba1\u8ffd\u8e2a\u3002\u56e2\u961f\u534f\u4f5c\u4e2d\u7684\u6743\u9650\u7ba1\u63a7\u548c\u6570\u636e\u4e00\u81f4\u6027\u4e5f\u662f\u9ad8\u9891\u5173\u6ce8\u70b9\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 Teable 3.0 \u7684\u91ce\u5fc3\u5f88\u5927\uff0c\u5b83\u8bd5\u56fe\u5728\u4e00\u6b3e\u4ea7\u54c1\u5185\u7f1d\u5408\u201c\u8868\u683c\u7684\u7075\u6d3b\u6027\u201d\u3001\u201c\u6570\u636e\u5e93\u7684\u53ef\u9760\u6027\u201d\u548c\u201cAI\u7684\u667a\u80fd\u6027\u201d\u3002\u8fd9\u79cd\u201c\u65e2\u8981\u53c8\u8981\u8fd8\u8981\u201d\u7684\u5b9a\u4f4d\uff0c\u65e2\u8ba9\u5b83\u770b\u8d77\u6765\u662fAirtable\u548cRetool\u7684\u8054\u5408\u98a0\u8986\u8005\uff0c\u4e5f\u6697\u85cf\u4e86\u5de8\u5927\u7684\u96c6\u6210\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8fc1\u79fb\u529f\u80fd\u201d\uff0c\u800c\u5728\u4e8e\u5176\u5e95\u5c42\u67b6\u6784\u2014\u2014**PostgreSQL**\u3002\u8fd9\u4e2a\u9009\u62e9\u662f\u660e\u667a\u7684\uff0c\u56e0\u4e3a\u5b83\u8d4b\u4e88\u4e86\u4ea7\u54c1\u4e25\u8083\u7684\u4e8b\u52a1\u5904\u7406\u80fd\u529b\uff08\u652f\u6301\u56de\u6eda\uff09\u548c\u590d\u6742\u7684\u5173\u7cfb\u6a21\u578b\uff08\u4fdd\u7559\u5173\u8054\u8bb0\u5f55\uff09\uff0c\u8fd9\u6b63\u662f\u90a3\u4e9b\u88abAirtable\u7684\u201c\u865a\u5047\u6570\u636e\u5e93\u201d\u6298\u78e8\u7684\u56e2\u961f\u6240\u6e34\u6c42\u7684\u3002\u8bc4\u8bba\u533a\u53cd\u590d\u51fa\u73b0\u201c\u8fc1\u79fb\u540e\u903b\u8f91\u662f\u5426\u4e22\u5931\u201d\u3001\u201c\u591a\u4ee3\u7406\u5e76\u53d1\u51b2\u7a81\u5982\u4f55\u5904\u7406\u201d\u7684\u5c16\u523b\u95ee\u9898\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u8ffd\u95ee\uff1a\u4f60\u4eec\u5230\u5e95\u662f\u4e00\u4e2a\u62ab\u7740AI\u5916\u8863\u7684\u9ad8\u7ea7\u7535\u5b50\u8868\u683c\uff0c\u8fd8\u662f\u4e00\u4e2a\u771f\u6b63\u7684\u4e1a\u52a1\u6570\u636e\u5e93\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u201cAI Spreadsheet\u201d\u7684\u6807\u8bed\u65e2\u662f\u5356\u70b9\u4e5f\u662f\u9677\u9631\u3002\u5982\u679cAI\u5c42\u53ea\u662f\u81ea\u52a8\u5316\u6570\u636e\u5f55\u5165\u548c\u751f\u6210\u7b80\u5355\u516c\u5f0f\uff0c\u90a3\u4e0d\u8fc7\u662f\u9526\u4e0a\u6dfb\u82b1\uff1b\u4f46\u5982\u679c\u771f\u80fd\u50cf\u5ba3\u4f20\u90a3\u6837\u201c\u7406\u89e3\u4e1a\u52a1\u4e0a\u4e0b\u6587\u201d\u5e76\u64cd\u4f5c\u8de8\u8868\u5173\u8054\u7684\u590d\u6742\u5de5\u4f5c\u6d41\uff0c\u5176\u4ef7\u503c\u5c06\u662f\u6307\u6570\u7ea7\u7684\u3002\u76ee\u524d\u6765\u770b\uff0cTeable\u5728\u201cAI\u53ef\u63a7\u6027\u201d\u4e0a\u505a\u5f97\u4e0d\u9519\uff08\u5206\u6b65\u65e5\u5fd7\u3001\u6743\u9650\u9694\u79bb\uff09\uff0c\u4f46\u5176AI\u5728\u5904\u7406\u201c\u4e8c\u4e49\u6027\u201d\u548c\u201c\u52a8\u6001\u6570\u636e\u67b6\u6784\u53d8\u5316\u201d\u65f6\u7684\u771f\u5b9e\u8868\u73b0\uff0c\u624d\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u9177\u70ab\u73a9\u5177\u201d\u8fdb\u5316\u4e3a\u201c\u4e1a\u52a1\u57fa\u77f3\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5927\u7684\u6311\u6218\u5728\u4e8e\uff1a\u5b83\u8bd5\u56fe\u8986\u76d6\u4ece\u6570\u636e\u5b58\u50a8\u3001\u534f\u540c\u7f16\u8f91\u5230\u5e94\u7528\u5f00\u53d1\u3001AI\u7f16\u6392\u7684\u5168\u94fe\u6761\u3002\u8fd9\u79cd\u201c\u4e00\u4f53\u5316\u201d\u5728\u6982\u5ff5\u4e0a\u5f88\u5b8c\u7f8e\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\u6781\u6613\u56e0\u529f\u80fd\u81c3\u80bf\u800c\u5bfc\u81f4\u6bcf\u4e2a\u73af\u8282\u90fd\u4e0d\u591f\u6781\u81f4\u3002\u6700\u7ec8\uff0c\u5b83\u53ef\u80fd\u65e2\u65e0\u6cd5\u53d6\u4ee3Airtable\u7684\u7b80\u5355\u6613\u7528\uff0c\u4e5f\u65e0\u6cd5\u6bd4\u80a9Retool\u7684\u6df1\u5ea6\u5b9a\u5236\u3002\u5982\u679cTeable\u4e0d\u80fd\u5b88\u4f4f\u201c\u6570\u636e\u5173\u7cfb\u5b8c\u6574\u6027\u201d\u548c\u201cAI\u52a8\u4f5c\u53ef\u8ffd\u6eaf\u6027\u201d\u8fd9\u4e24\u6761\u5e95\u7ebf\uff0c\u90a3\u5b833.0\u7248\u672c\u5e26\u6765\u7684\uff0c\u53ea\u4f1a\u662f\u4e00\u4e2a\u66f4\u590d\u6742\u7684\u6df7\u4e71\u6e90\u5934\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\">Teable 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your business data into AI workflows and custom apps. Connect any system, migrate any data, and build anything that fits your business 100%.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The migration claim is the part I would stress test hardest, specifically the linked records piece. Airtable and similar tools let people build pretty tangled relationship structures over years, lookups referencing lookups, rollups built on linked fields that are themselves filtered views. Moving the raw data over is the easy part. Moving the actual behavior of those relationships so formulas and automations still resolve the same way on the other side is where most migration tools quietly lose fidelity. Curious how much of that structural logic survives a real migration versus just the tables and values themselves.<\/p>\n<p>Also on the super automation side, once you’re running things like contract expiration reminders and weekly sales reports automatically, what happens when the underlying data changes shape, say someone renames a field or restructures a table the automation depends on. Does it fail loud and notify someone, or does it quietly keep running against stale assumptions.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thys_beesman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thys_beesman<\/a> Brandon, this is exactly the kind of complexity we built Teable for. Migration preserves the structure and flags anything that needs attention. Automations also surface issues when the underlying data changes. We\u2019d love for you to stress 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thys_beesman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thys_beesman<\/a> We usually don\u2019t promise a \u201c100% migration.\u201d <strong>We aim for 200%<\/strong>: not merely reproducing the old Airtable system, but making it significantly more capable.<\/p>\n<p>Moving rows is the easy part. The real value lives in the relationships\u2014linked records, references, lookups, rollups, formulas, permissions, and the business logic accumulated around them. Teable\u2019s relational model can preserve that connected structure while giving you more powerful ways to reference, query, and operate on it, all backed by real PostgreSQL.<\/p>\n<p>But migration is only the starting point.<\/p>\n<p>Once that relational foundation is in Teable, you can build almost any AI workflow or custom app directly on top of it. Agents can understand and act across customers, contracts, owners, approvals, renewals, and communications\u2014not as disconnected text, but as related business context. They can generate reports, request approvals, send reminders, update records, and power purpose-built applications without forcing you to scatter logic across automation platforms, scripts, databases, and app builders.<\/p>\n<p>So where exact one-to-one legacy behavior makes sense, we reproduce it. Where the old system was constrained by Airtable\u2019s limits, Teable gives you the freedom to rebuild it better.<\/p>\n<p>That\u2019s what we mean by 200% migration: your existing relational knowledge comes with you, but the system that emerges can be far more adaptable, automated, and intelligent than the one you left behind.<\/p>\n<p>Give us your hardest linked-record workflow\u2014not the clean demo base. That\u2019s where Teable\u2019s relational foundation, freely customizable AI workflows, and custom apps begin to unlock possibilities that a conventional migration tool simply cannot.<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, the spreadsheet-that-is-really-a-database space is crowded, so curious where you land. In my experience the moment a team spreadsheet gets important it breaks, because five people edit it and nobody trusts the numbers. Does Teable handle permissions and audit trails well enough to be the real source of truth, or is it best as a fast front end?<\/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\/@artem_fedorovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_fedorovich<\/a> That\u2019s exactly the problem Teable is built to solve\u2014but we\u2019re much more than a database-spreadsheet.<\/p>\n<p>Teable is a complete environment for agents to operate in. Your data, apps, automations, permissions, audit trails, and collaborators all live in one place, backed by real PostgreSQL and mature, production-grade infrastructure. Instead of critical business context being scattered across spreadsheets, automation tools, internal apps, and disconnected AI agents, Teable brings it together into one trusted system.<\/p>\n<p>That means the AI doesn\u2019t work in a vacuum. It understands the live data, permissions, and workflows your team already relies on\u2014and can act across them seamlessly. Complex configurations and automations that once required several tools, integrations, and months of custom development can now be built and operated through one coherent experience.<\/p>\n<p>Our belief is simple: teams shouldn\u2019t have to choose between the flexibility of a spreadsheet, the reliability of a database, and the power of AI agents. Software should adapt to the way your business works, while keeping every change controlled, traceable, and trustworthy.<\/p>\n<p>So yes, Teable can absolutely be your real source of truth\u2014but that\u2019s only the foundation. What we\u2019re really building is the place where your data and agents work together to run the business.<\/p>\n<p>I strongly recommend giving it a try with one of your real team workflows. That\u2019s when Teable truly clicks.<\/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\/@artem_fedorovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_fedorovich<\/a> Yes, Teable is designed to be the source of truth. Permissions and audit logs stay with the same data your team uses for apps and automations, so everyone works from one trusted system.<\/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\">@artem_fedorovich Version control and audit trails are usually where most visual database tools struggle under team load. Having true granular permission levels is crucial for making it a reliable single source of truth rather than just a pretty front end.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the most interesting launches today! The Postgres-as-substrate choice is what makes the agent story believable to me. And probably most ‘AI acts on your data’ pitches fall apart the second an agent writes something wrong across linked records. Wondering…when an agent runs a multi-step action and step 3 fails, does the whole thing roll back as one transaction?<\/p>\n<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Great question\u2014and this is exactly why the underlying architecture matters.<\/p>\n<p>Every step is logged and traceable, individual actions can be rolled back, and agent permissions can be tightly scoped to control what each agent is allowed to read or change. If something fails mid-run, the agent can inspect the failure, attempt a fix, and continue\u2014instead of leaving you with an unexplained, half-finished result.<\/p>\n<p>And inside a team, multiple agents can collaborate across the same connected data and workflow, each with its own responsibilities and permission boundaries.<\/p>\n<p>So the goal isn\u2019t just to let AI write to your data. It\u2019s to make agent work observable, controllable, recoverable, and collaborative enough for real business operations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Every step is logged and traceable. If something fails along the way, the agent will inspect it, try to fix it, and do its best to finish the job.<\/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>\u274c Scattered files.<\/p>\n<p>\u274c Overlooked customer follow-ups.<\/p>\n<p>\u274c Hard-to-use legacy systems.<\/p>\n<p>\u274c Teams struggling to become AI-native.<\/p>\n<\/p>\n<p>Introducing Teable 3.0 \u2014 <strong>The AI Spreadsheet for Business. <\/strong>Teams can build 100% business-fit AI workflows and custom apps, while connecting and migrating any data into one place.<\/p>\n<\/p>\n<p><strong>What\u2019s new in Teable 3.0:<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Connect & Migrate Anything<\/strong> \u2014 Move from Airtable, spreadsheets, files, and other systems into Teable. Data, table structures, attachments, and linked records can be migrated into one AI-ready workspace.<\/p>\n<\/li>\n<li>\n<p><strong>Complex task capabilities \u2014 <\/strong>Teable can now handle long-running tasks, such as handle dozens of Excel\/CSV files at once, or PDF documents up to 100 pages.<\/p>\n<\/li>\n<li>\n<p><strong>Super Automation<\/strong> \u2014 Automate custom workflows that fit your business, from contract expiration reminders to weekly sales reports, Slack updates, approvals, and operational processes.<\/p>\n<\/li>\n<li>\n<p><strong>Custom Apps 100% business-fit <\/strong>\u2014 Build dashboards, booking pages, portals, internal tools, and business apps directly on top of your data.<\/p>\n<\/li>\n<li>\n<p><strong>Business-aware Email Agents<\/strong> \u2014 Generate and send personalized follow-up emails in bulk using your customer data, business context. Personal inboxes and unsubscribe links are supported.<\/p>\n<\/li>\n<\/ul>\n<p>\u2728 Whether for small businesses or enterprises, Teable helps teams move beyond traditional spreadsheets and legacy systems into an AI-native way of working.<\/p>\n<p>\ud83d\ude80 Try Teable 3.0: <a href=\"https:\/\/teable.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/teable.ai<\/a><\/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\">@bieber_chen Handling 100 page PDFs alongside dozens of CSVs in a single AI workspace is a huge workflow upgrade! The 1-click migration from Airtable is going to save teams so many headache hours. How does Teable maintain data structure accuracy when importing complex linked records from Airtable?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>“AI workflows” built on top of spreadsheet data is the pitch but the interesting question is what the AI layer is actually doing, like is it generating formulas, automating data entry, running analysis on the data, or orchestrating multi-step workflows that call external APIs? Those are pretty different products and the listing doesn’t distinguish between them, curious which one is actually the core use case Teable users are building toward.<\/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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Ansari, it covers them all. Teams describe the business process they need, and Teable AI works across the data, automations, integrations, and custom apps needed to make it run. A lead workflow, for example, can include importing data, enrichment, routing, follow-up emails, and a dashboard in the same workspace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 migrate-anything plus self-host combo is the real hook here, owning your own data is the thing airtable structurally can’t offer. congrats on 3.0<\/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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> Yes, you don\u2019t have to choose between powerful software and control of your own data. Full capability, full ownership.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> Exactly. For teams that care about data ownership and infrastructure control, being able to migrate to Teable and self-host it is a powerful option. Thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations on the launch!<br \/>natural language application building has huge potential. can multiple team members collaborate with the same AI agent simultaneously? how does collaboration work in shared workspaces?<\/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\/@avery_thompson2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avery_thompson2<\/a> Absolutely. Teable is designed for shared workspaces, not isolated one-person AI sessions. Team members collaborate around the same live data, apps, and workflows, while agents can have distinct responsibilities and permission scopes. Every action is logged, so the team can see what happened, who initiated it, and what the agent changed. The goal is shared AI context without sacrificing control or accountability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@avery_thompson2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@avery_thompson2<\/a> Thank you! Shared workspaces are central to Teable. Team members work with Teable AI around the same live data, apps, and workflows, with permissions and a clear history of every change.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “build anything that fits your business 100%” part is the ambitious bit – when the AI spins up a custom app from your tables, does it set access\/permission rules on its own or is that still a manual pass per app?<\/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\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Permissions are part of the system the AI builds within\u2014not an afterthought bolted onto the generated app. Agents operate inside defined access boundaries, and every action is logged and traceable.<\/p>\n<p>You still retain final control and can review or refine access rules for each app. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Sabber, Teable AI can handle the access setup as part of building the app, and you can review or adjust it for each app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this reads less like an Airtable competitor and more like someone trying to replace Retool and Airtable at the same time. that’s a much bigger yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kellyops\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kellyops<\/a> Kelly, that\u2019s a sharp read. We\u2019re bringing the data layer, workflows, and custom apps into one place, so teams don\u2019t have to stitch Airtable and Retool together. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting! Does the custom app layer support different experiences for employees, partners, and customers? That would unlock a lot of workflows currently split across portals and internal bases.<\/div>\n<div class=\"comment-actions\">\n<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\/@sophialgrowth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sophialgrowth<\/a> Sophia, absolutely! That\u2019s a great use case for Teable. You can tailor the pages, actions, and data each group sees based on their role, while built-in login handles sign-in and app access. Everything runs on the same Teable data and workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on shipping Teable 3.0! \ud83c\udf89 “Connect any system, migrate any data” is a bold promise \u2014 curious how deep the AI goes on the migration side: does it auto-detect schema\/field types from messy source data, or do you still need to map fields manually before it builds the workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryancheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryancheng<\/a> Thank you! And yes\u2014the AI goes beyond moving rows. It can understand messy source data, infer schemas and field types, and help map relationships before building the workflow. You can still review and adjust everything, but you\u2019re no longer starting from a blank mapping screen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ryancheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryancheng<\/a> From an ops perspective, this means less setup work and fewer mistakes. The AI handles most of the mapping first, and you just review and adjust anything that needs attention before moving the 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ryancheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryancheng<\/a> Great question! Teable AI can identify schemas and field types even when the source data is messy, then map them automatically. You can adjust anything if needed.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Perfect for teams held together by spreadsheets and one ops hero.<\/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\/@wys1010\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wys1010<\/a> Exactly \ud83d\ude02 Teable gives the spreadsheets superpowers\u2014and finally lets the ops hero take a vacation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@wys1010\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wys1010<\/a> We\u2019ve all seen that setup \ud83d\ude02 Hopefully Teable can give the ops hero a little backup<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@wys1010\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wys1010<\/a> We know that ops hero well \ud83d\ude04 The goal is to turn their spreadsheet setup into a system the whole team can run together.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Being able to migrate linked records and attachments instead of only importing flat spreadsheets is a really valuable detail in my view. How much manual cleanup is typically needed after moving a more complex Airtable setup into Teable?<\/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\/@nico_mandera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nico_mandera<\/a> Just ask GPT-5.6 sol to do it, 0 manual job! check then you can start building a new fully automated AI workflow in Teable ! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@nico_mandera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nico_mandera<\/a> it\u2019s more of a quick check than a cleanup job \ud83d\ude04 Linked records and attachments come along for the ride!<\/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\/@nico_mandera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nico_mandera<\/a> Great question! Nico. No manual work is needed, unless you\u2019d like to give everything a quick check before getting started.<\/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>From approachable databases to executable ones. Nice shift.<\/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\/@3rdmatter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@3rdmatter<\/a> Exactly\u2014your database shouldn\u2019t just store the work, it should finish the work. That\u2019s the shift. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@3rdmatter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@3rdmatter<\/a> That\u2019s a great way to put it \ud83d\ude04 Less switching between tools, more getting things done in one place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@3rdmatter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@3rdmatter<\/a> That\u2019s the idea: an approachable database you can actually run your business on. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the multi-agent collaboration angle is the part that jumps out at me over the single-agent rollback question everyone else is asking. once you have two agents with overlapping permission scopes both acting on the same linked record at roughly the same time, is there any locking or conflict detection, or does it become a last-write-wins situation where the second agent’s transaction just silently overwrites the first without either agent knowing a conflict happened?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Multi-agent collaboration can\u2019t simply mean pointing two independent agents at the same table and hoping they don\u2019t collide.<\/p>\n<p>In Teable, you can separate agents by responsibility and tightly scope what each one may read or change. Every action is logged at the step level, so overlapping writes remain attributable and inspectable, and individual actions can be rolled back if needed. Agents also work from shared, live context rather than isolated copies of the data.<\/p>\n<p>We don\u2019t want to disguise concurrency as \u201ccollaboration,\u201d though. Permission boundaries prevent many conflicts; logs and recovery make the remaining ones visible and correctable. More explicit coordination policies for genuinely overlapping agents are an important part of making multi-agent systems trustworthy 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Gal, every step an Agent takes is recorded and traceable, while the Agent keeps working to complete the task. If two Agents touch the same data, the change history makes it clear what happened.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 thing that always sold me on Teable over the Airtable-style tools is that it’s real Postgres underneath \u2014 your data stays actual SQL you can own and query, not locked in a proprietary spreadsheet blob. Curious how 3.0 handles the AI-workflow side: when an agent builds an app or automation off the data, do you get a deterministic, inspectable step you can audit, or is it prompt-driven each run? That’s usually the trust gap for “AI + my business data.” 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\/@alexander_shishkov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_shishkov1<\/a> Thank you\u2014you\u2019ve identified the exact trust gap we care about.<\/p>\n<p>AI may help build the app or automation, but the result isn\u2019t just a hidden prompt rerun from scratch each time. The workflow is persistent and inspectable, every execution step is logged, and individual actions can be reviewed and rolled back. You can also tightly scope what each agent is permitted to read or change.<\/p>\n<p>For more complex work, multiple agents can collaborate within the same team while keeping clear responsibilities and permission boundaries.<\/p>\n<p>Our principle is simple: AI can be flexible in how it reasons, but its actions on business data must remain visible, controlled, and recoverable. Real PostgreSQL provides the trusted data foundation; Teable adds the operational layer required to let agents work on it safely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What am I missing? If I have data in a spreadsheet, using the spreadsheet as a db, why would I move the data into Teable? Maybe I am too tired but I don’t understand the value prop and the problem this solves. Maybe someone can explain? Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rusutraiancristian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rusutraiancristian<\/a> <\/p>\n<p>That\u2019s a completely fair question. If your spreadsheet is personal, relatively small, and mainly used for calculations, you may not need to move it.<\/p>\n<p>The problem appears when the spreadsheet starts running the business: multiple people edit it, records need relationships, access must be controlled, changes must be audited, and reminders, approvals, reports, emails, or custom interfaces have to be built around it. At that point, teams usually glue together more spreadsheets, scripts, automation services, and internal tools\u2014and eventually nobody fully trusts or understands the system.<\/p>\n<p>Teable keeps the familiar table experience but puts real PostgreSQL underneath it. Then it adds relational data, permissions, auditability, automations, custom apps, and AI agents in the same environment.<\/p>\n<p>So the value isn\u2019t \u201canother place to store spreadsheet rows.\u201d It\u2019s turning business data into a trustworthy system that can actively run the workflow around it\u2014without losing the flexibility that made the spreadsheet useful in the first place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rusutraiancristian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rusutraiancristian<\/a> Rusu, I get where you\u2019re coming from. If your spreadsheet already does everything you need, there\u2019s no reason to move it. Teable becomes useful when that same data needs to support a growing team, controlled access, automations, AI workflows, and custom apps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@guangyu_li\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"guangyu_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@guangyu_li<\/a> <br \/>A quick question, how does Teable compare to just using Airtable + a couple of AI plugins at this point?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks for your support, Madalina!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 feels like one of those products that quietly becomes part of a team’s daily workflow. I like that Teable 2.0 focuses on making databases actually useful with AI instead of adding AI for the sake of it. The clean interface and automation features look promising. Looking forward to trying it with a real project. 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\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a> Amirul, thank you! Making AI genuinely useful in day-to-day work is exactly what we\u2019re aiming for. We want Teable to become a natural part of how teams work with their data. Would love to hear how it goes when you try it on a real project.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 does the data sync work when you’re pulling from multiple sources that update at different schedules? That’s always where the real complexity hides in these multi-system setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@talhakhalidmtk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@talhakhalidmtk<\/a> Muhammad, good question. In Teable, each source can update on its own schedule while everything flows into the same workspace. Each run is tracked, so teams can keep their data current without coordinating every source manually.<\/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>hey congrats on the launch! quick question: how do you handle permissions and history logs since many people can just edit and change data that can tangle the rest of the workflow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mathias_barboza\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mathias_barboza<\/a> Hi Mathias, thanks! Teable\u2019s Authority Matrix lets you control access at the table, field, and record levels, including specific actions. Record history shows who changed what and when, while audit logs keep key operations traceable as more people work in the same base.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wait\u2014the table can become the app 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\/@buzzy_jade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buzzy_jade<\/a> Yes! The table is the data foundation\u2014and Teable can turn it into a real app with interfaces, workflows, permissions, and automations on top. Same data, no rebuild.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@buzzy_jade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buzzy_jade<\/a> You can start with a table, then turn it into something your team actually uses\u2014like a CRM, landing page or customer portal. Everything stays connected to the same 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@buzzy_jade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buzzy_jade<\/a> Yep \ud83d\ude04 Your table can power the app directly, and you can shape the interface around how your team actually works. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like that the demo examples are operational\u2014contract reminders, reports, approvals, emails\u2014not just \u201csummarize this column.\u201d Much easier to understand the business value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@erok_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erok_chen<\/a> That\u2019s exactly the point. Teable help get the work done. Contracts, approvals, reports, emails: real operations, not AI party tricks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@erok_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erok_chen<\/a> Glad that came through! We picked these examples because they\u2019re the everyday tasks teams actually spend time on. If there\u2019s another workflow you\u2019d like to see, let us know.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@erok_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erok_chen<\/a> Appreciate that. The real test for us is whether AI can take a recurring business task all the way to completion. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Marketing ops is a data problem. This gets 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\/@andy2026\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy2026<\/a> You absolutely get it. Teable is the all-in-one workspace where everything data work needs\u2014data, apps, workflows, and AI\u2014comes together and actually runs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@andy2026\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy2026<\/a> Marketing’s hard part isn\u2019t getting more data, but it\u2019s keeping campaigns, leads, and follow-ups connected. That\u2019s where Teable can really help.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@andy2026\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andy2026<\/a> Exactly. Teable brings data, apps, workflows, and AI into one system, so marketing teams can run campaigns, emails, approvals, and reporting in one place.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like one of those products that makes more sense the moment you imagine your own workflow inside it. I am already thinking about a customer onboarding system.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tammytan516\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tammytan516<\/a> You have to try it! Turn that customer onboarding idea into a working system and see how surprisingly effortless it feels. We think you\u2019re in for a refreshingly smooth experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tammytan516\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tammytan516<\/a> Customer onboarding is a great use case \ud83d\ude4c You can keep customer info, tasks, approvals, and follow-ups all in one place. Would love to see what you build!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tammytan516\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tammytan516<\/a> Love that this got you thinking about a real workflow right away. Customer onboarding would be a fun one to build in Teable. Let us know how it goes!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I moved from Airtable to self-hosted Teable 2 years ago, happy to see Teable back on Product Hunt. <\/p>\n<\/p>\n<p>The product feels much more opinionated now: not just flexible tables, but a clear system for running business workflows. The interesting part is that the new direction does not abandon the table model that attracted people in the first place. It builds workflows and apps on top of it. That continuity makes the evolution feel earned rather than like an AI rebrand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> You really get what we\u2019ve been building. \u2764\ufe0f<\/p>\n<p>Three years, thousands of customers, and countless workflows later\u2014Teable\u2019s new AI can now create the kind of custom apps and automations we once thought were impossible.<\/p>\n<p>And the best part? Tables are still at the heart of it all.<\/p>\n<p>Getting work done has never been this easy. We\u2019re so glad to have you back with us on Product Hunt! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> This means a lot coming from someone who\u2019s been self-hosting Teable for two years \ud83d\ude4c Users like you helped us get here. Would love to hear what you\u2019re running on Teable today!<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Thanks for sticking with Teable for the past two years. Hearing that this evolution feels natural from a longtime self-hosted user means a lot to us.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Amazing product\uff01Congrats on this launch\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Thank your support !!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Really appreciate it, Wood! We put a lot into this launch and can\u2019t wait to hear what you think after trying it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@peng_wood\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peng_wood<\/a> Thanks, Wood! It means a lot to have your support on launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 mix of structured data and app generation is what caught me. Being able to turn something like receipts or customer feedback into a working workflow without moving it into another tool feels genuinely useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulation on the launch Teable 3.0 team! Really amazing stuff \ud83c\udf89<\/p>\n<p>Most AI-native database tools are moving toward autonomous agents. How do you see Teable balancing user control and transparency with AI-driven actions, especially when agents are modifying business-critical data at scale?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UDARQUO4K2JLJ3\" class=\"app-title\">PromptQL<\/a><\/p>\n<div class=\"one-liner\">Multiplayer AI that replaces Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">324<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PromptQL\u662f\u4e00\u4e2a\u4e13\u4e3a\u56e2\u961f\u534f\u4f5c\u8bbe\u8ba1\u7684\u201cAI\u539f\u751f\u5de5\u4f5c\u7a7a\u95f4\u201d\uff0c\u901a\u8fc7\u5728\u5171\u4eab\u7ebf\u7a0b\u4e2d\u6574\u5408\u6570\u636e\u5e93\u3001SaaS\u5de5\u5177\u548c\u5185\u90e8\u77e5\u8bc6\uff0c\u53d6\u4ee3Slack\uff0c\u89e3\u51b3\u56e2\u961f\u77e5\u8bc6\u5206\u6563\u4e8e\u4e0d\u540c\u804a\u5929\u548cAI\u5de5\u5177\u3001\u4e0a\u4e0b\u6587\u65e0\u6cd5\u79ef\u7d2f\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad66a363-60bc-4e00-8bfa-c78726524c1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/baa051d1-6a84-47ba-bdaf-af72e4f2fb4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ad7a6bf-a728-4bf0-a02e-86e7cc0e2d23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb192e82-91d6-4566-bcbb-262deead5ae8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/206743cc-cdf0-448a-973d-be8b2746bec7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10417883-ec3c-444f-be68-31ed776d2683.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\/5d9a6589-3b5e-4351-98a3-1ccd01ce5ba2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=prqi9TUm8Rk\"><source src=\"https:\/\/www.youtube.com\/watch?v=prqi9TUm8Rk\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751f\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5cAI<\/span><br \/>\n <span class=\"tag\">\u5171\u4eab\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">\u591a\u4ebaAI<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Slack\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7f16\u8bd1<\/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\u77e5\u8bc6\u5272\u88c2\u7684\u4ef7\u503c\uff0c\u4f46\u6838\u5fc3\u62c5\u5fe7\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\uff08AI\u662f\u5426\u53ef\u8bfb\u53d6\u6240\u6709\u5bf9\u8bdd\uff09\uff1b\u6743\u9650\u7ba1\u7406\uff08\u654f\u611fAPI\u5982\u4f55\u9694\u79bb\uff09\uff1b\u5bf9Slack\u7b49\u73b0\u6709\u5de5\u5177\u5f62\u6210\u4f9d\u8d56\uff1b\u9879\u76ee\u9501\u5b9a\u98ce\u9669\uff08Wiki\u6df1\u5ea6\u5efa\u7acb\u540e\u96be\u4ee5\u8fc1\u79fb\uff09\u3002\u5efa\u8bae\u5305\u62ec\u4f18\u5316\u7ba1\u7406\u540e\u53f0\u548c\u5916\u90e8\u56e2\u961f\u8fde\u63a5\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 PromptQL\u7684\u91ce\u5fc3\u8fdc\u4e0d\u6b62\u4e8e\u201cAI\u7248Slack\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u6253\u7834\u4e86\u4f20\u7edfAI\u5de5\u5177\u7684\u4e2a\u4f53\u5b64\u5c9b\u2014\u2014AI\u4e0d\u518d\u662f\u6bcf\u4e2a\u4eba\u7684\u79c1\u4eba\u52a9\u7406\uff0c\u800c\u662f\u56e2\u961f\u7684\u201c\u5171\u4eab\u5927\u8111\u201d\uff0c\u901a\u8fc7\u81ea\u52a8\u6355\u83b7\u548c\u7f16\u8bd1\u96c6\u4f53\u4e0a\u4e0b\u6587\uff0c\u8ba9\u4e2a\u4f53\u80fd\u529b\u77ac\u95f4\u500d\u589e\u3002\u8fd9\u79cd\u201c\u4eba\u7c7b\u8d1f\u8d23\u4e0a\u4e0b\u6587\uff0cAI\u8d1f\u8d23\u6267\u884c\u201d\u7684\u8303\u5f0f\uff0c\u786e\u5b9e\u89e6\u53ca\u4e86\u56e2\u961f\u534f\u4f5c\u6548\u7387\u7684\u6df1\u5c42\u74f6\u9888\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u628a\u53cc\u5203\u5251\u7684\u53e6\u4e00\u9762\u6781\u4e3a\u950b\u5229\u3002\u9996\u5148\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u9690\u79c1\u4e0e\u5b89\u5168\u62c5\u5fe7\u5e76\u975e\u7a7a\u7a74\u6765\u98ce\u3002\u5f53AI\u80fd\u65e0\u5b54\u4e0d\u5165\u5730\u9605\u8bfb\u6240\u6709\u5bf9\u8bdd\u548c\u4ee3\u7801\uff0c\u751a\u81f3\u4e3b\u52a8\u63a8\u9001\u201cAlex\u5728\u505a\u4ec0\u4e48\u201d\u65f6\uff0c\u8fd9\u5728\u5e26\u6765\u4fbf\u5229\u7684\u540c\u65f6\uff0c\u4e5f\u5236\u9020\u4e86\u4ee4\u4eba\u4e0d\u5b89\u7684\u201c\u88ab\u76d1\u89c6\u201d\u611f\u3002\u5982\u4f55\u7528\u7cbe\u7ec6\u5230\u4ee4\u4eba\u4fe1\u670d\u7684\u6743\u9650\u7c92\u5ea6\uff08\u5982RAG\u7684\u5b89\u5168\u8fb9\u754c\uff09\u6765\u5e73\u8861\u900f\u660e\u4e0e\u4fb5\u72af\uff0c\u662f\u80fd\u5426\u8fdb\u5165\u4e25\u8083\u4f01\u4e1a\u7684\u751f\u6b7b\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4ea7\u54c1\u63cf\u7ed8\u7684\u7406\u60f3\u56fe\u666f\u2014\u2014\u201c\u81ea\u52a8\u6355\u6349\u4e0a\u4e0b\u6587\u5e76\u5efa\u8bae\u66f4\u65b0\u201d\uff0c\u5728\u73b0\u5b9e\u4e2d\u6781\u6613\u6ed1\u5411\u201c\u96c6\u4f53\u5e7b\u89c9\u201d\u3002\u793e\u533a\u8bc4\u8bba\u4e2d\u8fa9\u9a73\u79f0\u201c\u4eba\u7c7b\u9700\u5ba1\u6838\u201d\uff0c\u4f46\u4f9d\u8d56\u540c\u4e8b\u7684\u793e\u4ea4\u538b\u529b\u6765\u7ef4\u62a4\u201cWiki\u201d\u7684\u51c6\u786e\u6027\uff0c\u5728\u9ad8\u8282\u594f\u7684\u5546\u4e1a\u73af\u5883\u4e2d\u5e76\u4e0d\u53ef\u9760\u3002\u4e00\u65e6\u4ea7\u751f\u4e00\u4e2a\u9519\u8bef\u7684\u201c\u516c\u8ba4\u4e8b\u5b9e\u201d\u88ab\u7cfb\u7edf\u56fa\u5316\u5e76\u4f20\u64ad\uff0c\u7ea0\u6b63\u6210\u672c\u5c06\u8fdc\u9ad8\u4e8e\u4f20\u7edf\u5de5\u5177\u3002\u66f4\u4e0d\u7528\u8bf4\uff0c\u6df1\u5ea6\u7ed1\u5b9a\u5bfc\u81f4\u7684\u201cWiki\u9501\u5b9a\u201d\u98ce\u9669\uff0c\u672c\u8d28\u662f\u53e6\u4e00\u79cd\u5f62\u5f0f\u7684\u6570\u636e\u7ed1\u67b6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cPromptQL\u662f\u4e00\u6b21\u52c7\u6562\u7684\u201c\u4ece\u96f6\u91cd\u5efa\u201d\u5c1d\u8bd5\uff0c\u800c\u975e\u7b80\u5355\u7684\u529f\u80fd\u53e0\u52a0\u3002\u5b83\u8d4c\u7684\u662f\u56e2\u961f\u613f\u610f\u727a\u7272\u4e00\u90e8\u5206\u9690\u79c1\u548c\u5de5\u5177\u5207\u6362\u7684\u81ea\u7531\u5ea6\uff0c\u6765\u6362\u53d6AI\u9a71\u52a8\u7684\u96c6\u4f53\u667a\u80fd\u8dc3\u8fc1\u3002\u8fd9\u4e2a\u8d4c\u6ce8\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u65e0\u6240\u4e0d\u77e5\u201d\u4e0e\u201c\u5b88\u53e3\u5982\u74f6\u201d\u4e4b\u95f4\uff0c\u4ee5\u53ca\u201c\u5feb\u901f\u79ef\u7d2f\u201d\u4e0e\u201c\u7cbe\u51c6\u6b63\u786e\u201d\u4e4b\u95f4\uff0c\u627e\u5230\u90a3\u4e2a\u8ba9\u4f01\u4e1a\u4fe1\u4efb\u7684\u3001\u7ec6\u5982\u53d1\u4e1d\u7684\u5e73\u8861\u70b9\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u66f4\u9ad8\u6548\u7684\u3001\u4f46\u540c\u6837\u8ba9\u4eba\u7126\u8651\u7684\u201c\u6570\u5b57\u7262\u7b3c\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\">PromptQL<\/span>\n <\/div>\n<div class=\"comment-content\">Stop splitting team knowledge between Slack and everyone’s private AI chats. PromptQL is multiplayer AI for teams: think Claude or ChatGPT in shared threads. Tag teammates to review, correct, and refine answers without losing the reasoning. Connect databases, SaaS apps, coding agents, and events. PromptQL captures tribal knowledge and suggests shared-brain updates so context compounds. Scopes and multi-user permissions keep the right context accessible to the right people.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Tanmai, CEO\/cofounder at PromptQL and excited to share <strong>the world’s first AI native workspace<\/strong> with you. Thank you <a href=\"https:\/\/www.producthunt.com\/@kevin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin<\/a> for hunting us today!<\/p>\n<\/p>\n<p>The team behind PromptQL is Hasura, and we ended up building PromptQL entirely by accident. <\/p>\n<p><strong>Here’s the story:<\/strong><\/p>\n<ul>\n<li>\n<p>Be us<\/p>\n<\/li>\n<li>\n<p>Try to build AI that’s accurate with data & tools<\/p>\n<\/li>\n<li>\n<p>Realize that good context is the bottleneck as AI gets better<\/p>\n<\/li>\n<li>\n<p>Realize that no one person in the team has all the required context<\/p>\n<\/li>\n<li>\n<p>Build multiplayer AI (shared threads) so that people can work together in a shared AI thread and automatically capture context<\/p>\n<\/li>\n<li>\n<p>Move our 70 people team out from Slack to “test the multiplayer experience” on desktop & mobile in Feb 2026<\/p>\n<\/li>\n<li>\n<p>Things get f***ing weird<\/p>\n<\/li>\n<li>\n<p>Get team-wide AI psychosis by having a single shared AI connected to everyone and everything<\/p>\n<\/li>\n<li>\n<p>Realize that we built a Slack for the AI era<\/p>\n<\/li>\n<\/ul>\n<p><strong>So now we don’t do DMs or meetings, because the AI knows.<br \/><\/strong><\/p>\n<p>When I ask: “What’s alex working on?”, its able to look at Alex’s work in the workspace and across other tools like slack or github (that is visible to me ofc) and gives me a sense of what’s happening, what he’s blocked on and how I can help him. I don’t disturb Alex and I get an accurate status report. No meetings needed.<\/p>\n<p><\/p>\n<p><strong>Or going further, I can do things that I don’t know how to do myself:<\/strong><\/p>\n<p>When I ask “Help me build this integration for a customer”, it uses skills and context from other engineers who’ve built and reviewed integrations before. Even if we don’t explicitly maintain a shared skills repo, I’m suddenly as powerful as my entire team, not just my individual ability.<\/p>\n<p><\/p>\n<p><strong>PromptQL is the first agentic workspace because the whole app is an AI:<\/strong><\/p>\n<p>PromptQL builds task-specific agents on the fly as users talk to each other. It builds connectors to databases, SaaS tools and internal APIs and learns skills on the go.<\/p>\n<\/p>\n<p>Other AI Slack clones (including Slack itself) allow humans and agents to talk to each other. But these agents have to be specifically built and added to the workspace, which we think is just a minor milestone in the path to AGI where AI builds the agents for you with the right security and context guardrails!<\/p>\n<p>We think that tools like Slack are holding us back from doing the most important work that we need to do as teams. We need to be building shared context that we can then apply to the hundreds of tasks in parallel with AI. We need to work together in a way where humans are responsible for context and agents are responsible for execution.<\/p>\n<p><strong>Exclusively for the ProductHunt community, we’re giving $1000 in tokens if you want to try PromptQL along with your team! <br \/><\/strong><br \/>Please comment here if you’re interested and tell us about your team. We’ll set up a quick custom 15 minute onboarding for your team and unlock those credits for you that work across all our available models from Fable to Sol to Kimi-K3. <\/p>\n<p>You can also sign up yourself and unlock free credits to play around with it yourself.<\/p>\n<\/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\/@kevin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin<\/a> <a href=\"https:\/\/www.producthunt.com\/@tanmaig\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanmaig<\/a> Nice idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tanmaig When PromptQL dynamically builds agents and connectors on the fly, how does it manage data security guardrails so sensitive internal APIs aren’t accidentally exposed across different team scopes?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tanmaig what about security? <\/p>\n<p>And how about privacy?? I don\u2019t know if I want AI reading EVERY conversation \ud83e\udee3<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I work at PromptQL, so obviously biased, but here’s how I actually use it day to day.<\/p>\n<\/p>\n<p>Anyone who lives in Slack knows the FOMO: interesting discussions happening in ten channels at once, and you can’t be everywhere. Curing that yourself normally means dedicated engineering time to build something and keep it running. Here it’s just… the default. Whatever’s interesting or relevant finds you, full context always at your fingertips. You just start a thread and ask PromptQL to find things that might be interesting (define THE interesting ofc) and it just silently works and keeps you updated.<\/p>\n<\/p>\n<p>Works outside work too. I use it to trace how a news story actually unfolded instead of getting the echo-chamber version from my feed.<\/p>\n<\/p>\n<p>But my favourite thing is how a product gets built now. A thread and the learning becomes the RFC itself. You, your teammates, stakeholders and the AI hash out everything in one place: UX, backend constraints, cost, the actual implementation. One thread, full lifecycle of a feature. I’ve had the pain firsthand of answering the same questions over and over, explaining why some decision was made months ago, digging through old threads to reconstruct context. Now the feature itself can be Q&A’ed with AI because it watched the whole thing happen. What’s more pleasing to a feature builder than not fielding every how\/why question, and only getting pulled in when it actually matters?<\/p>\n<\/p>\n<p>Even the boring part of shipping (watching adoption, catching issues) gets easier. Hook up PostHog and Grafana and it quietly takes on the operator role. You just approve when needed.<\/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\/@karthik_venkateswaran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karthik_venkateswaran<\/a> it’s also been so cool to see how many more people in the company (across functions) now “build” product! <\/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>PromptQL has been an amazing addition to our AI stack. It’s one place that now stores all the context of our team – across various workflows – research, todo lists, marketing, finance, decisions made during workflow. Our slack usage is decreasing daily (we still use it for notifying and general chit-chat) as work has moved to promptql. What I truly love is the cross-model functionality – where I can try the latest models almost the day they are launched and see how they perform on our workflows.<\/p>\n<p>A few feature requests:<br \/>– A dedicated section for recurring workflows<br \/>– Easier admin functionalities including tracking usage, spends, privileges, etc<br \/>– Ability to edit tables and artifacts directly in the canvas<br \/>– External teams connect (similar to Slack connect)<\/p>\n<p>Keep on with the great work!<\/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\/@nk_kapur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nk_kapur<\/a> wooot! \u2764\ufe0f<\/p>\n<p>thanks for the feedback:<\/p>\n<ul>\n<li>\n<p>recurring workflows section coming soon! <\/p>\n<\/li>\n<li>\n<p>just added a good usage section to get started with both for users and admins. you should see it on the sidebar<\/p>\n<\/li>\n<li>\n<p>artifacts can be made editable, just need to ask promptql to make it editable. tables being editable coming soon!<\/p>\n<\/li>\n<li>\n<p>external teams connect v1 is live! you can add external guests to private threads or rooms already which makes it super nice to collaborate with external consultants, vendors, customers, lawyers etc<\/p>\n<\/li>\n<\/ul>\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\/@nk_kapur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nk_kapur<\/a> Thanks for being an early supporter and pushing us forward continuously! Have really valued all the feedback from you and implemented most of 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>What is nuts about working with PromptQL is how easy is to say:<\/p>\n<\/p>\n<p>\u201cIs this thing a problem? Show me data\u201d<\/p>\n<p>\u201cRight, what should we do to fix it\u201d<\/p>\n<p>\u201cYeah that looks like a good fix, let\u2019s iterate a bit and then deploy it\u201d<\/p>\n<p>\u201cMonitor the problem data every day and let\u2019s check we fixed the problem\u201d<\/p>\n<\/p>\n<p>When \u201cdoing things\u201d is cheap, making sure you\u2019re not doing useless things is key, and that\u2019s so easy for me 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dan_harvey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dan_harvey<\/a> and that’s also the reason it feels like the rate of changes to the wiki (shared context) seems to be steadily increasing. which i found very surprising. I would have expected that the rate settles down to a small steady rate once all the shared context has been taught. <\/p>\n<p>but exactly to your point, why would I stop after teaching it one thing. I’ll move on to the next thing. done right i think it’s like a continuous acceleration. too weird to comprehend what that means….<\/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>the correction\/lock mechanism answer covers factual mistakes well, but what about genuine disagreement that isn’t a mistake at all – two senior people with different but equally valid judgment calls on how something should work. does the shared thread surface that as visible tension (both views, both names attached) or does it end up flattening into whichever answer got approved first, making the other person’s actual position invisible to everyone who reads it later?<\/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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Wikipedia style! <\/p>\n<p>So promptql suggests disambiguation entries whenever this happens. It also has articles on each user and team as well. So that way depending on who’s asking and why they’re asking it’s able to choose the right definition (like a human would) without getting confused. <\/p>\n<p>These kinds of multiple definitions and disagreements are actually super common and honestly the point of the wiki is to capture all of that in one place and then use it 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>how big does a company have to be to start feeling the value of <a href=\"https:\/\/www.producthunt.com\/products\/promptql\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"promptql\" target=\"_blank\" rel=\"noopener\">@PromptQL<\/a> ?? <br \/>cc: <a href=\"https:\/\/www.producthunt.com\/@rajoshi_ghosh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajoshi_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajoshi_ghosh<\/a> <\/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\">@laura_cruickshanks I would say a team of atleast 2! One other person is where you see the true value!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “shared-brain updates so context compounds” framing is different from other team AI tools. One thing I’d be curious about\u2014when corrections and learning flow back into the context, how do you prevent authoritative corrections from overweighting domain expertise that was already in the system? Like, if someone corrects a nuance mid-thread, does it need peer review before it locks in, or is the cost of outdated shared context higher than the cost of wrong-but-quick updates?<\/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\/@nextmark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nextmark<\/a> changes are never automatically written back. changes are only suggested. a human always has to approve (or edit or reject) the changes. these changes are a precise set of bullets not a giant wall of text. <\/p>\n<p>but most importantly the control mechanism is like wikipedia. so people who care about certain domains “follow” those topics. And that way any changes they get notified on. and if it changes then they can swiftly revert. <\/p>\n<p>the last boss is that you can lock a page entirely, but that’s usually not necessary. the more open the context is the more self-correcting it becomes. <\/p>\n<p>And given the fact that every change has a human name attached to it, people don’t want their names to be associated with sloppy or wrong info. The team and social dynamics keep things naturally clean \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>What’s a use case you think most people don’t know PromptQL can support but is really helpful?<\/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\/@zach_gold\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zach_gold<\/a> collaboratively going from question\/answer to agent is my favourite. <\/p>\n<p>Zach: “How many active users did we get from the PH launch”<br \/>AI: “hmm..not sure about active user definitiion. maybe @\/tanmai knows”<\/p>\n<p>Tanmai: “yeah, for social campaigns we usually do a has credit card on file and atleast one interaction in the first 6 hours”<\/p>\n<p>AI: “ok, here’s what that looks like”<br \/>Zach: “awesome, can you make that live refresh every hour and in case someone crosses more than 5 threads in the first 6 hours, help me draft a personal email to set up a call with them. ping me whenever this happens”<br \/>AI: “Done”<\/p>\n<p>Collaboratively building an agent on the fly is just too much fun \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>Congrats on the launch! I like the core bet: humans own context, agents do the work.<\/p>\n<\/p>\n<p>But Slack is a muscle memory at this point. How do you see that playing out? Is full migration the goal, or is the real win that team context becomes queryable and agents act on it, and chat just happens to be where it lives? Let’s say that my team\u2019s stuff lives in Notion, Google Drive, Jira, and Slack. What does week one look like? Do we move in fully, or does PromptQL read from those tools while we ease over?<\/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\/@tmaleh_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tmaleh_<\/a> Hey! Great question – so connecting to your tools and setting up on PromptQL is a 5-15 min task.. so PromptQL helps you ease over at the pace you want to. Also we don’t move data – so you can connect to these tools and PromptQl works with them as it needs to. <\/p>\n<p>The champions \/ our first users in a team – are usually the ones who push all work via PromptQL in that first week and start seeing the wiki once they connect their tools of choice. And once you’re set up, you can also access PromptQL in Slack – and start tagging it in. The way you start off where the team mostly is and slowly start moving to promptql for deep work. <\/p>\n<p>Does that make sense? I’d love to show you a demo of how we work in case you’d like to try it out for your team. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>biggest strength here is the cross model switching. biggest risk is lock-in once the wiki gets deep.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@brody_vincent 1000%. Internally we\u2019ve been switching across Claude to Grok to GPT to Kimi across tasks. <\/p>\n<p>Over time I think what model class is preferred for what task will also become a kind of skill in the shared context repo.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>interesting idea. what made you take on slack?<\/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\/@honeymittal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@honeymittal<\/a> It was accidental! We started out building AI that’d be accurate when connected to company data.. and it soon became obvious that the missing layer was shared context. As we started to build out the system that would capture shared context- aka multiplayer AI, we suddenly realised we’re built an AI native slack! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@honeymittal gotta do what you gotta do right! \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Building shared context instead of forcing everyone to constantly repeat the same information feels like the real unlock for AI at work Most AI tools make individuals faster but PromptQL makes the whole team smarter That is a much bigger shift Looking forward to seeing where this goes<\/p>\n<\/p>\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@rajoshi_ghosh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajoshi_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajoshi_ghosh<\/a> <\/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\/@rajoshi_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajoshi_ghosh<\/a> <a href=\"https:\/\/www.producthunt.com\/@suryansh_tiwari2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryansh_tiwari2<\/a> thanks! exactly right — not having an AI that has amnesia everytime you talk to it is kind of nice \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I never thought we could replace Slack completely, but when we did and started doing almost all work in PromptQL I realized the true power that a “native AI” experience can bring in an enterprise.<\/p>\n<p>My usual flow when I am stuck is ask PromptQL, and it just knows – because someone else had figured it out earlier and PromptQL had learned it. Everything from “who has office keys” to “how can I access to the latest open-weight model in my local dev” – it JUST knows. Apart from asking questions, I ask it to do things, whenever I find a small product issue – I don’t just raise the issue with the engineering team, I ask PromptQL to fix -> show me preview -> inform appropriate team\/people for an approval -> deploy.<\/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\/@tiru_selvan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tiru_selvan<\/a> it’s kind of cool how it makes you feel closer to everyone else in the team. even though you’re using AI. Because you’re like: ‘wait, how did you know, oh because X taught it, so cool’. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 use Slack every day for work, so this is a huge help.<\/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\/@hasui0310\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hasui0310<\/a> awesome! Try it out and let us know if you need any help getting set up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>super excited for the launch! one of the most brilliant teams. we also use hasura in our stack and have been following them for a long while. congrats, can’t wait to try it! \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@diwank_tomer yay!!!! \ud83d\ude03<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 user of PromptQL and it’s an amazing re-invention of collaboration! <\/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\/@msethu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@msethu<\/a> Thanks for being an early supporter. I hope you’ve been able to unlock more usecases with PromptQL <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 think this is genuinely one of the best apps I’ve seen so far. or at least dreaming about this kind of apps for while<\/p>\n<p>where everything is in one place, and you can actually work with other people, without having to share documents back and forth. You just share the chat, and their agents keep working on their own tasks. That’s genuinely amazing.<\/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\">@mohammed_messeguem appreciate the kind words! It has genuinely been pretty incredible when we moved over as a team to work this way.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Oh wow!! \ud83e\udd29<br \/>\nThis is the coolest AI tool! It\u2019s actually helping unblock me now that I can work faster. And I don\u2019t feel like I\u2019m losing context. It tells me what is happening in other parts of the company in real time. And I\u2019m not gonna break someone else\u2019s flow by pinging them. <\/p>\n<p>Amazing \ud83d\ude3b <\/p>\n<p>@rajoshi_ghosh<\/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\">@laura_cruickshanks yeah! It\u2019s a completely ai native way of working.. it\u2019s when you just expect AI to most of your work – so collaboration with humans is long brainstorming sessions, or a quick tag in to add a missing piece of context in real time<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 scopes\/permissions part is the sharp edge – if someone corrects an answer in a restricted-scope thread, does that correction ever bleed into the shared-brain for people outside that scope, or does it stay siloed to who saw the original thread?<\/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\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> We hear this from customers all the while. There’s a lot of really good shared knowledge, but some information should be need-to-know.<\/p>\n<\/p>\n<p>The wiki is also able to be scoped so learnings from scope-restricted threads end up in secured parts of the wiki. Only users with that level of access are able to pull them into context<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9201c91-0302-483f-8e79-32695c03e91a.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@sabber_ahamed it goes into the \u201cshared brain\u201d! <\/p>\n<p>That\u2019s critical, otherwise multiplayer is useless. <\/p>\n<p>The clever thing is that it\u2019s done with \u201cscopes\u201d. So you can decide if those learnings are for everyone, or maybe only for the finance team or maybe only personal to you.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>cool video, shared context, skills and existing workflows to hyper automate development. dosent this reduce hiring needs<\/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\">@arnav_salkade it definitely helps one person do the work of more people!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@arnav_salkade correct. This is more for non-coding use cases. Data and Ops are great examples. Also, codex isn\u2019t multiplayer. <\/p>\n<p>Meaning there are no shared threads in codex<\/p>\n<p>User 1: look logs and tell me what happened<br \/>\nAI: Done, should I raise a PR to fix<br \/>\nUser 1: Yes<br \/>\nAI: Done<br \/>\nUser 1: cool, @\/user2 can you review and deploy.<br \/>\nUser 2: yeah looks good, let\u2019s deploy. <\/p>\n<p>Soemthing like that. <\/p>\n<p>Typically it\u2019s never that smooth in real life SRE incident. User 2 has many questions and goes back and forth with AI. You typically bring in more experts also. So on and so forth.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is neat. Does each thread have its own AI context or does it pull from the team’s full history?<\/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\">@dhiraj_patel5 both! Each thread keeps reading relevant stuff from the shared context wiki.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love it! it got my context and precisely what my team needed!<\/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\/@felix_josemon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@felix_josemon<\/a> That’s awesome to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>It’s impressive how quickly PromptQL became “the” place where work actually happens. Engineering, planning, tracking, collaboration, creating pull requests, deployments, monitoring, alerting \u2014 everything stays in one workflow instead of constantly switching between tools. It’s been fun using what feels like the “final boss” of engineering tools over the past few months.<\/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\/@abhijeet_singh4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhijeet_singh4<\/a> yeah, so much of engg work ends up being the before (what should we build, why) and after (is it done, what should we do immediately after). the shared thread way of working really surfaces that in a whole new 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <a href=\"https:\/\/www.producthunt.com\/@rajoshi_ghosh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajoshi_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajoshi_ghosh<\/a> <a href=\"https:\/\/www.producthunt.com\/@tanmaig\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tanmaig\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanmaig<\/a> ! This is amazing! Good luck with the launch \ud83d\ude00 <\/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\/@tanmaig\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanmaig<\/a> <a href=\"https:\/\/www.producthunt.com\/@nikhil_moorjani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikhil_moorjani<\/a> Thanks Nikhil! Appreciate the support \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the ‘tag teammates to review\/correct without losing the reasoning’ part is the actual hard problem, most team-AI tools just dump a shared chat log and call it collaboration. when someone corrects an answer mid-thread, does that correction get folded back into the shared-brain context for future questions or does it just live as a one-off reply in that thread?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Yes, it gets folded back in. Everything durable worth learning in a thread is actively learnt and it is also shown to the user for review before “committing” it to the shared context. <\/p>\n<p>You can see the entire change log of the shared context and tie it back to the originating threads 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>Excited to launch this today. Congrats <a href=\"https:\/\/www.producthunt.com\/@tanmaig\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tanmaig\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanmaig<\/a> and <a href=\"https:\/\/www.producthunt.com\/@rajoshi_ghosh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rajoshi_ghosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajoshi_ghosh<\/a> on the launch! \ud83d\ude80 Love the concept of a AI-native workspace built around captured team context rather than just isolated chats. <\/p>\n<p>As teams transition over, what\u2019s been the biggest friction point in getting non-technical team members to trust and adopt the shared AI context layer day-to-day? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kevin thanks a lot for supporting our launch as usual! <\/p>\n<p>Non tech folks were a core ICP when we designed and worked through early versions of the product. <\/p>\n<p>The fact that the shared context is easy to view and correct \/ streer is what helps build trust. If something smells fishy – just ask promptql, or teach it a nuance it missed – and now you immediately update the context with your expertise while also getting your work to completion without getting frustrated that AI got something wrong and not having any way to affect change..<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How did GPT-5.6 change the ambition or scope of what you shipped?<\/div>\n<div class=\"comment-actions\">\n<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\">GPT-5.6 changed the ambition of what users can run end-to-end inside PromptQL.<\/p>\n<p>PromptQL builds shared context as teams work; a self-building wiki of how the business actually operates. GPT-5.6 (especially Sol) lets users put that context to work on complex, high-rigour tasks that used to need a frontier Claude model, at about half the price of Fable.<\/p>\n<p>That shows up most clearly in coding. With shared product\/domain context already in PromptQL, users can hand off non-trivial features for fully hands-off implementation, review, and testing, not just snippets, but the full loop; without babysitting every step.<\/p>\n<p>Scope shift: shared context stopped being “better answers” only. With GPT-5.6 it became the substrate for rigorous, multi-step delivery work teams can actually trust at production cost.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/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\/WE6FPUEOFTA4RI\" class=\"app-title\">PodcastorAI<\/a><\/p>\n<div class=\"one-liner\">Your AI twin hosts your video podcast<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">293<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PodcastorAI \u662f\u4e00\u6b3e\u5229\u7528AI\u6570\u5b57\u5206\u8eab\u548c\u81ea\u7136\u8bed\u97f3\uff0c\u5c06\u811a\u672c\u3001\u6587\u6863\u3001\u97f3\u9891\u7b49\u7d20\u6750\u572815\u5206\u949f\u5185\u81ea\u52a8\u751f\u6210\u4e3a\u9ad8\u8d28\u91cf\u89c6\u9891\u64ad\u5ba2\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u5236\u4f5c\u89c6\u9891\u64ad\u5ba2\u6d41\u7a0b\u7e41\u7410\u3001\u8017\u65f6\u957f\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ecd491ad-0e99-40d2-a39b-fe1cb1e51285.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\/d3556353-920d-48ba-8aaa-64551c3f97cd.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\/f0d7993e-70b2-4e34-9625-adeec5531575.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\/3dd1af7a-33ef-40dc-b4da-f492dd6cbc0b.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\/820d28dd-614d-4c81-a63c-af6886deacbb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4aa9265-c1eb-4fc5-acf3-75e542ba36e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/139f5d5d-7865-4dd0-9bd5-f56b457b6c64.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\/86f877ba-6989-4f91-844c-b8674dd55fb6.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/48f4ca97-d60d-4e2c-846e-ad461fbe8425.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=oMs_IpQjQoI\"><source src=\"https:\/\/www.youtube.com\/watch?v=oMs_IpQjQoI\" 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\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">YouTube<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u64ad\u5ba2\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4eba\u64ad\u5ba2<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5206\u8eab<\/span><br \/>\n <span class=\"tag\">\u64ad\u5ba2\u5236\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u865a\u62df\u4e3b\u64ad<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">AI\u914d\u97f3<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/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\u8282\u7701\u65f6\u95f4\u3001\u8f6c\u5316\u73b0\u6709\u97f3\u9891\u7684\u4ef7\u503c\uff0c\u4f46\u4e3b\u8981\u62c5\u5fe7\u96c6\u4e2d\u5728\uff1aAI\u4e3b\u64ad\u5728\u957f\u89c6\u9891\u4e2d\u662f\u5426\u4ecd\u6709\u201c\u6050\u6016\u8c37\u201d\u6548\u5e94\uff08\u53e3\u578b\u540c\u6b65\u3001\u5934\u90e8\u52a8\u4f5c\uff09\uff1b\u751f\u6210\u540e\u80fd\u5426\u8c03\u8282\u8bed\u901f\u3001\u505c\u987f\u7b49\u7ec6\u8282\uff1b\u5e0c\u671b\u589e\u52a0\u9884\u89c8\u529f\u80fd\u3001MCP\u96c6\u6210\u3001\u6309\u91cf\u4ed8\u8d39\u53ca\u56e2\u961f\u534f\u4f5c\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 PodcastorAI \u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u524d\u666f\uff1a\u8ba9\u521b\u4f5c\u8005\u4ece\u7e41\u7410\u7684\u62cd\u6444\u548c\u526a\u8f91\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4e13\u6ce8\u4e8e\u5185\u5bb9\u3002\u5176\u201c\u6570\u5b57\u5206\u8eab\u201d\u548c15\u5206\u949f\u51fa\u7247\u7684\u6548\u7387\u786e\u5b9e\u662f\u6838\u5fc3\u5356\u70b9\uff0c\u5c24\u5176\u5bf9\u5df2\u6709\u97f3\u9891\u7684\u64ad\u5ba2\u4e3b\u3001\u6559\u80b2\u8005\u7b49\u7fa4\u4f53\u6709\u5438\u5f15\u529b\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u5b9a\u4f4d\u66f4\u50cf\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u201cAI\u6a21\u677f\u751f\u6210\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u521b\u4f5c\u4f19\u4f34\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u7684\u62c5\u5fe7\u76f4\u51fb\u8981\u5bb3\uff1a\u957f\u89c6\u9891\u4e2d\u6570\u5b57\u5206\u8eab\u7684\u201c\u6050\u6016\u8c37\u201d\u6548\u5e94\u4f9d\u7136\u5b58\u5728\uff0c\u5373\u4fbf\u901a\u8fc7\u201c\u4ea4\u66ff\u955c\u5934\u201d\u6765\u63a9\u76d6\uff0c\u4e5f\u96be\u9003\u673a\u68b0\u611f\u3002\u76ee\u524d\u7f3a\u4e4f\u5bf9\u6700\u7ec8\u8868\u6f14\uff08\u8bed\u901f\u3001\u505c\u987f\u3001\u60c5\u611f\uff09\u7684\u7cbe\u7ec6\u63a7\u5236\uff0c\u8fd9\u610f\u5473\u7740\u521b\u4f5c\u8005\u727a\u7272\u4e86\u5bf9\u8868\u8fbe\u8282\u594f\u7684\u638c\u63a7\u6765\u6362\u53d6\u6548\u7387\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u4eba\u683c\u5316\u8f93\u51fa\u7684\u6559\u80b2\u3001\u6545\u4e8b\u7c7b\u5185\u5bb9\u800c\u8a00\uff0c\u662f\u81f4\u547d\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u58c1\u5792\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u63a7\u5236\u201d\u548c\u201c\u81ea\u7136\u201d\u3002\u76ee\u524d\u56e2\u961f\u627f\u8ba4\u7684\u201c\u4e0a\u4e0b\u6587\u611f\u77e5\u60c5\u7eea\u548c\u80a2\u4f53\u8bed\u8a00\u201d\u6a21\u578b\u4ecd\u5728\u5f00\u53d1\u4e2d\uff0c\u8bf4\u660e\u5176\u6838\u5fc3\u4f53\u9a8c\u5c1a\u672a\u6210\u719f\u3002\u6b64\u5916\uff0c\u7528\u6237\u5bf9\u8ba2\u9605\u5236\u7684\u75b2\u60eb\u548c\u5bf9\u9884\u89c8\u529f\u80fd\u7684\u6e34\u6c42\uff0c\u53cd\u6620\u51fa\u4ea7\u54c1\u5728\u9500\u552e\u903b\u8f91\u4e0a\u66f4\u504f\u5411\u201c\u6d88\u8017\u54c1\u201d\uff08\u6bcf\u6b21\u751f\u6210\u6d88\u8017\u8d44\u6e90\uff09\uff0c\u800c\u975e\u201c\u5de5\u5177\u201d\uff08\u4e3a\u521b\u4f5c\u8fc7\u7a0b\u8d4b\u80fd\uff09\u3002\u5982\u679c\u65e0\u6cd5\u89e3\u51b3\u6df1\u5c42\u7684\u4eba\u673a\u4ea4\u4e92\u63a7\u5236\u95ee\u9898\uff0cPodcastorAI\u6700\u7ec8\u53ef\u80fd\u6ca6\u4e3a\u77ed\u89c6\u9891\u5e73\u53f0\u7684\u6279\u91cf\u751f\u4ea7\u5de5\u5177\uff0c\u800c\u975e\u4e13\u4e1a\u521b\u4f5c\u8005\u7684\u5fc5\u9700\u54c1\u3002\u5176\u4ef7\u503c\u4e0a\u9650\uff0c\u53d6\u51b3\u4e8e\u662f\u5426\u80fd\u4ece\u201c\u81ea\u52a8\u5316\u6d41\u6c34\u7ebf\u201d\u8fdb\u5316\u4e3a\u201c\u53ef\u6df1\u5ea6\u5b9a\u5236\u7684\u6570\u5b57\u6f14\u5458\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\">PodcastorAI<\/span>\n <\/div>\n<div class=\"comment-content\">Create studio-quality video podcasts from scripts, links, PDFs, or ideas \u2014 with AI hosts, natural voices, and your digital twin. Podcastor handles production and puts you on screen, turning hours of recording and editing into a finished video podcast in around 15 minutes. Create solo or two-host episodes and get a publish-ready video without cameras or a production team. Already have an audio episode? Upload it and transform it into a video podcast with your voice and AI avatar.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can’t believe (or maybe I can?) how much work it takes to produce a video podcast… (trust me, <a href=\"https:\/\/worktre.es\/p\/worktrees-ep-004-previewing-recursive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">I’m trying<\/a>!). <\/p>\n<\/p>\n<p>Honestly, I think <a href=\"https:\/\/www.producthunt.com\/@jackbogdan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jackbogdan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackbogdan<\/a> and I are ready to outsource our visages to AI and just focus on the banter and chitchat.<\/p>\n<\/p>\n<p>I’m ready to give <a href=\"https:\/\/www.producthunt.com\/products\/podcastorai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"podcastorai\" target=\"_blank\" rel=\"noopener\">@PodcastorAI<\/a> a try for our next episode!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jackbogdan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackbogdan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> This means a lot coming from you, Chris \ud83d\ude4f And yes \u2014 ‘keep the banter, outsource the visages’ is exactly the point. Whenever you and Jack are ready, send a photo each and we’ll build your twins so your next episode is basically just the two of you talking, minus the camera setup. Would love to see how it turns 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jackbogdan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackbogdan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thank you so much for hunting us, Chris! \ud83d\ude4c Since you\u2019re experiencing the video podcast workflow firsthand, your feedback will be especially valuable to us. We can\u2019t wait to see what you and Jack create with PodcastorAI\u2014please send any questions or honest feedback our way as you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jackbogdan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jackbogdan<\/a> <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> <strong>Hi KARAN, \ud83d\udc4b<\/strong><\/p>\n<p>Congratulations on your Product Hunt launch! \ud83c\udf89<\/p>\n<p>I checked out <strong>PODCASTERAI<\/strong>, and I really like what you’re building.<\/p>\n<p>I help early-stage startups increase their Product Hunt visibility through <strong>genuine upvotes, real user engagement, and organic app downloads<\/strong>\u2014never bots or fake traffic.<\/p>\n<p>Beyond Product Hunt, I can also help you reach a wider audience by connecting your product with <strong>relevant content creators and influencers<\/strong> from my network who have strong and engaged communities.<\/p>\n<p>I believe your product deserves more visibility, and I already have a few growth ideas that could help.<\/p>\n<p>If you’re open to it, I’d love to share my proposal. It will only take <strong>5 minutes<\/strong>, and I think you’ll find it valuable.<\/p>\n<p>Looking forward to hearing from you! \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>Hey Product Hunt\ud83d\udc4b I\u2019m Parsons, founder of <strong>PodcastorAI<\/strong>.<\/p>\n<\/p>\n<p>Making a video podcast is stupidly slow. You already know what you want to say \u2014 but turning it into something watchable means a camera, lighting, a cohost’s calendar, and hours in Descript. One hour of finished content usually eats ~5 hours of production.<\/p>\n<\/p>\n<p><strong>Podcastor removes that bottleneck<\/strong>.<\/p>\n<\/p>\n<p>Bring your audio podcast (or a link, PDF, or your NotebookLM audio) and it becomes a directed episode hosted by your digital-twin avatar \u2014 structure, pacing, host handoffs, all done for you.<\/p>\n<\/p>\n<p><strong>NotebookLM can write a podcast; Podcastor puts <em>you<\/em> on screen.<\/strong><\/p>\n<\/p>\n<p><strong>How PodcastorAI Works<\/strong><\/p>\n<ol>\n<li>\n<p><strong>Choose or create your AI hosts<\/strong><\/p>\n<p>Upload your image to create a digital twin, bring your pet or original character to life, or start with one of our demo hosts. Create a solo or two-host podcast.<\/p>\n<\/li>\n<li>\n<p><strong>Add your content and choose your voices<\/strong><\/p>\n<p>Start with an idea, script, document, link, or recorded audio. Then select an AI voice or clone your own voice.<\/p>\n<\/li>\n<li>\n<p><strong>Generate and publish<\/strong><\/p>\n<p>PodcastorAI automatically handles the hosts, pacing, captions, visuals, and video formats, helping you create and publish polished podcast content in minutes.<\/p>\n<\/li>\n<\/ol>\n<p><strong>Who is PodcastorAI for?<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Podcasters and creators: <\/strong>turn existing scripts and recordings into videos for YouTube, TikTok, and social media<\/p>\n<\/li>\n<li>\n<p><strong>Educators and experts: <\/strong>transform lessons, research, and professional knowledge into engaging video podcasts<\/p>\n<\/li>\n<li>\n<p><strong>Brands and content teams: <\/strong>repurpose blogs, webinars, interviews, and campaign materials without rebuilding everything from scratch<\/p>\n<\/li>\n<li>\n<p><strong>Storytellers and IP creators: <\/strong>bring personal stories, original characters, or even pets to life as podcast hosts<\/p>\n<\/li>\n<\/ul>\n<p>It’s free to try \u2014 drop your content and watch your twin host it. We’re here all day and would love your feedback. \ud83d\ude4f<\/p>\n<\/p>\n<p>To celebrate our launch, use code <strong>PCTR30OFFPH<\/strong> to get 30% off your subscription! \ud83c\udf89<\/p>\n<\/p>\n<p><a href=\"https:\/\/discord.com\/invite\/KG4XywWkev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Join our Discord<\/strong><\/a> to share feedback, show us what you create, and help shape what we build next:<\/p>\n<p><a href=\"https:\/\/discord.com\/invite\/KG4XywWkev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.com\/invite\/KG4XywWkev<\/a><\/p>\n<\/p>\n<p>P.S. <strong>A note on the launch: <\/strong>we’re part of Build with OpenAI \ud83c\udf89 because we leaned hard on GPT-5.6 while building this. Genuinely couldn’t have hit this timeline without it.<\/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\/@parsons_wu_real\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parsons_wu_real<\/a> I Karan, \ud83d\udc4b<\/p>\n<\/p>\n<p>Congratulations on your Product Hunt launch! \ud83c\udf89<\/p>\n<\/p>\n<p>I can help your product get 1,000 genuine app downloads and real Product Hunt upvotes\u2014no bots, no fake traffic.<\/p>\n<\/p>\n<p>I also work with genuine creators who have audiences ranging from 100K+ subscribers, with many regularly reaching 1M+ views per reel\/video.<\/p>\n<\/p>\n<p>My price for 1,000 genuine downloads is $1,000.<\/p>\n<\/p>\n<p>If you’re interested, I’d be happy to share my growth plan. Looking forward to hearing from you! \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>An MCP integration would be really useful for sending a transcript from another tool directly into PodcastorAI.<\/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\/@rhinogo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rhinogo<\/a> You’re reading our minds \ud83d\udc40 We’ve actually been building an MCP server for exactly this \u2014 pipe a transcript straight from your tool of choice into Podcastor, no copy-paste tango. Consider your idea officially on the roadmap (and mostly already there \ud83d\ude0f)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rhinogo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rhinogo<\/a> Great suggestion! This is exactly the kind of seamless workflow we want to build\u2014moving content from the tools you already use directly into PodcastorAI. Which tools would you most like us to support first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>not gonna lie, kinda worried every podcast using this starts sounding the same eventually.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@layla_carter1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@layla_carter1<\/a> That\u2019s a fair concern, and it\u2019s something we think about a lot. Our goal isn\u2019t to give every creator the same AI voice or format, but to preserve what already makes them distinct: their own voice, digital twin, ideas, scripts, pacing, and preferred episode structure. Podcastor should handle the repetitive production work without flattening the creator\u2019s personality.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 concept. A real time saver! How well does the avatar stay in sync during longer episodes? 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><a href=\"https:\/\/www.producthunt.com\/@henry_habib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_habib<\/a> Thank you! The host\u2019s lip movements stay closely aligned with the pacing and intonation of the audio throughout longer episodes. We also use intelligent alternating shots to keep long-form videos visually engaging, and we\u2019re developing a new model with context-aware emotions and body language to make the digital twin feel even more natural over extended conversations.<\/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\/@henry_habib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_habib<\/a> Appreciate it, Henry \ud83d\ude4c Because the avatar tracks your actual audio, it stays in sync across the full length \u2014 and we support single videos up to 30 minutes, so longer episodes are covered. Thanks for the kind words \ud83d\ude4f<\/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>Turning an existing recording into a video podcast without recording everything again is such a practical use case.<\/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\/@auula_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@auula_<\/a> Thank you! That\u2019s exactly the practical problem we wanted to solve: creators shouldn\u2019t have to re-record an entire episode just to make it work as video. With Podcastor AI, they can turn the content they\u2019ve already created into a video podcast while preserving their voice and presence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, I\u2019m Shay, a core developer at <a href=\"https:\/\/www.producthunt.com\/products\/podcastorai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"podcastorai\" target=\"_blank\" rel=\"noopener\">@PodcastorAI<\/a> .<\/p>\n<p>When the project was first launched and we decided to build a product that could help podcast creators produce videos quickly and dramatically simplify their workflows, I was genuinely excited. We wanted to save creators from repetitive work so they could spend more time creating great content and focusing on what truly matters. Once the goal was clear, the entire team quickly got to work, with everyone contributing their strengths and collaborating closely. Our product and operations teams also gave the development team tremendous support. I feel very fortunate to work alongside such talented people and turn an idea into a product that people can genuinely use.<\/p>\n<p>When we started the project, GPT-5.6 Sol had not yet been released. With the help of GPT-5.5, we quickly built the MVP and continued refining the experience based on user feedback. AI did more than help us write code faster. It allowed us to validate ideas sooner, identify problems earlier, and spend more time on the details that truly shape the user experience.<\/p>\n<p>When GPT-5.6 Sol was released, our team switched to the new model right away. Combined with Codex, it made the entire development process much smoother. GPT-5.6 Sol understands requirements and code context with impressive accuracy. Even when working on complex tasks involving multiple modules and long call chains, it can quickly identify where changes actually need to be made. The plans produced by Codex\u2019s Plan mode are usually thorough and rarely require major revisions before we can move forward. For us, this is about much more than simply writing code faster. Communication, analysis, implementation, and verification have all become more efficient and reliable, giving the team greater confidence while maintaining a rapid pace of iteration.<\/p>\n<p>We have also introduced GPT-5.6 Sol into our production monitoring workflow. Our agents regularly scan failed tasks and error logs in production. Whenever an issue is detected, they automatically investigate it by combining information from production logs, database records, and the codebase. Once the cause has been identified, they generate a fix and submit the code to our repository for the team to review. This process has saved us a significant amount of time previously spent on repetitive troubleshooting and fixes. It also helps us detect production risks earlier, allowing the team to focus more of its energy on building the product.<\/p>\n<p>We hope <a href=\"https:\/\/www.producthunt.com\/products\/podcastorai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"podcastorai\" target=\"_blank\" rel=\"noopener\">@PodcastorAI<\/a> can bring podcast creators the same kind of productivity boost that GPT-5.6 Sol and Codex have brought to our team. Our goal is to help creators multiply their output and free up more time for creating, thinking, and doing work that truly matters.<\/p>\n<p>We warmly welcome everyone who already creates podcast videos, as well as anyone interested in getting started, to try <a href=\"https:\/\/www.producthunt.com\/products\/podcastorai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"podcastorai\" target=\"_blank\" rel=\"noopener\">@PodcastorAI<\/a> . We hope to become a reliable and effortless part of your creative journey and help you create even greater value!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can users preview a lower-resolution draft before spending credits on the final render?<\/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\/@joviechen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joviechen<\/a> Not yet, Jovie \u2014 no preview before the final render at the moment \ud83d\ude4f But it’s a great suggestion, and one we’ll take away and evaluate. Really appreciate you raising it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 15 minute turnaround is impressive but I’m curious how it holds up past the 2-3 minute mark, most AI avatar stuff still has a slight uncanny valley thing with head movement and blinking during longer stretches of talking. have you had people watch a full episode without knowing it’s a digital twin and not notice?<\/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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> That\u2019s a very real challenge, especially in long-form content. We\u2019re not claiming the digital twin is completely indistinguishable yet, so we built an intelligent alternating-shots system to vary the framing and keep longer episodes from feeling visually repetitive. We\u2019re also developing a new model that adds context-aware emotion and body language, making the host feel much more natural and expressive over longer stretches.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83c\udf89 The “digital twin hosting” angle stands out \u2014 most tools stop at voice cloning, but putting an avatar on screen changes the whole feel. Quick question: when someone uploads an existing audio episode, how well does the avatar’s lip-sync track the original pacing\/tone?<\/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\/@ryancheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryancheng<\/a> Hi Ryan! Thank you so much! The digital host\u2019s lip-sync closely matches the pacing and intonation of the original audio, so uploaded episodes feel natural on screen. We\u2019re also developing our next-generation model to bring more emotion and expressive body language to digital twin hosts, which should make the final videos even more engaging.<\/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\/@ryancheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ryancheng<\/a> Appreciate it, Ryan \ud83d\ude4c The avatar is animated straight from your uploaded audio, so lip-sync and pacing track the original episode instead of being re-timed \u2014 pauses, emphasis and all. It’s the kind of thing that’s easier to feel than to describe, so I’d genuinely love for you to test it with one of your own episodes and tell us how close it lands.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 keep my original audio exactly as recorded and use the AI host only for the video layer?<\/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\/@mingyouagi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mingyouagi<\/a> Yes, absolutely! You can upload your existing recording, keep the original audio, and add an AI host as the video layer\u2014there\u2019s no need to record or regenerate everything again.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning an existing recording into a video podcast without recording everything again is such a practical use case.<\/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\/@fayann\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fayann<\/a> Exactly! We built this workflow for creators who already have great audio but don\u2019t want to record everything again for video. They can reuse the original episode and turn it into a publish-ready video podcast with an AI host.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> – This looks awesome, great job. However, I’d getting tired of one more subscription service, do you have plans for a pay-as-you-go model? A model that allowed you to purchase credits instead, that never expires?. I feel offering this model would potentially increase the up take, as many users are hesitant to commit to another monthly\/annual subscription. I<\/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\/@codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> Thanks Brent \u2014 and it’s a totally fair ask \ud83d\ude4f Subscription fatigue is real, and ‘buy credits that don’t expire’ is something we’ve been actively debating internally. No firm date yet, but you’re not the only one asking, so it’s very much on our radar. In the meantime it’s free to try, really appreciate you taking the time to think it through with us.<\/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>no team seats yet? asking cause i’d want this for more than just me.<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@colton_hayes2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@colton_hayes2<\/a> Not yet. We currently support individual accounts, but team accounts and multi-seat access are already in development. We know Podcastor becomes much more useful when an entire content team can collaborate, so this is an important part of our roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Damn, nice one. Congrats on the launch. \u201cNotebookLM can write a podcast; Podcastor puts you on screen\u201d is a very clear way to explain it. The digital twin side is interesting, but I\u2019d want to know how much control you have over the final performance. Can you adjust pacing, tone, pauses and host reactions after generation, or do you mostly accept what comes back? That feels important for educators and experts in particular. A technically polished avatar is useful, but only if it still sounds like the person behind the content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@os_ishmael\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@os_ishmael<\/a> Thanks, and that\u2019s a great point. If you use Podcastor\u2019s TTS, you can precisely adjust pacing and add pauses to shape the delivery. For uploaded NotebookLM audio, we can extract the script so you can revise the spoken content rather than simply accepting the original output.<\/p>\n<p>Fine-grained control over host reactions isn\u2019t available yet, although the current lip-sync is already very strong. We\u2019re now developing digital twins based on real recorded video, along with a new model that drives emotions and body language from the tone and context of the content. This is especially important for educators and experts, where preserving the creator\u2019s authentic delivery matters as much as visual polish.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Curious, where did GPT-5.6 Sol make the biggest difference for PodcastorAI?<\/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\/@erok_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@erok_chen<\/a> The biggest difference was not simply faster coding, but making our entire development loop more reliable. GPT-5.6 Sol with Codex became especially effective at understanding requirements and navigating complex, cross-module changes, so we could move from planning to implementation and verification with far less back-and-forth. We also use it in production monitoring: agents inspect failed tasks and logs, trace issues across the database and codebase, then prepare fixes for our team to review. That has helped us iterate faster while catching risks much earlier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For true crime episodes, the research and writing are already intense. I do not want video production to become another full-time job.<\/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\/@ea_z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ea_z<\/a> Absolutely. For research-heavy formats like true crime, creators should be able to focus their energy on accuracy, storytelling, and responsible reporting, not spend another full-time job producing the video. That\u2019s exactly the production burden we want Podcastor AI to take off their plate.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@sylvialane\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sylvialane\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sylvialane<\/a> Congratulations. And happy product 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\/@huisong_li\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huisong_li<\/a> Thank you so much, Huisong! We really appreciate your support and kind wishes. It means a lot to our team on launch day! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cool, and crazy idea. Can’t wait to test it out. When you generate a two-host episode from a document, do the hosts ever actually disagree, or just take turns agreeing? That friction and chemistry is (almost) always what makes it worth listening to.<\/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\/@aidan_codefox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aidan_codefox<\/a> Thanks! We completely agree that chemistry and friction are what make a two-host conversation worth listening to. That\u2019s why we offer three formats: <strong>Deep Dive<\/strong>, where both hosts unpack a topic together; <strong>Debate<\/strong>, where they take opposing sides and challenge each other; and <strong>Storytelling<\/strong>, where one leads the story while the other asks questions and keeps it moving. So if you want real disagreement rather than two hosts simply taking turns agreeing, Debate is built specifically for that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I love the idea of turning an existing content library into video instead of always creating from scratch.<\/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\/@buzzy_jade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@buzzy_jade<\/a> Thank you! That\u2019s exactly the idea: creators already have so much valuable content sitting in their libraries. We want to help them give it a second life in video, without having to start from scratch every time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels built for creators who know what they want to say but do not want to spend their week editing.<\/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\/@eric_t_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_t_<\/a> Exactly! Creators should be able to spend their time shaping ideas and telling great stories, not losing an entire week to editing. Our goal with Podcastor AI is to handle the production work while keeping the creator\u2019s voice and presence at the center.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@eric_t_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eric_t_<\/a> that’s the dream we’re chasing \u2014 you keep the ideas and the storytelling, we take the editing week off your plate. Try it with your next episode and tell us if it delivers \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Just tried PodcastorAI, and the free version already impressed me!<\/p>\n<p>I generated an audio podcast, and the quality was really good \u2014 honestly much better than I expected, and noticeably better than NotebookLM in my experience.<\/p>\n<p>What surprised me the most was the variety of formats and customization options. I even uploaded my cat and created an AI host with it \u2014 it was so cute! \ud83d\udc31<\/p>\n<p>Congrats on the launch! Excited to see how PodcastorAI helps more people create and share their ideas. \ud83d\ude80<\/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\/@new_user___1802026258df93399c32311\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___1802026258df93399c32311<\/a> Thank you so much for actually trying PodcastorAI and sharing such thoughtful feedback! It means a lot to hear that the audio quality and customization exceeded your expectations. And the cat AI host absolutely made our day\u2014we\u2019d love to see it if you\u2019re comfortable sharing! \ud83d\udc31\ud83d\udc9c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>sounds interesting : ))<\/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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks Madalina \ud83d\ude0a Would love for you to give it a spin \u2014 bring any script, link, or PDF and it’ll come back as a full video episode hosted by your digital twin. Curious what you’d make with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real creator problem. Writing or recording the content is often easy compared with everything that comes afterward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fei_li5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fei_li5<\/a> Exactly, Eric \u2014 the “everything afterward” is where most creators stall out. That gap is the whole reason we built Podcastor. Thanks for getting it \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is better than Heygen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@nishant_modi Great question! HeyGen is a powerful general-purpose avatar video platform, while PodcastorAI is built specifically for producing complete podcast shows.<\/p>\n<p>You can start with an idea, URL, document, or existing audio, then create a structured solo or two-host episode with reusable digital hosts, cloned voices, podcast-native visuals, and both audio and video outputs.<\/p>\n<p>If you only need a talking-avatar video, HeyGen is a strong choice. If you want an end-to-end system for building and consistently producing a podcast show without recording yourself, that\u2019s where PodcastorAI stands out.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the digital twin part is the interesting bet – if you re-record one line weeks later does the AI voice\/face stay consistent with the original episode, or is there drift between sessions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sabber_ahamed Great question, Sabber! Once your digital twin and cloned voice are created, they\u2019re saved as reusable profiles. So if you come back weeks later and generate a new line using the same host and voice, the core facial identity and voice characteristics remain consistent with the original episode.<\/p>\n<p>There may be slight natural variations in expression, movement, or delivery between generations, but the identity itself shouldn\u2019t drift. Cross-episode consistency is one of the main reasons we built the digital twin feature.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this one! question: for long or pre-recorded episodes, does the AI host lip syncs with the audio? and what about the changes in style and tone within one same episode? thanks and congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mathias_barboza Thanks, Mathias\u2014great question! Yes, for long or pre-recorded episodes, the AI host lip-syncs with the uploaded audio, preserving the original pacing and pauses.<\/p>\n<p>The host remains visually consistent throughout the episode, even when the speaking style or tone changes. More expressive emotional reactions and body movements that adapt to those changes are currently in development, and they\u2019re an important part of what we\u2019re building next.<\/p>\n<p>Thanks for checking us out and for the thoughtful question!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The option to create a solo or two-host podcast is a nice touch. A lot of tools seem built for only one format.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xiao_zhang9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xiao_zhang9<\/a> Thank you! We didn\u2019t want creators to be locked into a single format. Some ideas work best as a focused solo episode, while others become much more engaging through conversation, questions, or debate between two hosts. Podcastor is designed to support both, so the format can follow the content rather than the other way around.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@xiao_zhang9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xiao_zhang9<\/a> Thanks Xiao \ud83d\ude4c Exactly \u2014 real podcasts aren’t one-size-fits-all, so we wanted both the solo monologue and the two-host back-and-forth to feel natural. The host handoffs in two-host mode are the part we’re most proud of. Would love to hear which format you’d reach for \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 strongest part for me is that the creator remains visible in the finished video through their own digital twin.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tammytan516\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tammytan516<\/a> Hi Tammy, that’s the whole reason we built it this way \ud83d\ude4f Most tools erase the creator; we wanted the opposite \u2014 your face, your voice, your channel, just without the camera setup. Glad it landed 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tammytan516\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tammytan516<\/a> Exactly! We want creators to stay focused on their ideas and storytelling, while Podcastor AI takes care of bringing the content to life visually, without losing the creator\u2019s presence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on your launch! How long does it usually take to render a one-hour video podcast with lip sync?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Thank you! We currently support episodes up to 30 minutes, so we don\u2019t have a reliable render-time benchmark for a full one-hour podcast yet. Longer generation is already on our roadmap and should be available next month. Once it\u2019s released, we\u2019ll share accurate timing based on real production runs rather than guess 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<\/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\/STGKKHUMPHMMK2\" class=\"app-title\">CrawlRaven<\/a><\/p>\n<div class=\"one-liner\">SEO Hub for GSC + GA4 + a 200-point crawl<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">258<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CrawlRaven \u662f\u4e00\u4e2a\u6574\u5408 Google Search Console\u3001GA4\u3001\u5173\u952e\u8bcd\u5bfc\u5165\u548c 200 \u70b9\u6280\u672f\u722c\u866b\u7684 SEO \u5de5\u4f5c\u53f0\uff0c\u80fd\u81ea\u52a8\u751f\u6210\u4f18\u5148\u7ea7\u6392\u5e8f\u7684\u4f18\u5316\u6e05\u5355\uff0c\u89e3\u51b3\u591a\u7ad9\u70b9 SEO \u4ece\u4e1a\u8005\u6bcf\u5468\u624b\u52a8\u62fc\u88c5\u6570\u636e\u3001\u4e0d\u77e5\u9053\u5148\u4fee\u54ea\u4e2a\u95ee\u9898\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ddd5b69-8997-4694-a966-1aa5efb5aba3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1fff84d-adfc-4ece-a757-b5f2498c7361.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bedc2b7d-09d7-4b71-9df8-b66e79cd819e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca170e3f-10cc-45b3-a9c5-58a2274afd45.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/826d99e0-a235-40e5-b800-4a8929beb4e0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ebcc126-376c-4378-940c-5cfb4fc6b08d.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\/259e5849-baee-4d16-93c9-fd3b293e652e.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=j5-ENS424Vc\"><source src=\"https:\/\/www.youtube.com\/watch?v=j5-ENS424Vc\" 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\">SEO<\/span><br \/>\n <span class=\"tag\">Search<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SEO\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">GSC<\/span><br \/>\n <span class=\"tag\">GA4<\/span><br \/>\n <span class=\"tag\">\u5173\u952e\u8bcd\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u722c\u866b<\/span><br \/>\n <span class=\"tag\">\u4f18\u5148\u7ea7\u6392\u5e8f<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/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\u201c\u6309\u6392\u540d\u5f71\u54cd\u8bc4\u5206\u201d\u548c\u201c\u6d88\u9664\u624b\u52a8\u62fc\u8868\u201d\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u6280\u672f\u722c\u866b\u5c1a\u672a\u5b8c\u5584\uff08\u88ab\u6307\u4e3a\u201c\u8425\u9500\u6570\u5b57\u201d\uff09\u3001\u5982\u4f55\u5e73\u8861\u5feb\u8d62\u4e0e\u91cd\u578b\u4fee\u590d\u3001B2B\u957f\u5c3e\u8bcd\u4f18\u5148\u7ea7\u88ab\u5ffd\u89c6\u3001\u4ee5\u53ca\u6570\u636e\u540c\u6b65\u9891\u7387\u4e0e\u5173\u952e\u8bcd\u8fc7\u671f\u5904\u7406\u3002\u90e8\u5206\u7528\u6237\u5e0c\u671b\u589e\u52a0\u7b5b\u9009\u5668\u6765\u8986\u76d620\u540d\u4ee5\u5916\u7684\u4f4e\u91cf\u9ad8\u8f6c\u5316\u8bcd\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 CrawlRaven \u7cbe\u51c6\u5207\u4e2d\u4e86 SEO \u5de5\u5177\u5e02\u573a\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u56f0\u5c40\uff1a\u5927\u91cf\u5de5\u5177\u80fd\u53d1\u73b0200\u4e2a\u95ee\u9898\uff0c\u5374\u65e0\u6cd5\u544a\u8bc9\u7528\u6237\u4eca\u5929\u8be5\u4fee\u54ea\u4e2a\u3002\u5b83\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u662f\u722c\u866b\u6df1\u5ea6\uff08Screaming Frog \u548c Sitebulb \u65e9\u5df2\u505a\u5b8c\uff09\uff0c\u800c\u662f\u5229\u7528 GSC \u5b9e\u9645\u6d41\u91cf\u6570\u636e\u5bf9\u95ee\u9898\u505a\u5f71\u54cd\u6392\u5e8f\uff0c\u628a\u201c\u6570\u636e\u5806\u780c\u201d\u8f6c\u5316\u4e3a\u201c\u884c\u52a8\u6307\u4ee4\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u660e\u663e\u5904\u4e8e\u201c\u534a\u6210\u54c1\u201d\u72b6\u6001\uff1a200\u70b9\u6280\u672f\u722c\u866b\u548cGA4\u96c6\u6210\u5c1a\u5728\u5f00\u53d1\u4e2d\uff0c\u4e3b\u6253\u7684\u201c\u4e00\u4f53\u5316\u201d\u540d\u4e0d\u526f\u5b9e\u3002\u5b9a\u4ef7\u867d\u662f\u7ec8\u8eab\u5236\uff0c\u4f46\u529f\u80fd\u627f\u8bfa\u4e0e\u4ea4\u4ed8\u80fd\u529b\u4e4b\u95f4\u5b58\u5728\u65f6\u95f4\u5dee\uff0c\u65e9\u671f\u7528\u6237\u53ef\u80fd\u843d\u5165\u201c\u4e3a\u672a\u6765\u4e70\u5355\u201d\u7684\u9677\u9631\u3002\u6b64\u5916\uff0c\u57fa\u4e8eGSC\u6570\u636e\u91cf\u505a\u4f18\u5148\u7ea7\u6392\u5e8f\u5929\u7136\u504f\u8892\u5927\u6d41\u91cf\u8bcd\uff0c\u5bf9\u957f\u5c3e\u9ad8\u8f6c\u5316\u4f01\u4e1a\u7ea7\u573a\u666f\u4e0d\u53cb\u597d\u3002\u8bc4\u8bba\u533a\u5df2\u51fa\u73b0B2B\u7528\u6237\u5bf9\u8fd9\u4e00\u673a\u5236\u7684\u8d28\u7591\uff0c\u800c\u521b\u59cb\u4eba\u4ec5\u56de\u5e94\u201c\u8ba1\u5212\u52a0\u5165\u7528\u6237\u63a7\u5236\u201d\uff0c\u8bf4\u660e\u5f53\u524d\u6a21\u578b\u7f3a\u4e4f\u5f39\u6027\uff0c\u77ed\u671f\u96be\u4ee5\u6ee1\u8db3\u7ec6\u5206\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u56e2\u961f\u80fd\u5feb\u901f\u8865\u9f50\u722c\u866b\u548cGA4\u529f\u80fd\uff0c\u5e76\u5f00\u653e\u81ea\u5b9a\u4e49\u6743\u91cd\uff0c\u5b83\u6709\u673a\u4f1a\u6210\u4e3a\u72ec\u7acbSEO\u548c\u5c0f\u578b\u5de5\u4f5c\u5ba4\u7684\u6548\u7387\u5229\u5668\uff0c\u4f46\u5bf9\u4e8e\u5927\u5ba2\u6237\u6216\u590d\u6742\u7ad9\u7fa4\uff0c\u76ee\u524d\u4ecd\u9700\u642d\u914d Screaming Frog \u548c Ahrefs \u4f7f\u7528\u2014\u2014\u8fd9\u4e0d\u662f\u201c\u53d6\u4ee3\u201d\uff0c\u800c\u662f\u201c\u534f\u4f5c\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\">CrawlRaven<\/span>\n <\/div>\n<div class=\"comment-content\">Connect Google Search Console, Google Analytics, import your Ahrefs or Semrush lists, and crawl your site on 200-point technical SEO Audit. CrawlRaven joins all four and hands back a ranked plan: what to write, what to update, what to fix first.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Excited to hunt CrawlRaven today!<\/p>\n<p>If you’ve ever done SEO for more than one site, you know the Sunday-night ritual: export from Search Console, export from Ahrefs, run a crawl, then spend hours stitching it all together in a spreadsheet just to decide what to actually work on this week.<\/p>\n<p>CrawlRaven kills that ritual. It pulls Google Search Console, your keyword research imports, and a 200-point technical crawl into one place and turns them into a single prioritized action plan: what to write, what to update, what to fix first.<\/p>\n<p>What stood out to me:<\/p>\n<p>Issues are scored by ranking impact, so you fix the things that move traffic, not the things that are easiest to find<\/p>\n<p>Cannibalization and content decay detection, which most tools either bury or charge enterprise prices for<\/p>\n<p>White-label PDF reports, a big deal for agencies and freelancers doing client work<\/p>\n<p>The pricing is refreshingly simple too: a free plan, and lifetime deals at $49 and $99 instead of yet another monthly subscription.<\/p>\n<p>The makers Aditi and Rakesh have been in SEO for over a decade and built this to solve their own workflow. Congrats on the launch! Curious to hear from the community: what does your current audit-to-action workflow look like?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ayushtweetshere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushtweetshere<\/a> Thanks Ayush!<\/p>\n<p>Been in SEO space for 10 years now.<br \/>My workflow moved between duplicating and changing filters across tab, joining multiple Sheets just to get the right insights. I have longed for something like this. The existing tools never changed my workflow, but this one did.<\/p>\n<p>Super excited to share it with the amazing guys at Product Hunt!<\/p>\n<p>Looking forward to your feedback and support<\/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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ayushtweetshere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushtweetshere<\/a> Hey, pulling GSC and GA4 into one place is the boring problem nobody wants to solve. When I’ve worked with SEO agencies the crawl reports were always 200 issues long with no sense of which five actually moved traffic. Does CrawlRaven rank findings by likely impact, or is prioritizing still on me?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ayushtweetshere Eliminating the dreaded Sunday spreadsheet stitching ritual is huge for anyone managing multi-client SEO! Scoring issues by actual ranking impact rather than vanity audit fixes makes prioritizing client tasks so much cleaner.<br \/>\nFor the content decay and cannibalization detection, how frequently does CrawlRaven sync with Search Console to flag traffic drops before they turn into major ranking losses?<\/div>\n<div class=\"comment-actions\">\n<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>super launch of the day! very proud of you guys.. all the best! <a href=\"https:\/\/www.producthunt.com\/@ayushtweetshere\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ayushtweetshere\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushtweetshere<\/a> <a href=\"https:\/\/www.producthunt.com\/@rakesh_rry\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rakesh_rry\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rakesh_rry<\/a> <a href=\"https:\/\/www.producthunt.com\/@aditi_chaturvedi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aditi_chaturvedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditi_chaturvedi<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neelptl2602\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> Thanks for the support. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 often does it re-analyze new findings once I’ve worked on first few?? <\/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\/@axebarma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axebarma<\/a> It discovers new keyword opportunities based on the content published, what keywords it already rank for and what can potentially rank for more. The analysis becomes even richer if you add your target keyword list with data from tools like Ahref. With time, you get more data and hence new opportunities are identified. Let me know if this answers your question.<\/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\/@axebarma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axebarma<\/a> GSC data syncs from Google automatically every day, so findings update on their own as your changes take effect. No need to re-run anything. Just note Google reports search data with about a 2 day delay, so give fixes a couple of days to show up.<\/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>Congrats on the launch! Using real GSC impressions and position gaps to surface quick wins is super smart. How far down in rankings (e.g., positions 11\u201320 vs. 20+) does the algorithm look to identify those high-potential pages?<\/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\/@hannesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hannesh<\/a> Thanks. It looks at positions 4 through 20, so the bottom of page 1 and the top of page 2 both count. The closer you already rank, the higher it lands on your list, since a jump from 6 to 2 wins more clicks than a climb from 18. We skip anything past 20, since those need real content work. And we want at least 50 impressions so the term is one people actually search.<\/p>\n<p>Where would you draw the line? Some folks want to reach past 20 for niche terms that still convert. Others want the list tight around fast wins. Which fits how you work?<\/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\">@rakesh_rry I think 4\u201320 as the default is spot on for fast wins! That said, having a toggle or filter to occasionally scan positions 20\u201330 (maybe with a higher impression threshold) for high-intent niche terms would be a great power-user feature down the road.<\/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>the ranked what-to-fix-first output is the actual value here. every seo tool hands you 200 issues and lets you drown in them, the hard part was never finding problems, it was knowing which three actually move rankings this month. good angle joining gsc and the crawl to decide that instead of just showing it<\/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\/@alex_watson2110\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_watson2110<\/a> Thanks Alex! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Cool idea, agentic AI is definitely the future of SEO work. The whole product hinges on the ranking model. Is “ranked by ranking impact” a fixed weighting, or does it actually learn from what moved rankings on my specific site (or other sites.)<\/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\/@aidan_codefox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aidan_codefox<\/a> The ranking uses fixed rules, no AI. It looks at three things from your own Search Console data. How much search demand a keyword has, how close you are to page 1, and how many clicks you should be getting but aren’t. Since it runs on your data, your list is yours alone.<\/p>\n<p>Tell me how you’d want it though. Would you rather set the rules yourself, or have it watch what you changed and whether your rankings went 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>200-point technical audit is a specific number worth unpacking. Is that 200 distinct checks across categories like indexability, Core Web Vitals, structured data, internal linking, and so on, or is it more like a marketing number that counts variations of similar checks? Screaming Frog and Sitebulb also run extensive technical audits, curious what CrawlRaven’s crawl catches that those tools typically miss or under-weight.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a>The crawl is what we’re building next, so I won’t pretend a 200-check spec sheet exists today. That number comes from our v1, which was a full technical SEO crawler before we rebuilt around Search Console data.<\/p>\n<p>I’m not trying to beat Screaming Frog or Sitebulb on check count. We’re building the part they leave to you: ranking each finding by whether it hits a page that actually gets traffic and sits close to a win. A broken canonical on a dead page and one on your top traffic page look the same in most crawlers. We tell you which to fix first, using your GSC data.<\/p>\n<p>So what we catch that they miss is the impact ranking. Happy to send you the real breakdown once it ships.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Collapsing GSC, GA4, and a full crawl into one prioritized list is the time-saver here, three separate dashboards never gave anyone a single priority order. Before I’d hook this to a client’s Search Console: does the OAuth grant ask for read-only access, or does it need edit\/verify scope too, and if a workspace disconnects later, does that revoke the grant on your end or just stop the sync?<\/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\/@vollos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vollos<\/a> We only request the readonly scopes, webmasters.readonly for Search Console, and analytics.readonly for GA4 (asked separately, only if you open the GA4 tab). No verify, edit, or property-management access at all. We literally can’t change anything in the client’s Search Console, only read the performance data.<\/p>\n<p>On disconnect, the access lives in the client’s Google account, so if they revoke it there (or your Workspace admin does), our token stops working immediately and the sync halts. We hold nothing that survives that. If you want your data removed on our side too, account deletion wipes the stored tokens and history.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If I pay for Ahref, what would make me switch to this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nishant_modi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishant_modi<\/a> Ahrefs looks outward, competitor backlinks, the full keyword universe, what everyone else ranks for. CrawlRaven looks at your own Search Console data and tells you what to do with it. Which pages sit one push from page 1, where two of your pages fight over the same term, which pages are quietly losing traffic.<\/p>\n<p>Most people keep Ahrefs for research and use us for the weekly “what do I work on now” list. You can even import your Ahrefs keywords straight in.<\/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>the 200-point crawl plus GSC\/GA4 in one place is the pitch that matters – when a fix from the ranked plan goes live, does the tool re-check and clear that item itself or do you have to manually mark it done and hope it doesn’t resurface next crawl?<\/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\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a>You hit Resolve, and the detectors do the rest. They re-run on every daily sync. If your fix held, the item stays resolved and drops out of your Attention list. If the problem comes back later, it doesn’t quietly reappear as a new finding. It comes back marked Returned, so you can see it regressed and the history stays attached. No guessing whether it’s the same issue twice.<\/p>\n<p><strong>Note<\/strong>: the crawl and GA4 are rolling out next, so today this runs on the Search Console side. The same Resolve and Return logic will cover the crawl fixes when they are released.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team.<br \/>This is super promising.<br \/>Someone who has been diving into SEO this is going to be super useful<\/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\/@mdshadabalam3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mdshadabalam3<\/a> Thanks for the support.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Merging GSC, GA4, and crawler data under one roof to actually rank priorities is a huge time-saver. On the action items part – how does the model balance quick wins (like “low hanging fruit” keywords) Vs heavier technical fixes when picking the top action items?<\/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\/@denitsapenchevavaltchanova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denitsapenchevavaltchanova<\/a> Thanks. Right now the list leans toward quick wins, because that’s what Search Console shows best. A page stuck at the bottom of page 1, or a keyword you rank for but never gave its own page, rises to the top. Small effort, and your own numbers already prove the upside.<\/p>\n<p>The heavier technical fixes come from the crawl audit, which we’re adding next. Once it’s in, the plan will rank both together<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! For agencies managing multiple client sites, can one account switch between different GSC properties, or does each site need its own separate account?<\/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\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> You can add multiple sites on one account. You can also import multiple site by connecting to multiple search console. The current plans allow you to add 3 sites for $49 and 10 sites for $99. <\/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>Raakesh, the ranking by impressions and closeness to page 1 is the part that caught me, because it also shows where a model like this can struggle.<\/p>\n<\/p>\n<p>I run SEO for a niche B2B product in healthcare. My highest-intent terms show zero or missing volume in every tool and barely register in Search Console, since only a few hundred people a month search them at all, yet those are the ones that convert. A prioritizer built on demand would push them straight to the bottom.<\/p>\n<\/p>\n<p>Can I weight a keyword up by hand, or mark a low-volume term as high-value, so the ranked plan does not bury the long tail a small market lives on?<\/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\/@clemente_lopez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clemente_lopez1<\/a> I agree with your use case. I have similar experience. Highest intent terms often show very minimal data in GSC. We have plans to add controls for the user where they can decide how they want to prioritise. Consider this added to roadmap. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The cannibalization detection caught my eye. I’d pay for that alone if it works well, because everyone knows two of your own pages end up competing for the same keyword, and nobody checks it regularly since it means exporting everything and cross-referencing by hand.<\/p>\n<p>One question, what happens when the keyword list itself is stale? Does the tool flag keywords that stopped mattering, or does it take the list as given?<\/p>\n<p>Upvoted, will try it on our site this week.<\/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\/@roguetink\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roguetink<\/a> You will be able to see ranks, positions and pages for any given keyword. It recommend how to target keywords and in what priority<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@roguetink\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roguetink<\/a> Thanks. Cannibalization was one of the original itches, my cofounder’s agency was doing exactly that export-and-cross-reference routine you describe.<\/p>\n<p>On stale keywords, the list isn’t taken as given. Every keyword is matched against your live Search Console data, which refreshes daily, so one that stopped mattering shows its real current numbers. And you can mark any keyword as ignored, it drops out of your working list without being deleted, so the list stays clean.<\/p>\n<p>An automatic “this keyword is dead” flag isn’t there yet, but it’s a really good idea. Would love to hear what it finds on your site this week.<\/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>pulling GSC, GA4 and the Ahrefs\/Semrush export into one ranked action list is the part that’s actually useful, most SEO tools just dump the raw data and leave you to reconcile it yourself. does the ranked plan account for pages where GSC and Ahrefs disagree on ranking, or does it just pick one source of truth?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Good question. GSC is the source of truth for positions, since it’s Google’s own impression-weighted data from real searches, while Ahrefs\/Semrush positions are spot checks of one location on one day. So when they disagree, we trust GSC.<\/p>\n<p>Your Ahrefs\/Semrush export contributes what GSC can’t tell you: search volume and difficulty for keywords you don’t rank for yet. GSC says where you stand, your keyword list says what’s worth chasing, and the ranked list combines both.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 good, currently i m not using any seo tools like ahref so does it suggest keyword suggestions on which i should write on based on my GSC data or do i have add those keywords from my end and do u have any same report of any website where it shows what key actions or tasks it suggested based on my gsc and keyword data thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gamifykaran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gamifykaran<\/a> Thanks. Yes, no other tools needed. It pulls keywords straight from your own Search Console data and shows you the ones you’re already appearing for but haven’t written a page for yet. Adding your own keyword list is optional.<\/p>\n<p>Don’t have a sample report to link right now, but happy to share a few screenshots of what the suggestions look like. There’s also a free plan, so you can connect your Search Console and see it on your own 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\">\n<p>Congrats on the launch. Pulling GSC, GA4 and the crawl into one place saves a lot of time. How does the prioritization decide what goes on top? is it based on traffic potential, effort, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivam_vyas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivam_vyas<\/a>Thanks. It’s ranked by traffic potential relative to how close the win is. We look at your real impressions, your current position, and the gap between what you get and what you’d get with a small move. So a page sitting at position 11 with high impressions outranks a bigger but more speculative opportunity.<\/p>\n<p><strong>Note<\/strong>: Search Console is live today, GA4 and the crawl audit are coming next.<\/p>\n<p>For GA4 google verification is pending.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 awesome! Checking it out later this week. Do you have MCP support?<\/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\/@parthkoshti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parthkoshti<\/a> Yes we do. Available on top tier plan. <\/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\">@rakesh_rry @aditi_chaturvedi Connecting Ahrefs\/Semrush with GSC and GA4 in one hub makes SEO auditing so much faster.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 impact-ranking questions are all covered well, but I’m more curious about the white-label report narratives since that’s the part agencies will forward straight to non-technical clients without necessarily editing the wording. a plain-English “why” for a ranking drop or a prioritized fix is easy to state confidently even when the real cause is multiple overlapping factors. is there anything that keeps the generated narrative hedged when the underlying data doesn’t clearly support a single-cause story, or is that something the agency has to catch themselves before sending it out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@aditi_chaturvedi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aditi_chaturvedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditi_chaturvedi<\/a> ! One question: how do you prioritize recommendations when multiple issues overlap? For example, if a page has technical SEO problems, content decay, and keyword cannibalization at the same time, how does CrawlRaven decide what should be fixed first? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Pulling GSC and GA4 into one place is the part I always end up duct-taping together myself. Does the 200-point crawl check anything for AI search \/ GEO yet or is it still classic SEO? That’s where I keep hitting walls lately.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 “what to do next” framing is the right one. GSC will tell you a page is “Discovered, currently not crawled” and then leave you guessing whether that’s a technical problem or a site-quality problem. Does the ranked plan distinguish between genuinely technical fixes and pages that just need stronger internal links or better content? That distinction is where I’ve burned the most hours on my own site.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How did GPT-5.6 change the ambition or scope of what you shipped?<\/div>\n<div class=\"comment-actions\">\n<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\">Before GPT-5.6, CrawlRaven was scoped as a reporting tool: merge Search Console, keyword imports, and crawl data into one dashboard and let the user figure out what to do. GPT-5.6 changed that. Its reasoning over large, messy datasets was reliable enough that we moved the core promise from “here is your data” to “here is your prioritized action plan.” The model now powers the layer that decides what to write, what to update, and what to fix first, including cannibalization detection and content decay analysis across thousands of pages. It also collapsed our timeline. Features we had parked for a v2, like impact-scored audit findings and white-label report narratives written in plain English, shipped in v1 because GPT-5.6 handled them with far less prompt engineering and post-processing than earlier models. In short, it turned a solo-founder reporting tool into an SEO decision engine we could actually ship.<\/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<\/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\/YSTXP3TVBSINLZ\" class=\"app-title\">AskCodi<\/a><\/p>\n<div class=\"one-liner\">Orchestrate agents at scale while reducing cost<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">213<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AskCodi\u662f\u4e00\u4e2aMac\u7aef\u7684AI CTO\uff08\u9996\u5e2d\u6280\u672f\u5b98\uff09\uff0c\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42\uff0c\u5b83\u5c31\u80fd\u81ea\u52a8\u89c4\u5212\u3001\u5e76\u884c\u8c03\u5ea6\u591a\u4e2aAI\u4ee3\u7406\u3001\u81ea\u52a8\u9009\u62e9\u6700\u4fbf\u5b9c\u7684\u6a21\u578b\u5b8c\u6210\u4efb\u52a1\uff0c\u5e76\u901a\u8fc7\u4e00\u4e2a\u6536\u4ef6\u7bb1\u5728\u9700\u8981\u65f6\u5f81\u8be2\u51b3\u7b56\uff0c\u65e8\u5728\u8ba9\u5f00\u53d1\u8005\u4ece\u7e41\u7410\u7684AI\u5de5\u5177\u64cd\u4f5c\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u4e13\u6ce8\u4ea4\u4ed8\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/252f8ec6-67ae-47e6-8d0f-6bd450025703.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5bbabef7-e102-4227-a078-69ae37ac534c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6162c6c-1f2f-4e15-9e21-b8203eec4ef4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a41665b-b2c9-4a22-b2ad-b20f5ea7a7ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2709d460-51d3-4b97-94ee-f5e3873c3fca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4e3e6c9-19c9-4841-b7c9-6bbff7bc509b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66850cb8-7f92-442b-b2f7-0fdb99222811.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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">AI CTO<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4ee3\u7406\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u591a\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aefIDE<\/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\u8d5e\u626c\u201c\u7ba1\u7406\u4e00\u4e2a\u4eba\u800c\u975e\u4e00\u7fa4\u4ee3\u7406\u201d\u7684\u7406\u5ff5\uff0c\u4f46\u5bf9\u6a21\u578b\u8def\u7531\u51c6\u786e\u6027\uff08\u590d\u6742\u4efb\u52a1\u8bef\u5224\u4e3a\u7b80\u5355\u4efb\u52a1\uff09\u3001\u957f\u65f6\u8fd0\u884c\u4e2d\u7684\u4ee3\u7801\u5e93\u8bb0\u5fc6\u6f02\u79fb\u3001\u4ee5\u53ca\u65e0\u76d1\u7763\u8fd0\u884c\u7684\u5b89\u5168\u8fb9\u754c\u63d0\u51fa\u8d28\u7591\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u901a\u8fc7\u4efb\u52a1\u9a8c\u6536\u3001\u9884\u7b97\u9650\u5236\u3001\u4ee3\u7801\u540c\u6b65\u548c\u9879\u76ee\u7ae0\u7a0b\u6765\u786e\u4fdd\u5bf9\u9f50\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 AskCodi\u7684\u91ce\u5fc3\u4e0d\u662f\u5728\u73b0\u6709\u7684AI\u7f16\u7801\u5de5\u5177\u4e0a\u505a\u201c+1\u201d\u529f\u80fd\uff0c\u800c\u662f\u8bd5\u56fe\u4ece\u6839\u672c\u4e0a\u91cd\u6784\u5f00\u53d1\u8005\u4e0eAI\u7684\u534f\u4f5c\u8303\u5f0f\u3002\u5b83\u7684\u6838\u5fc3\u6d1e\u5bdf\u5728\u4e8e\uff1a\u5f53\u524d\u7edd\u5927\u591a\u6570AI\u5de5\u5177\uff08\u5982Cursor\u3001Copilot\uff09\u672c\u8d28\u4e0a\u662f\u4ece\u201c\u624b\u52a8\u7f16\u7a0b\u201d\u5230\u201c\u624b\u52a8\u6307\u6325\u201d\u7684\u5e73\u66ff\uff0c\u5f00\u53d1\u8005\u5e76\u672a\u88ab\u89e3\u653e\uff0c\u53ea\u662f\u6362\u4e86\u4e00\u4efd\u201cAI\u8c03\u5ea6\u5458\u201d\u7684\u65b0\u5de5\u4f5c\u3002AskCodi\u63d0\u51fa\u7684\u201cAI CTO\u201d\u7406\u5ff5\uff0c\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e**\u5c06\u51b3\u7b56\u6743\u4ece\u201c\u64cd\u4f5c\u754c\u9762\u201d\u8f6c\u79fb\u5230\u201c\u5bf9\u8bdd\u4e0e\u6536\u4ef6\u7bb1\u201d**\uff0c\u771f\u6b63\u4ee5\u76ee\u6807\u4e3a\u5bfc\u5411\u800c\u975e\u4ee5\u8fc7\u7a0b\u4e3a\u5bfc\u5411\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u5c42\u9762\u770b\uff0c\u5176\u201c\u6a21\u578b\u81ea\u52a8\u8def\u7531\u201d\u548c\u201c\u8de8\u9879\u76ee\u5e76\u884c\u201d\u662f\u4eae\u70b9\uff0c\u4f46\u4e5f\u662f\u98ce\u9669\u70b9\u3002\u7528\u6237\u7684\u8d28\u7591\u5f88\u5230\u4f4d\uff1a\u5f53\u6a21\u578b\u5c06\u770b\u4f3c\u7b80\u5355\u5b9e\u5219\u590d\u6742\u7684\u4efb\u52a1\u8def\u7531\u7ed9\u5ec9\u4ef7\u6a21\u578b\u65f6\uff0c\u4ea7\u51fa\u201c\u770b\u8d77\u6765\u5bf9\u4f46\u5b9e\u9645\u9519\u201d\u7684\u4ee3\u7801\uff0c\u662f\u81f4\u547d\u4e14\u96be\u4ee5\u8ffd\u6eaf\u7684\u3002\u867d\u7136\u56de\u7b54\u4e2d\u63d0\u5230\u4e86\u201c\u4efb\u52a1\u9a8c\u6536\u6807\u51c6\u201d\u548c\u201c\u76d1\u7763\u673a\u5236\u201d\uff0c\u4f46\u8fd9\u5b9e\u9645\u4e0a\u5c06\u98ce\u9669\u8f6c\u5ac1\u5230\u4e86\u5b9a\u4e49\u9a8c\u6536\u6807\u51c6\u7684\u201c\u4eba\u201d\u8eab\u4e0a\u3002\u4e00\u4e2a\u4e0d\u4e25\u8c28\u7684\u9a8c\u6536\u6807\u51c6\uff0c\u53ef\u80fd\u5bfc\u81f4\u6574\u4e2a\u591c\u95f4\u81ea\u52a8\u6784\u5efa\u5728\u9519\u8bef\u7684\u65b9\u5411\u4e0a\u8dd1\u51fa\u4e00\u5927\u6bb5\u5783\u573e\u4ee3\u7801\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u65e9\u671f\uff0c\u7c97\u5fc3\u4e14\u81ea\u4fe1\u662f\u4e0d\u591f\u7684\u3002AskCodi\u6700\u5927\u7684\u6311\u6218\u5728\u4e8e**\u4fe1\u4efb\u7684\u5efa\u7acb**\u3002\u5b83\u8981\u6c42\u5f00\u53d1\u8005\u653e\u5f03\u5bf9\u7ec6\u8282\u7684\u628a\u63a7\uff0c\u4fe1\u4efb\u4e00\u4e2a\u201cAI CTO\u201d\u5728\u540e\u53f0\u505a\u51fa\u7684\u6240\u6709\u6280\u672f\u51b3\u7b56\u3002\u5bf9\u4e8e\u8ffd\u6c42\u7a33\u5b9a\u548c\u53ef\u8ffd\u6eaf\u6027\u7684\u4f01\u4e1a\u7ea7\u9879\u76ee\uff0c\u8fd9\u79cd\u201c\u9ed1\u76d2\u201d\u5f0f\u7684\u4ee3\u7406\u884c\u4e3a\u96be\u4ee5\u63a5\u53d7\u3002\u5b83\u76ee\u524d\u6700\u5408\u9002\u7684\u573a\u666f\uff0c\u53ef\u80fd\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u5c0f\u56e2\u961f\u7684\u539f\u578b\u9a8c\u8bc1\u548c\u5feb\u901f\u8bd5\u9519\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u53d6\u4ee3\u6240\u6709\u5f00\u53d1\u89d2\u8272\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u521b\u59cb\u4eba\u7684\u201c\u6280\u672f\u6267\u884c\u653e\u5927\u955c\u201d\uff0c\u5c06\u6784\u601d\u5feb\u901f\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u7684\u4ee3\u7801\u7247\u6bb5\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\uff0c\u662f\u5176\u80fd\u5426\u901a\u8fc7\u6570\u636e\u79ef\u7d2f\u548c\u53cd\u9988\u5faa\u73af\uff0c\u5c06\u201c\u8def\u7531\u201d\u548c\u201c\u76d1\u7763\u201d\u505a\u5f97\u8db3\u591f\u667a\u80fd\uff0c\u8ba9\u4fe1\u4efb\u53d8\u5f97\u4e0d\u518d\u76f2\u76ee\uff0c\u800c\u662f\u57fa\u4e8e\u53ef\u9a8c\u8bc1\u7684\u8fc7\u5f80\u6210\u7ee9\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\">AskCodi<\/span>\n <\/div>\n<div class=\"comment-content\">Tell Codi what you want to build. It writes the plan, runs AI agents in parallel across all your projects, and picks the cheapest model that can do each task, so you ship more and spend less. When you add a project it writes the charter and task list itself, and only pulls you in when a decision needs you, through one inbox.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi, I’m Shreyans, one of the makers.<\/p>\n<p>I built AskCodi because I got tired of babysitting AI. Every tool I tried turned building software into a second job. Pick the model, paste the context, wire up the agents, then sit there watching a run and hoping it didn’t go sideways. I was spending more time operating the tool than shipping with it.<\/p>\n<p>So we made the opposite of that. You hire Codi, an AI CTO that lives on your Mac, and you talk to it the way you’d talk to a real one. You don’t manage a fleet of agents. You manage one person, and that person runs the team.<\/p>\n<p>You’ve probably seen tools that give you a control center for your agents: terminals, panes, worktrees, all of it yours to drive. This is the opposite. I didn’t want a bigger cockpit. I wanted to hand the work to someone and step away.<\/p>\n<p>A few things I’m proud of, and would love you to poke holes in.<\/p>\n<p>Before Codi writes a single line, it sits down and learns the project. It asks what you’re building, who it’s for, and what it should never touch without checking, then drafts a plan from your answers. So it builds the thing you meant, not the literal words you typed.<\/p>\n<p>You never choose a model again. Codi decides task by task. Cheap models for the boring parts, the expensive ones only where they earn it. In our own use, a week of work came out around a dollar, instead of the fifteen-ish it costs to run a frontier model on everything.<\/p>\n<p>And it doesn’t need you sitting over it. Codi already knows what’s next from talking to you, so it keeps working in your off-hours when tokens are cheaper. You close the laptop, it keeps going, and the calls that are actually yours are waiting in an inbox the next morning. That’s really the whole product: a chat and an inbox.<\/p>\n<p>It also isn’t one thing at a time. Codi runs sessions in parallel across every project you have, so you can kick off work on three repos before your coffee is ready and let them all move together. It’s the closest I’ve felt to running a studio on my own.<\/p>\n<p>Honest caveat, since I’d rather you hear it from me: it’s early. The memory gets sharper the more you use it, and there are rough edges we’re still filing down. If you try it, I most want to hear where it annoyed you.<\/p>\n<p>One aside: AskCodi also has an OpenAI-compatible API, if you’d rather build on the orchestration than talk to it. The app is what I’m here to show you today, but the same brains are a call away.<\/p>\n<p>It’s on Mac(Windows coming soon), free to start on your own Claude subscription. Ask me anything, I’ll be here all day.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@shreyans_assistiv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyans_assistiv<\/a> Really like that AskCodi combines an AI coding assistant with an AI CTO that can plan, delegate, and choose the right model for each task. The BYOK support and OpenAI-compatible API make it a flexible option for teams and developers. 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=\"reply-item\">\n<div class=\"reply-content\">@shreyans_assistiv Treating Codi as an AI CTO rather than just another dashboard to manage is a game-changer.<br \/>\nThe model-switching logic to keep weekly costs down to ~$1 while keeping high efficiency is super clever! Question for you: how does Codi handle complex architectural decisions when jumping between parallel repos?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@shreyans_assistiv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyans_assistiv<\/a> Congtrats on an awesome launch! Excited to try the new version of AskCodi.<\/p>\n<\/p>\n<p>Both routers and sandboxed openclaws are all the rage atm. Seems like you’ve put them together in a single, inbox-style interface, which seems really cool. But where does it go from here? Can this really become like an AI CTO, that designs your infra, picks the tools, innovates on project concepts, etc?<\/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>Love the \u201cmanage one person, not a fleet of agents\u201d framing! Does the inbox only surface blockers, or can I also review the decisions Codi made on its own?<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Currently inbox is for blockers but the feature map of each project stores the decision made by codi + every tasks details board also highlights them but they definitely also have a place in the inbox. Thank you for the feedback, definitely going up in the next update.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> this is a good feedback. We agree that important decisions deserve a dedicated view in the inbox too. We\u2019re adding this to an upcoming update, thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching a neat product! QQ: the cost story depends on Codi correctly calling a task ‘boring’ and handing it to a cheap model, and the tasks that look boring but aren’t are exactly where cheap models produce plausible-wrong output. How are solving this conundrum if I didn’t invent it at all and it exists?<\/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\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> Not boring but suitable. Our algorithm uses public data to see which models perform well for which task. It is about reaping the cost benefit without loosing the accuracy too much. Plus the systems in place (skills and supervisor) boost the accuracy instead of dropping it. It is not a pure llm router, llm just classifies the task as to what kind of task it is and then we choose the best cheapest model for it. Hope that cleared it up a bit. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artstavenka1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artstavenka1<\/a> To add to Shreyans\u2019 answer: routing isn\u2019t a one-way decision. The engineer\u2019s output still has to satisfy the task\u2019s acceptance criteria, tests, and review. If the result exposes unexpected complexity or fails validation, Codi can treat that as evidence that the task was misclassified and escalate it to a more capable model. The savings come from starting efficiently, not from being committed to the first model choice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 \u201cI didn\u2019t want a bigger cockpit, I wanted to hand the work to someone and step away\u201d line really captures the problem. a lot of agent tools save time on coding, then quietly create a new job around choosing models, managing context, watching runs, and deciding what happens next. As someone building across multiple parts of a product, the idea of managing one AI CTO instead of babysitting a fleet of agents sounds much closer to the experience I\u2019d actually want \ud83d\ude42<\/p>\n<\/p>\n<p>The automatic model routing and overnight work are especially interesting, but also where trust matters most. Curious how Codi decides which decisions genuinely need the founder, and what safeguards stop it from confidently moving too far in the wrong direction while nobody is watching?<\/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\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> You captured our thought process so well. There are an initial set of ruleset like problems including monetary and security – those are the ones escalated to human. Rest Codi answers as a supervisor. This mainly abstracts the technical decisions away. <\/p>\n<p>The PRs are small enough to do no major harm \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> Codi works against the project charter and feature map it builds with you at the start. That gives it a clear definition of what is in scope, what is out of scope, and what success looks like for each task.<\/p>\n<p>The work also stays contained in isolated git worktrees and produces reviewable diffs. Tests, acceptance criteria, and a separate review pass have to succeed before Codi considers a task complete. If the work changes product scope, introduces a security or spending decision, or conflicts with the original charter, it comes back to you through the inbox.<\/p>\n<p>We want unattended work to mean “useful progress waiting for you,” not “surprise, your product changed overnight.” Thanks for raising this because that trust boundary is one of the most important parts of what we\u2019re building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch guys \ud83e\udd73! Quick question though I’d usually want to run 2-3 branches on the same repo at once (say a feature, a bugfix, and a refactor in parallel). Does AskCodi isolate that at the branch\/worktree level within a single project so they don’t conflict, or is the parallelism mainly across separate projects?<\/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\/@raunak_bhansali\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raunak_bhansali<\/a> Thanks! \ud83d\ude4c Great question. Isolation is at the worktree level: each task gets its own branch and git worktree, so a feature, a bug fix, and a refactor never share a working tree or step on each other. Right now Codi runs them isolated and coordinates them rather than firing all three at the exact same instant, and true simultaneous same-repo branches are on the near-term list. Across projects it’s already fully parallel.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Even if we clearly explain the full product vision and guidelines to Codi upfront, how do we ensure the AI agents it runs don’t drift off course during execution, especially on longer, multi-step tasks? What mechanisms are in place to keep them aligned with the original intent throughout, not just at the start?<\/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\/@piyush_bhansali2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piyush_bhansali2<\/a> The system has been tested to build out complete applications from start and we have seen certain behaviours from agents that is preventing it from drifting <\/p>\n<ol>\n<li>\n<p>Codi truly acts as a supervisor – reviewing not just the PRs but also the plan<\/p>\n<\/li>\n<li>\n<p>Agents are escalating to human users when some request doesn’t align with the vision or user experience<\/p>\n<\/li>\n<li>\n<p>Daily briefings shows what is built and what is left at any given time. Purposefully built to always stay updated of what agent is working on and correct as fast as possible<\/p>\n<\/li>\n<\/ol>\n<p>Agents are problematic in that format but alignment is core of the product we have built.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Holy Sh*t! I love this! Is this currently limited to Claude or can I use any LLM? <\/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\/@sm0r3ll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sm0r3ll<\/a> It works with claude code, openai codex and rest of the models on the market are served through askcodi gateway at provider api prices. BTW loved your reaction \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<\/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\/@shreyans_assistiv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyans_assistiv<\/a> Congratulations for your launch. Does Codi work across multiple projects simultaneously, or is it limited to one repo at a time like other AI coding tools? The description mentions “parallel across all your projects”, just wanting to confirm if that means true multi-project orchestration from a single inbox.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreyans_assistiv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyans_assistiv<\/a> <a href=\"https:\/\/www.producthunt.com\/@jayant_surana1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jayant_surana1<\/a> Yes, it is true multi-project orchestration. You can run multiple Codi sessions across different projects simultaneously, while approvals and questions from every session arrive in one inbox. You do not need a separate terminal or agent manager for each repo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 overnight autonomy part is what I keep coming back to. if Codi picks a wrong approach at 2am and just keeps going since nothing hit the “needs a decision” bar, do you find out in the morning after it burned hours down a bad path, or is there some checkpoint that catches a run going sideways before it eats your whole night’s budget on the wrong thing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Codi works in bounded tasks, not one open-ended overnight run. Each task has acceptance criteria, tests, and budget limits. If validation repeatedly fails or the work drifts from the project charter, Codi pauses that branch and surfaces it in the inbox instead of continuing down the wrong path.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@shreyans_assistiv\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shreyans_assistiv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyans_assistiv<\/a> congrats on the launch. Which models do you find are being used most often?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_maceachern1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_maceachern1<\/a> Kimi K3, GLM 5.2 and Sonnet 5 as the more effective worker models. Fable or Sol for supervisor. The system is absolutely killing it \ud83d\ude42 Thank you for your support!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congratulations on the launch! What is the differentiation here between AskCodi and me instructing my agents to run in parallel while using the most optimized models for a given task in Cursor or Conductor? In my mind I just create a skill about this but I could be missing something.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@scott_davidson_jr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@scott_davidson_jr<\/a> It would be still per project, you would have to still manage atleast one agent per project. Fine at one, starts causing issues as you start working on more. This is not just multi tasking, this is a freelancer on steroids. Plus we have built in systems which actually remove you as a bottle without going off rails. Of course you could build out this system will skills, but skills are still suggestions for agents in long loops. <\/p>\n<p>Do you currently run a multi agent auto model system in Cursor or Conductor? Last time I saw someone’s stats, autorouting was still 98% opus. Would love to learn more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. The routing question is already well covered above, so a different one.<\/p>\n<\/p>\n<p>The part I would poke is memory over long unattended runs. “Remembers your whole codebase” plus “keeps working in your off-hours” is the exact case where drift bites. On a long run the working context gets summarised to stay affordable, and a summary of the codebase slowly stops matching the codebase. Nobody is watching, so the agent keeps building confidently against a picture that has gone stale.<\/p>\n<\/p>\n<p>So my question, does Codi re-read the actual files as ground truth during a run, or does it work from its remembered version of them? Because for a supervisor running for hours with no human in the loop, what it remembers about the code and what the code actually says drift apart, and that gap is invisible until the mroning.<\/p>\n<\/p>\n<p>Not a gotcha, it is the thing I get wrong most on long agent runs myself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jernej_jan_kocica\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jernej_jan_kocica<\/a> by actually dividing the whole system into supervisor and worker, we are eliminating long runs. The entire project is divided into features and modules. Agents are fired our features -> agent comes back with a PR -> supervisor reviews and merges. After every 4-5 PRs, board and codebase is re-synced so that supervisor doesn’t go off plan.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a great product, I was skeptical at first. I use co-work right now, but this really work 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arun_prasad06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arun_prasad06<\/a> Thank you for giving us a chance. Most of the tools are designed for the 200 USD plan, we are aiming to optimise for a market where everyone doesn’t have 200 dollars every month to spend on AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shreyans_assistiv\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shreyans_assistiv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreyans_assistiv<\/a> I tried new version, What happens if I update the feature board while the agent is running on the task?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ankita_singh27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ankita_singh27<\/a> Codi adapts, checks if any task are dependent on the change and updates them accordingly. It acts as a true supervisor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. The \u201cAI CTO on your Mac\u201d angle is strong, especially the inbox as the main interface instead of another control room.<\/p>\n<p>The part I\u2019d want to try is how it handles an existing messy codebase, not a clean greenfield project. Can Codi build a useful feature map from a repo with older decisions, inconsistent patterns, and half-finished work, or does it need the project to be fairly well-structured first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aditya_harish_2002\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aditya_harish_2002<\/a> It’s actually pretty good at mapping repos, I have personally tried mapping 3 of my messiest projects with multiple repos and it covered what I built better than what I could explain <\/p>\n<p>Do give it a try and let me know what you think of it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the auto model routing to the cheapest capable model is the part I’d want to see fail-safes on – if the cheap model starts producing worse output mid-task does Codi notice and escalate, or does that only get caught when you review the final diff?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Definitely, it is tricky to design failsafes mid task. So how we have do it is each agent works with the task in breakpoints with Codi supervising along the implementation. Plan and PRs are already reviewed by Codi.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting – how did you build the model routing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@korbinian_abstreiter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@korbinian_abstreiter<\/a> It is a combination of LLM Routing + benchmarks + public dataset of model performance over time. We keep experimenting and this adaptive routing is currently showing the best performance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Codi decide which model to route a task to? <\/p>\n<\/p>\n<p>Is that automatic or do I configure 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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> So all you need to configure are the providers – anthropic models through claude code, openai models through openai codex and rest of the models on the market through askcodi gateway. <\/p>\n<p>Model selection is auto by codi based on the best model to complete the task with as much saving as possible. Routing is always of today’s performance of the model. So on the day of launch Sonnet 5 would definitely be better than Opus 4.8.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> To add one detail: your provider setup defines the pool Codi can choose from. Within that pool, Codi looks at the task type, required capabilities, cost, and current model performance. The selected model still has to satisfy the task\u2019s acceptance criteria and review checks, so routing is not based on price alone. If a task turns out to be more complex than expected, Codi can move it to a stronger model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b Sachin here, One more thing for anyone coming over from Product Hunt today.<\/p>\n<\/p>\n<p>The app is free to try for 7 days, no strings. After that it’s $60 for the year. Most people spend more than that on AI in a couple of months, and Codi is built to send the cheap work to cheap models, so it usually saves you more than it costs.<\/p>\n<\/p>\n<p>Two ways you’d genuinely help us:<\/p>\n<p>1. Tell us the first moment Codi lost your trust. That’s the thing we most want to fix.<\/p>\n<p>2. If you juggle more than one project, tell us whether having Codi run them in parallel actually saves you time.<\/p>\n<p>We’re around all day and will answer every comment. If something breaks, reply here or reach out to us via the web app support and we’ll jump on it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do balance cost savings without sacrificing output quality?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ankita_singh27\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ankita_singh27<\/a> We have a few things built in that improve output quality while reducing cost. Codi acts as both a supervisor and reviewer for the other agents, and it also routes each task to the most cost-effective model using our routing algorithm. The routing doesn’t rely only on benchmark scores – it also considers recent model performance and task difficulty. So instead of defaulting to Fable or GPT-5.6 Sol for everything, it’ll often choose models like GLM 5.2, Kimi K3, or MiniMax M3 when they’re sufficient. Across our benchmark suite, we’ve seen roughly 50% lower inference costs with only about a 0.5% drop in task completion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@shreyans_assistiv Automatic routing based on complexity is smart, but will have to try and see!<br \/>\nThanks for the detailed explanation<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Thats a nice concept. How do you handle cases where you may need to use multiple models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The inbox model for agent blockers is a smart way to cut the noise compared to watching a chat thread spiral. Curious how AskCodi scopes context between projects \u2014 does each project get its own isolated context window, or do the agents share ambient workspace state across the whole account? Also wondering if there is a mode where sensitive code stays local and only higher-level summaries go to the cloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How did GPT-5.6 change the ambition or scope of what you shipped?<\/div>\n<div class=\"comment-actions\">\n<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\">AskCodi is model-agnostic, so a jump like GPT-5.6 raises our ceiling directly, and the change was mostly about trust. Before, the models were good enough to demo an autonomous “AI CTO” but not reliable enough to let it run a team unattended, so we kept a human on every step and scoped the product down to stay safe. GPT-5.6 was the point we stopped hedging. Agents could take longer, more autonomous runs and actually come back with usable work, so we shipped the things we’d been too nervous to ship: Codi running in your off-hours, and running several projects in parallel. It also sharpened our core bet on cost. As the frontier gets both smarter and cheaper, routing the boring work to small models and saving the expensive calls for the hard parts saves people even more, so “a fraction of the cost” got stronger, not weaker.<\/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<\/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\/C3ZSCUH4BNRBIC\" class=\"app-title\">RunEvr<\/a><\/p>\n<div class=\"one-liner\">Agentic project management environment for creatives<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">163<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RunEvr\u662f\u4e00\u4e2a\u4e13\u4e3a\u521b\u610f\u56e2\u961f\u6253\u9020\u7684\u4e00\u7ad9\u5f0fAI\u9879\u76ee\u7ba1\u7406\u73af\u5883\uff0c\u901a\u8fc7\u5c06\u9879\u76ee\u3001\u5bf9\u8bdd\u3001\u5ba1\u6838\u548c\u521b\u4f5c\u5de5\u4f5c\u96c6\u4e2d\u5728\u4e00\u4e2a\u5de5\u4f5c\u533a\u5185\uff0c\u89e3\u51b3\u56e0\u9891\u7e41\u5207\u6362\u5de5\u5177\u800c\u5bfc\u81f4\u7684\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u8ba4\u77e5\u8d1f\u8377\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/247172c2-60e4-44a1-b369-1976dc327dbf.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\/3fc9c44e-4898-4688-83b5-d0bf7b748fd1.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\/73ca7ee1-b10d-499d-b7c3-4d237b48a5c0.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\/f2338906-a61f-4d24-853b-1f80da554647.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\/852eaf04-abe8-4613-9a55-2b37587a6739.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\/f76f2f44-de8b-4bb5-917b-743e47bc21c0.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\/c86d7463-ac85-493d-989e-0ef12d78a635.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/07a68eca-8436-463a-85ad-d0dfdc40d5a6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/I8nKb1MHu6g?si=b941MyI5n01_iTsW\"><source src=\"https:\/\/youtu.be\/I8nKb1MHu6g?si=b941MyI5n01_iTsW\" 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\">Task Management<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Chat rooms<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5de5\u4f5c\u533a<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u6d41\u7a0b\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\u89e3\u51b3\u201c\u5de5\u5177\u5207\u6362\u75b2\u52b3\u201d\u548c\u201c\u4e22\u5931\u4e0a\u4e0b\u6587\u201d\u7684\u75db\u70b9\u3002\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\uff1aAI\u667a\u80fd\u4f53\u662f\u5426\u4f1a\u9020\u6210\u566a\u97f3\uff08\u5b98\u65b9\u56de\u5e94\u5176\u4ec5\u6267\u884c\u6307\u5b9a\u4efb\u52a1\uff09\u3001\u5b9a\u4ef7\u6a21\u5f0f\u5982\u4f55\u968f\u56e2\u961f\u89c4\u6a21\u6269\u5c55\u3001\u96c6\u6210\u80fd\u529b\u8303\u56f4\u3001\u4ee5\u53ca\u5bf9\u201c\u559d\u5496\u5561\u201d\u7c7b\u6a21\u7cca\u521b\u610f\u53cd\u9988\u7684\u5904\u7406\u673a\u5236\u3002\u7528\u6237\u5bf9\u539f\u751f\u901a\u8bdd\u3001\u5b9e\u65f6\u534f\u4f5c\u548c\u7248\u672c\u63a7\u5236\u529f\u80fd\u8868\u793a\u5173\u6ce8\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 RunEvr\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u521b\u610f\u751f\u4ea7\u9886\u57df\u4e2d\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u201c\u9759\u8109\u201d\uff1a\u4e0d\u662f\u5de5\u5177\u4e0d\u591f\u5f3a\uff0c\u800c\u662f\u5de5\u5177\u4e4b\u95f4\u7684\u201c\u7f1d\u9699\u201d\u541e\u566c\u4e86\u56e2\u961f\u7684\u521b\u9020\u529b\u548c\u4e0a\u4e0b\u6587\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u5728\u67d0\u4e2a\u7ec6\u5206\u529f\u80fd\u4e0a\u4e0eSlack\u3001Notion\u6216Figma\u6b63\u9762\u7ade\u4e89\uff0c\u800c\u662f\u901a\u8fc7\u6784\u5efa\u4e00\u4e2a\u4e0a\u4e0b\u6587\u4f18\u5148\u7684\u201c\u5168\u6808\u73af\u5883\u201d\uff0c\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u521b\u610f\u534f\u4f5c\u7684\u5e95\u5c42\u903b\u8f91\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u96c6\u6210\u201d\u4e86\u591a\u5c11\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u201c\u6d88\u706d\u201d\u4e86\u56e0\u5207\u6362\u800c\u4ea7\u751f\u7684\u8ba4\u77e5\u635f\u8017\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201cAI\u667a\u80fd\u4f53\u5373\u56e2\u961f\u6210\u5458\u201d\u7684\u5b9a\u4f4d\u662f\u6700\u5927\u4eae\u70b9\uff0c\u4e5f\u662f\u6700\u5177\u98ce\u9669\u7684\u8d4c\u6ce8\u3002\u5b83\u80c6\u6562\u8ba9AI\u6267\u884c\u5b9e\u9645\u4efb\u52a1\uff08\u5982\u7ba1\u7406\u5206\u955c\u3001\u8349\u62df\u5267\u672c\uff09\uff0c\u800c\u975e\u7b80\u5355\u5730\u751f\u6210\u6458\u8981\u6216\u81ea\u52a8\u586b\u5145\u72b6\u6001\uff0c\u8fd9\u5728\u6839\u672c\u4e0a\u6311\u6218\u4e86\u4f20\u7edf\u9879\u76ee\u7ba1\u7406\u5de5\u5177\u201c\u8bb0\u5f55\u5df2\u6709\u4e8b\u5b9e\u201d\u7684\u4fdd\u5b88\u59ff\u6001\u3002\u7136\u800c\uff0c\u5176\u6210\u529f\u4e0e\u5426\u53d6\u51b3\u4e8e\u201c\u4eba\u7c7b\u5728\u73af\u201d\u8fb9\u754c\u7684\u628a\u63a7\u2014\u2014\u5982\u4f55\u8ba9AI\u8db3\u591f\u806a\u660e\u4ee5\u5206\u62c5\u5de5\u4f5c\uff0c\u53c8\u8db3\u591f\u514b\u5236\u4ee5\u907f\u514d\u6ca6\u4e3a\u566a\u97f3\u6216\u524a\u5f31\u521b\u4f5c\u8005\u7684\u4e3b\u4f53\u6027\u3002\u7528\u6237\u5bf9\u201cAI\u662f\u5426\u8d8a\u754c\u201d\u7684\u62c5\u5fe7\uff0c\u6070\u6070\u8868\u660e\u8fd9\u5e76\u975e\u865a\u5f20\u58f0\u52bf\u7684\u8425\u9500\u8bdd\u672f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u76ee\u524d\u6700\u5927\u7684\u9690\u60a3\u5728\u4e8e\u751f\u6001\u5c01\u95ed\u548c\u670d\u52a1\u5b9a\u4ef7\u3002\u82e5\u5176\u539f\u751f\u529f\u80fd\u65e0\u6cd5\u5339\u654c\u7528\u6237\u5df2\u6df1\u5ea6\u7ed1\u5b9a\u7684\u4e13\u9879\u5de5\u5177\uff08\u5982Avid\u3001Pro Tools\u7b49\uff09\uff0c\u5373\u4f7f\u4e0a\u4e0b\u6587\u5f97\u4ee5\u4fdd\u7559\uff0c\u529f\u80fd\u964d\u7ea7\u4e5f\u4f1a\u5bfc\u81f4\u6d41\u5931\u3002\u800c\u201c\u6309\u5173\u952e\u7528\u6237\u201d\u800c\u975e\u201c\u6309\u4eba\u5934\u201d\u7684\u5b9a\u4ef7\u7b56\u7565\u867d\u5de7\u5999\uff0c\u4f46\u5b9e\u9645\u6267\u884c\u6781\u6613\u5728\u56e2\u961f\u6269\u5f20\u65f6\u53d8\u5f97\u590d\u6742\u3002RunEvr\u4e0d\u662f\u5728\u5356\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u662f\u5728\u5356\u4e00\u79cd\u65b0\u7684\u5de5\u4f5c\u54f2\u5b66\u3002\u5bf9\u4e8e\u53d7\u56f0\u4e8e\u5de5\u5177\u788e\u7247\u5316\u7684\u521b\u610f\u5de8\u5934\u800c\u8a00\uff0c\u8fd9\u662f\u4e00\u6b21\u503c\u5f97\u62bc\u6ce8\u7684\u201c\u6587\u5316\u8fc1\u79fb\u201d\uff0c\u4f46\u524d\u63d0\u662f\u5b83\u80fd\u8bc1\u660e\u81ea\u5df1\u65e2\u80fd\u89e3\u51b3\u6df7\u4e71\uff0c\u53c8\u4e0d\u627c\u6740\u6df7\u4e71\u4e2d\u5b55\u80b2\u7684\u521b\u9020\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\">RunEvr<\/span>\n <\/div>\n<div class=\"comment-content\">One AI-powered workspace where your projects, conversations, reviews, and creative work stay connected. Every tool switch interrupts creative thinking, scatters context, and adds unnecessary cognitive load. RunEvr is built to keep your entire creative workflow in one place, helping teams stay focused, collaborate naturally, and create without losing momentum.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc31<\/p>\n<p>We’re excited to finally introduce RunEvr.<\/p>\n<p>RunEvr was born inside our animation studio. Every project involved artists, producers, clients, and partners, but the work itself was scattered across chats, task managers, cloud storage, whiteboards, and endless browser tabs. We weren’t losing files – we were losing context.<\/p>\n<p>So instead of adding another tool to the stack, we built the environment we wished we had: one place where projects, conversations, reviews, files, collaborative boards, and AI agents work together in the same context.<\/p>\n<p>We used RunEvr internally for real production before sharing it publicly. It became the space where our team planned projects, reviewed creative work, discussed ideas, and kept everything connected without constantly switching between apps.<\/p>\n<p>Beyond productivity, we wanted collaboration to feel more human. We love storytelling, creativity, and building things together, so we designed RunEvr to be a workspace that’s enjoyable to use – not just another dashboard.<\/p>\n<p>In RunEvr, AI agents can become part of the team – taking roles like project coordinators, managers, or creative contributors. They work alongside people as equal members of the project, helping teams organize, create, and move ideas forward while keeping humans at the center of the creative process.<\/p>\n<p>Whether you’re building a product, producing creative work, running a community, learning with others, or managing personal projects, our goal is simple: keep everything connected so your ideas can keep moving.<\/p>\n<p>We’d love to hear your thoughts:<\/p>\n<p><strong>Where do you feel collaboration breaks down the most today?<\/strong><\/p>\n<p>We’ll be here all day to answer questions and would genuinely appreciate your feedback. \ud83d\ude80<\/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\">@adana An all in one workspace where AI agents act like team members for creative projects is brilliant. Managing context instead of files is such a game changer. Upvoted and supported! Let’s connect on LinkedIn!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What kind of Integrations do you have?<\/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\/@adamkamaneh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamkamaneh<\/a> At the moment, we’re focused on building the core experience. Integrations are on our roadmap, and we’re actively working on expanding them.<\/p>\n<p>If there’s a specific tool your team relies on, we’d love to hear it.<\/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>“AI agents as equal members” is a bold framing. does that ever get noisy, like an agent jumping into something a client only wanted a human opinion on?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@derek_julian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derek_julian<\/a> That\u2019s a great point. We don\u2019t want AI agents to become another source of noise \ud83d\ude04<\/p>\n<p>Agents don’t act on their own. They only do what they’re assigned, inside the room and role you place them in. <\/p>\n<p>So an agent never wanders into a thread to offer an opinion nobody asked for – if you want a moment to be human-only, it just is. <\/p>\n<p>Think of it less like a bot listening to everything, and more like a teammate who only works on the tickets you hand them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the tab fatigue thing below is so real. half our pain was just remembering which tool had the latest client note buried in it.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dustin_warren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dustin_warren<\/a> Exactly! This was one of the biggest pains we experienced ourselves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>free plan’s nice but how does pricing scale once a studio grows past like 10 people, that’s usually where these tools start hurting.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kyle_bennett6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kyle_bennett6<\/a> Great Question !<\/p>\n<p>Pricing’s the hardest part and we’re being careful – we’re shaping it with our current users right now, so I’d genuinely welcome your take too.<\/p>\n<p>Our intent is – never charge people who are just participating – clients following along, chatting, leaving light comments stay free. We only charge for the heavy lifting (calls, storage, intensive Board use), which means just a small core of each team pays, priced to actual use rather than per head. So as a studio grows, most of your people cost nothing – and the total stays at or below what you already pay for just one of the tools in your current stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>saw calls in the tags but didn’t see it covered above, is that built in or does it hook into zoom\/meet?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@owen_parker4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owen_parker4<\/a> Thanks Owen! <\/p>\n<p>Calls are built right in – no Zoom or Meet hookup needed. They run natively inside a room’s Board, so you jump on a call exactly where the work already lives: you’re talking and interacting with the same files, tasks, and media in real time, instead of screen-sharing a window from another app. That’s the whole idea – the call happens where the context is, not in a separate tab.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats \ud83d\udc4f<a href=\"https:\/\/www.producthunt.com\/@adana\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adana<\/a> on hitting product hunt today. how do you handle versioning history when team members iterate on media assets inside the board?<\/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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Priya, thanks for the question! \ud83d\udc4b<\/p>\n<p>Versioning is decoupled from the Board – it’s just a canvas that references files, not a version history itself. <\/p>\n<p>New versions get created either when a task\/stage is finalized (each retake\/approval bundles into a version), or when someone manually uploads a new overall version at the room level (e.g. “Episode 3 complete”). <\/p>\n<p>Iterating on the Board itself doesn’t fork history – only finalize\/approve or an explicit new upload does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Agentic project management” is in the product name but the listing doesn’t describe what the agent actually does. Is there an AI layer that’s doing something like auto-updating task status based on conversation activity, summarizing review feedback into action items, or suggesting next steps, or is “agentic” more of a positioning word rather than a description of how the product actually behaves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> Fair challenge Ansari\u2014 and honestly, “agentic” here is more literal than the examples you gave.<\/p>\n<p>It’s not an invisible AI quietly flipping task statuses in the background. Our agents are actual teammates you assign work to \u2014 they join a room, take a task, do it, and hand it back through the same review loop a human would. You’re not babysitting an assistant; you’re delegating to a worker.<\/p>\n<p><strong>Aurora<\/strong> is the clearest example \u2014 a manager you just <em>talk to<\/em>. Tell her “set up shots SH001\u2013SH010 and split them across the team,” and she’ll batch-create all ten tasks, round-robin them to your performers, each with its own description and deadline. She can spin up rooms and stages, invite members, reorganize and reprioritize tasks, set up review chains, and pull deliverables back into the conversation. Two things keep it safe: she only ever acts with <em>your<\/em> permissions (never more than you could do yourself), and every change she proposes shows up as a preview you approve or reject before anything actually happens.<\/p>\n<p>Then there’s <strong>Iris<\/strong>, a scriptwriter \u2014 give her a brief, she drafts and revises. <strong>Lan<\/strong>, a concept artist who creates and iterates from your feedback. Plus quieter helpers doing <strong>translation and transcription<\/strong>, so notes and scripts cross languages without leaving the room.<\/p>\n<p>So “agentic” isn’t a buzzword for us \u2014 it’s the whole point: AI teammates that actually <em>do the work<\/em>, accountable to the same review cycle as everyone else. Some are live today, more landing right after launch. Early, yes \u2014 but real. \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>This feels like one of those products built from a problem the team actually lived through. Really curious to see how the AI agents work alongside the team in real projects. Congrats on the launch! \ud83d\ude80 <a href=\"https:\/\/www.producthunt.com\/@adana\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adana<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amraniyasser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amraniyasser<\/a> Thank you for your feedback! \ud83d\ude4c <\/p>\n<p>That\u2019s exactly how RunEvr was born – from our own daily struggles managing creative projects. <\/p>\n<p>We\u2019ve been using it internally for months, and AI agents became a natural part of our workflow. <\/p>\n<p>Excited to see how others use them too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>creative work is messy in a way regular pm tools struggle with – feedback like ‘make it pop more’ or ‘not quite the right vibe’ doesn’t map to a clean task\/status update. how does the agentic layer here handle that kind of subjective revision request versus a normal checklist item, or is it still mostly structured around trackable tasks under the hood?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Really sharp question – this is exactly the gap we obsess over. You’re right: “make it pop more” dies the second you flatten it into a ticket.<\/p>\n<p>So we don’t. That feedback lives right where the work is – a comment or voice note pinned to the exact frame, so the vibe and nuance stay intact instead of getting squeezed into a status field. There is a light structure underneath (task \u2192 take \u2192 review \u2192 new take), but it’s just there to track where things stand – whose turn, needs another pass – not to define what the feedback means. When an agent picks up a revision, it’s working from the real note on the real asset, then hands a new take back for review. Human-in-the-loop, not a checkbox.<\/p>\n<p>So yeah – there’s a skeleton under the hood, but it’s deliberately thin. It keeps the messy back-and-forth moving, not sanitized.<\/p>\n<p>Honestly though, you’ve given us a really good angle to keep chewing on – it’s exactly the kind of thing we want to keep thinking deeper about. Thank you for that. \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch Adana and team – this actually resonates with me<\/p>\n<p>We went through like 3 different project tools trying to find one that didn’t feel like adding <em>another<\/em> context switch and it was frustrating..<\/p>\n<p>Also genuinely curious how real-time collab feels when you’ve got multiple people on the same asset<\/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\/@better_shaya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@better_shaya<\/a> Thanks so much Shaya, glad that resonates – that context-switch fatigue is exactly why we built RunEvr this way. <\/p>\n<p>On real-time collab: multiple people can be on the same asset in the Board at once, live cursors, comments, and reactions land in real time, no screen sharing needed – it feels more like being in the same room than passing a file back and forth. <\/p>\n<p>Would love to have you try it and hear what 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the idea of keeping everything in one context instead of jumping between 5 different tools. The part about ‘losing context, not files’ is something I’ve experienced on almost every project.<\/p>\n<p>Curious, what’s been the most surprising use case you’ve seen for AI agents inside RunEvr so far?<\/p>\n<p>Congrats on the launch and good luck today <\/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\/@deepaksingh09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@deepaksingh09<\/a> Thank you so much! <\/p>\n<p> And yes, the \u201closing context, not files\u201d problem is exactly what pushed us to build RunEvr.<\/p>\n<p>The most surprising use case so far was actually outside of creative work \ud83d\ude36 <\/p>\n<p>One of our 3D animators started using Aurora (our AI coordinator) not only for project-related tasks, but also to create a weight loss plan, organize his routine, and track his progress. And the funny part – it actually helped him lose weight! \ud83d\ude02<\/p>\n<p>It was a great reminder for us that AI agents can become personal assistants in many areas, not just work.<\/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>Congratulation <a href=\"https:\/\/www.producthunt.com\/@adana\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"adana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adana<\/a> on the launch! The all-in-one bet usually breaks when one bundled tool loses to the specialist it replaces. Which capability did you decide had to be best-in-class, and which is okay being good-enough?<\/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\/@aidan_codefox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aidan_codefox<\/a> Thanks Aidan, appreciate you asking this! <\/p>\n<p>We’re not chasing all-in-one to beat specialists – the bet is context preservation. Our Forum and Drive aren’t trying to out-Slack Slack or out-Dropbox Dropbox, they exist so your people and assets live in one room instead of scattered across dedicated tools. The one area we’re pushing hardest to be best-in-class: the real-time Board – creatives reviewing media together live, no screen sharing, actual data sharing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 is like Slack for creative teams <3 Looks cool \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks Nika! \u2764\ufe0f Really happy you like it!<\/p>\n<p>It has a bit of the Slack feeling, but our idea was to go beyond chat.<\/p>\n<p>With one click on a project, everything flows to your screen – tasks, media and materials, chats, calls, reviews, and all the context your team needs to keep creating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! What\u2019s been the biggest challenge while building RuneVR?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nadiia_prokofieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nadiia_prokofieva<\/a> Thank you! <strong>\u221e<\/strong><\/p>\n<p>The biggest challenge was that we were building RunEvr while running a full <a href=\"https:\/\/www.dgstep.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Animation Sudio<\/a>.<\/p>\n<p>RunEvr actually came from the pain of managing real production processes. We were solving our own problems every day, while at the same time building an entirely new environment around them.<\/p>\n<p>Balancing Product development with running the Studio was definitely the hardest part – but it also meant every feature was tested in real production before becoming part of RunEvr.<\/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 context-preservation problem feels especially real for creative teams because feedback often arrives in different formats and at different moments. When a project moves from rough idea to approved asset, how do you keep the original brief, review decisions, and current version connected so an AI agent can help without treating an old comment as still authoritative?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UHAW5ZYE4HXGBR\" class=\"app-title\">Moxie Docs: Knowledgebases<\/a><\/p>\n<div class=\"one-liner\">Automated documentation for developers, users, and AI Tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">162<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Moxie Docs\u901a\u8fc7\u81ea\u52a8\u5316\u6587\u6863\u751f\u6210\u3001PR\u68c0\u67e5\u4e0eAI\u667a\u80fd\u4f53\u96c6\u6210\uff0c\u5e2e\u52a9\u5f00\u53d1\u56e2\u961f\u89e3\u51b3\u6587\u6863\u4e0e\u4ee3\u7801\u4e0d\u540c\u6b65\u7684\u75db\u70b9\uff0c\u5e76\u652f\u6301\u521b\u5efa\u5bf9\u5916\u77e5\u8bc6\u5e93\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b9dcc62-7120-4c2c-83eb-7ab95c18d6ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5df53ec-2329-40c5-889f-5c502ffabbfc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0d296205-ee7b-4a33-a381-9e7bd43ebe4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3184f5f-8d98-45fd-9d42-6985cba8e670.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\/2138fe31-0b2e-4ac1-8575-a59df5adf9b0.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/60af6cd7867e463fbb2c3103cd924882\"><source src=\"https:\/\/www.loom.com\/share\/60af6cd7867e463fbb2c3103cd924882\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u52a8\u5316\u6587\u6863<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">PR\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u767d\u6807<\/span><br \/>\n <span class=\"tag\">\u65e0\u5382\u5546\u9501\u5b9a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8PR\u68c0\u67e5\u673a\u5236\u80fd\u5426\u963b\u6b62\u5408\u5e76\u3001\u6587\u6863\u66f4\u65b0\u9891\u7387\u4e0e\u7d22\u5f15\u5ef6\u8fdf\uff0c\u8ba8\u8bba\u6587\u6863\u4e0e\u4ee3\u7801\u8c01\u4e3a\u201c\u771f\u7406\u6e90\u201d\u7684\u51b2\u7a81\u3002\u90e8\u5206\u7528\u6237\u671f\u671b\u6309\u9700\u4ed8\u8d39\u6a21\u5f0f\uff0c\u5e76\u5bf9AI\u751f\u6210\u5185\u5bb9\u7684\u8d28\u91cf\u63a7\u5236\u8868\u793a\u62c5\u5fe7\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 Moxie Docs\u770b\u4f3c\u662f\u4e00\u6b3e\u6587\u6863\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u5b9e\u5219\u5207\u4e2d\u4e86AI\u65f6\u4ee3\u5f00\u53d1\u8005\u6548\u7387\u7684\u201c\u6697\u95e8\u201d\u2014\u2014\u4ee3\u7801\u4e0e\u6587\u6863\u7684\u6301\u7eed\u80cc\u79bb\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u751f\u6210\u201d\uff0c\u800c\u662f\u201c\u6301\u7eed\u5bf9\u9f50\u201d\uff1a\u901a\u8fc7PR\u68c0\u67e5\u3001\u5468\u4e94\u81ea\u52a8\u56de\u987e\u3001MCP\uff08\u6a21\u578b\u4e0a\u4e0b\u6587\u534f\u8bae\uff09\u5c06\u6587\u6863\u4e0e\u4ee3\u7801\u53d8\u66f4\u7ed1\u5b9a\uff0c\u5f62\u6210\u95ed\u73af\u3002\u8fd9\u6bd4\u591a\u6570\u201c\u4e00\u952e\u751f\u6210\u201d\u5de5\u5177\u806a\u660e\u5f97\u591a\uff0c\u56e0\u4e3a\u540e\u8005\u751f\u6210\u7684\u9759\u6001\u6587\u6863\u4f1a\u8fc5\u901f\u8fc7\u65f6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8d28\u7591\u70b9\u540c\u6837\u9c9c\u660e\uff1a\u5f53AI\u5de5\u5177\u53c2\u4e0e\u4ee3\u7801\u5f00\u53d1\u65f6\uff0cMoxie\u7684\u201cPR\u63d0\u8bae+\u4eba\u5de5\u5ba1\u6279\u201d\u6d41\u7a0b\u662f\u5426\u8fd8\u6709\u610f\u4e49\uff1f\u7528\u6237\u53cd\u9988\u4e2d\u201c\u6587\u6863\u6b63\u786e\u800c\u4ee3\u7801\u9519\u8bef\u201d\u7684\u573a\u666f\uff0c\u66b4\u9732\u51fa\u5de5\u5177\u5355\u5411\u4f9d\u8d56\u4ee3\u7801\u4e3a\u201c\u771f\u7406\u6e90\u201d\u7684\u5c40\u9650\u6027\u3002\u6b64\u5916\uff0c\u4ed8\u8d39\u6a21\u5f0f\u5bf9\u4f4e\u9891\u66f4\u65b0\u7684\u5c0f\u9879\u76ee\u4e0d\u591f\u53cb\u597d\uff0c\u7d22\u5f15\u957f\u5ef6\u65f6\u5bf9\u5927\u578b\u5355\u4e00\u4ed3\u5e93\u7684\u6027\u80fd\u4f18\u5316\u5c1a\u5b58\u7591\u95ee\u3002\n <\/p>\n<p class=\"ai-content\">\n Moxie\u7684\u771f\u6b63\u58c1\u5792\u5728\u4e8e\u5c06\u6587\u6863\u5de5\u4f5c\u6d41\u5d4c\u5165GitHub\u751f\u6001\uff0c\u5e76\u63d0\u4f9bAI\u53ef\u6d88\u8d39\u7684\u5143\u6570\u636e\u3002\u4f46\u82e5\u4e0d\u80fd\u89e3\u51b3\u201c\u6587\u6863\u8d85\u524d\u4e8e\u4ee3\u7801\u201d\u7684\u8bbe\u8ba1\u6587\u6863\u5904\u7406\u3001\u4ee5\u53ca\u4f4e\u4f7f\u7528\u9891\u6b21\u4e0b\u7684\u4ed8\u8d39\u75db\u70b9\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e2d\u7b49\u89c4\u6a21\u7684\u5f00\u53d1\u56e2\u961f\u4e13\u5c5e\u54c1\uff0c\u800c\u975e\u666e\u60e0\u65b9\u6848\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\">Moxie Docs: Knowledgebases<\/span>\n <\/div>\n<div class=\"comment-content\">Now in Beta: Public Sites! Create auto-generated, public-facing help centers and knowledgebases at https:\/\/moxiedocs.app. Features rich layouts, white-labelling, full search, and no vendor lock-in. Integrates directly with Changelog! Example: https:\/\/docs.moxiedocs.app Also shipped: Webhooks & Slack integration for indexing\/PR alerts UI\/UX pagination & bulk action improvements DB\/infrastructure upgrades for faster loading Continued improvements on document generation quality<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We felt we’ve nailed the experience of keeping developer documentation automated & generated in a high quality threshold. We’ve expanded our pipeline & infrastructure to extend our knowledge of your codebase and our existing systems to create Public Sites – knowledgebases for users where the control of what you publish and when is in your hands. We tie together automated changelogs, white-labeling of a knowledgebase website, and all docs living directly where you want them to – no vendor lock-in or unnecessary layer on top of your existing stack.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@cadenjs White labeled knowledgebases without the fear of vendor lock in? That\u2019s a massive win for devs and ops teams. Automating the changelogs just takes away so much manual friction. Upvoted and supporting! I\u2019m always looking to connect with innovative makers in the tech space let\u2019s definitely link up on LinkedIn!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Friday Cleanup idea is nicely restrained. Batching doc drift into one reviewable PR, with nothing auto-merging, feels like a much easier habit for a team to trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adriancia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adriancia<\/a> Exactly! I want Moxie Docs to be unobtrusive but deliver real value. The passive context + conventions & doc actions our MCP gives agents means docs are also being improved \/ maintained passively during the week by anyone using AI tools, the Friday Recap is the last line defense closing that gap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 PR check is the part I would lead with. Docs rot because nothing in the workflow ever tells you they rotted, so a check that fails loudly on the diff is worth more than any amount of generation quality.<\/p>\n<\/p>\n<p>One thing worth thinking about on the MCP side: how the docs get chunked matters as much as how they get written. An agent pulling repo context does much better with small single-topic sections it can retrieve precisely than with one long well written page, because a long page embeds as an average of everything in it and stops matching specific questions.<\/p>\n<\/p>\n<p>Congrats on the second 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\/@paul_crinigan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_crinigan<\/a> Absolutely – and for the MCP when we index a repo we pull out and identify conventions (these get updated periodically as they can also change over time) and any agent requesting doc info gets the documentation that exists itself, it can provide or identify any source \/ cited files related to the doc (for either continued examination or for identifying if work it did may have affected a doc in the repo), and any codebase context that is relevant! You can check out more on our MCP here if you’re curious: <a href=\"https:\/\/moxiedocs.com\/mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/moxiedocs.com\/mcp<\/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>Fantastic idea! Wondering if there is a document update every time the repo content changes? Does it run periodically? or is it all one and done (I doubt 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\/@rachid_abadli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rachid_abadli<\/a> Every opened PR triggers a pass \/ check! Along with any AI agent utilizing the MCP, and routine checks every few hours. If docs drift from code changes – we find, fix, and surface that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all!<\/p>\n<p>We’ve greatly expanded and improved our developer documentation & MCP tooling – giving internal devs useful docs that are always up to date, and tools for their AI agents that reduce token usage and improve code quality output. We’ve build a public open-source MCP server, a CLI setup tool, and a prompt to get setup easily in 1-paste.<\/p>\n<p>The biggest ask we’ve seen was: How do we manage public-facing docs? Help centers? Knowledgebases?<\/p>\n<p><strong>Now you can!<\/strong> – <a href=\"https:\/\/moxiedocs.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/moxiedocs.app\/<\/a> Starting in Beta any Moxie Docs user can opt-in themselves to start using our Public Sites feature. This unlocks:<\/p>\n<ul>\n<li>\n<p>Automatically generated documentation for both <strong>developers<\/strong> and <strong>consumers<\/strong> targeted for public consumption. Rich with layouts, charts, codeblocks, internal linking, and more.<\/p>\n<\/li>\n<li>\n<p>White-labelling – add your logo, brand color, and light instruction changes<\/p>\n<\/li>\n<li>\n<p><strong>Coming soon<\/strong> custom domains and remove Moxie Docs linking for Pro or higher plans<\/p>\n<\/li>\n<li>\n<p>Fully hosted, you control what documentation is published, all exists in your code base <strong>no vendor lock-in, you own your data. Always.<\/strong><\/p>\n<\/li>\n<li>\n<p>Full document search, reading time, reading indicator, table of contents, documentation groupin<\/p>\n<\/li>\n<li>\n<p><strong>Integrates directly with our Changelog feature<\/strong> – get a hosted changelog directly linkable and tied to your help center<\/p>\n<\/li>\n<\/ul>\n<p>Check it out with our own dogfooding example \ud83d\udc49<a href=\"https:\/\/docs.moxiedocs.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.moxiedocs.app\/<\/a><\/p>\n<\/p>\n<p>What else has shipped?<\/p>\n<ul>\n<li>\n<p>Webhooks integration – set up any custom webhook endpoint to get alerted when moxie docs finishes indexing, PRs are opened, or Friday Recap is ready for review<\/p>\n<\/li>\n<li>\n<p>Slack integration – set up the same alerts and summaries to any Slack workspace<\/p>\n<\/li>\n<li>\n<p>Improved UI \/ UX for pagination, bulk actions, and more<\/p>\n<\/li>\n<li>\n<p>Faster loading times app-wide, and an upgrade to our DB and infrastructure to improve performance<\/p>\n<\/li>\n<\/ul>\n<p>See what else is new on our hosted Moxie Docs changelog: <a href=\"https:\/\/docs.moxiedocs.app\/changelog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.moxiedocs.app\/changelog<\/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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the code-vs-docs source-of-truth question got covered for the bug scenario, but there’s a different case worth asking about: forward-looking design docs or RFCs describing a feature that’s planned but not built yet. since code is ground truth for drift detection, does Moxie treat a doc describing not-yet-implemented behavior as “drift” and try to flag or rewrite it toward what the code currently does, or is there a way to mark a doc as intentionally ahead of the code so it doesn’t get flattened into just describing the present state?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Great idea! We do not check for this specifically yet, but I am working on it right now \ud83e\udee1 we will flag RFCs \/ ADRs \/ Plans and detect when the implementation is done, then flag them for either removal or rewrite \/ combine with a relevant doc surface.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Living docs plus an MCP server for the same repo is a smart pairing, most tools solve doc-drift or agent-context but not both from one source of truth. Before I’d point Public Sites at a client’s docs: is there a filter step before publishing that catches anything meant to stay internal, a staging URL or an internal-only heading written into the markdown, or does that rely on the team keeping the source clean themselves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vollos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vollos<\/a> You can choose what repo docs get written to (where we open the PRs to) and that can be either public or private – and separate from the main repo or alongside your code. From there we have a layer of publishing before the doc goes live. <\/p>\n<\/p>\n<p>So the workflow is we propose a doc, you review \/ approve, any approved you click a button and we open a PR adding them, once you merge the last step is just clicking publish. At any time you can revoke published docs (they\u2019d still be in your codebase though, just taken off the site). <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 PR check is the real forcing function here. Quick question\u2014when an agent hits undocumented code through the MCP, does it try to fill the gap or just work around it? That behavior probably determines whether this compounds your docs problem or solves 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nextmark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nextmark<\/a> We add guidance to the <a href=\"https:\/\/AGENTS.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AGENTS.md<\/a> for any repo connected (we propose the changes via PR – you merge), expose MCP tools, and an agent skill to instruct agents to update any docs in the repo that they changed the behavior of, or to add new docs (or remove) if they add new features or fully remove described ones! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 PR check that keeps docs honest is the part that would actually get me to adopt this – every docs tool I’ve tried eventually goes stale because nothing forces the update at merge time. does it block the PR outright when docs drift too far from the code change, or just flag it as a warning someone can ignore?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> We run via the checks in GitHub as well as leave comments in the PR – so from the GitHub side you can configure a passing moxie docs check to be required. But our Friday recap is meant to solve that directly as well, every Friday we open a PR automatically that fixes, deletes, updates, etc any docs that may have drifted from recent changes or weren\u2019t already documented. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 this a kind of protection against accidental changes made by the AI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@masterbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@masterbek<\/a> we don\u2019t make any changes on your codebase! All documentation updates, changelog entries, and public knowledgebase pages are opened via a PR request to your connected codebase, or require a user to 1-click to publish (for changelog \/ knowledge bases). <\/p>\n<\/p>\n<p>We understand AI can make mistakes and the only thing worse than no docs is wrong docs. We surface suggestions but leave the power to decide when they ship in the hands of maintainers. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels useful because docs are starting to serve two audiences at once: humans reading the public knowledgebase, and AI agents using repo context while work is happening.<\/p>\n<\/p>\n<p>The trust boundary I\u2019d care about is the step before something becomes public. Temporary implementation notes are often helpful for an agent, but not always safe or polished enough for users. A clear diff\/review queue for \u201cagent-found doc drift\u201d before publishing would make this much easier to trust.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@grace_lee26\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@grace_lee26<\/a> that\u2019s exactly what our focus is! Everything runs continuously but nothing happens automatically – the control to review and merge is 100% in your hands. Moxie Docs does the heavy lifting surfacing opportunities, creating changelog items, opening PRs updating docs, and aligning \/ checking engineer PRs, etc but the final step of merging is always in the hands of repo maintainers. <\/p>\n<\/p>\n<p>The only thing worse than no documentation, is incorrect documentation. We take this an extra step with the new public Knowledgebases since it\u2019s an entry point for consumers – you first merge our proposed docs into your repo (no vendor lock in), then 1-click a button to publish them live on the knowledge base. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 interesting. What’s the indexing latency on a large monorepo with frequent commits?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhiraj_patel5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhiraj_patel5<\/a> indexing starts immediately and begins surfacing insights \/ opportunities immediately! Within minutes the MCP will have codebase context and conventions start getting populated. <\/p>\n<\/p>\n<p>For a full index depending on repo size could be up to 5\/10 minutes – but the value is that it\u2019s never a one time thing, we continually improve \/ re scan over time – code changes faster than ever with AI tooling so we directly connect to the tools where they work (AGENTS.md, skills, MCP, etc) so our detection has to keep up pace with any repos development speed. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! On the PR checks that keep docs honest, does it block the merge if docs go stale, or just leave a comment flagging what needs updating?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> We run checks as GH native tie-ins so you can set it as a requirement they pass! Otherwise it will flag via comment + the failing check with details. <\/p>\n<\/p>\n<p>Moxie Docs can also be configured to automatically rewrite any PR description to match a standardized format so it\u2019s easier for humans to review \/ orient any PR. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really keen to test this out and see how it differs from using pre-commit documentation update hooks, which is my current setup. One quick question for ya – how do you handle the case where the docs are right and the code is wrong? On a bad merge, “sync to code” would happily overwrite the doc that describes the intended behavior. Does drift detection ever flag the code side, or is source always treated as ground truth?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aidan_codefox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aidan_codefox<\/a> really love this question! Moxie Docs doesn\u2019t propose code changes so at this time we scan and index code only to understand conventions, overall context \/ behaviors, and capabilities (which get fed into documentation generation and our MCP), and since code is what\u2019s running – that\u2019s the source of truth for docs. I personally use & suggest code review tools that would catch (probably in the same PR as a doc update) that the code may have bugs or be incorrect. <\/p>\n<\/p>\n<p>What we would help with though is that reverse side – if you have your agent fix a bug, a normal flow would mean it fetches codebase context and scans similar files and tries to figure out conventions (all token burn) but then fixes the bug – maybe after some follow up prompts. With our MCP it gets your conventions and context upfront, when it fixes the bug it can automatically fetch what docs already exists, scan those only to identify if it needs to update them, and then update them for you in the same session. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cadenjs\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"cadenjs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cadenjs<\/a> – love the idea, but don’t like the subscription model too much. What if you only need this for 1 repo and the docs are only typically updated 2 to 3 times a year? Paying a monthly fee seems excessive, are you not considering a pay as you go model for smaller projects? Perhaps something tiered based on usage volume rather than a flat monthly\/annual subscription.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@codeandsea\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codeandsea<\/a> great question! We do offer free support for qualified open source projects, but a big chunk of the value is the MCP itself. We categorize your code based conventions, docs, context and surface it all directly to agents via skills and an MCP – so even if docs only update periodically (which often is not the case) the MCP will continually provide benefit by giving AI agents direct context and conventions. <\/p>\n<\/p>\n<p>If you\u2019ve ever had to say \u201cfollow our conventions\u201d or ask AI to update docs it immediately caused to drift from truth, that\u2019s what we solve for. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What could you build with GPT-5.6 that wasn\u2019t practical before?<\/div>\n<div class=\"comment-actions\">\n<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\">GPT-5.6 made both our development speed significantly faster and with higher confidence in code correctness via Codex, but also directly integrates into the core of Moxie Docs to allow us to generate, analyze, organize, and produce rich and useful documentation for all types of repos users connect, giving us the versatility and robustness that any non-AI solution would struggle with greatly.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/LAGJ5YI7GQ3DCN\" class=\"app-title\">Wispro<\/a><\/p>\n<div class=\"one-liner\">Stop typing, start talking, get perfectly written text<\/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>Wispro \u662f\u4e00\u6b3e\u5c06\u8bed\u97f3\u8f6c\u6362\u4e3a\u4e66\u9762\u6587\u5b57\u7684\u6548\u7387\u5de5\u5177\uff0c\u901a\u8fc7\u4e09\u79cd\u6a21\u5f0f\uff08\u57fa\u7840\u3001\u667a\u80fd\u3001\u6307\u4ee4\uff09\u89e3\u51b3\u7528\u6237\u5728\u4f7f\u7528\u4f20\u7edf\u8bed\u97f3\u8f93\u5165\u65f6\u65e0\u6cd5\u7075\u6d3b\u63a7\u5236\u8f93\u51fa\u98ce\u683c\u3001\u96be\u4ee5\u5904\u7406\u53e3\u8bed\u5316\u5185\u5bb9\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u5408\u5199\u4f5c\u3001\u90ae\u4ef6\u56de\u590d\u7b49\u9700\u8981\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u6587\u672c\u7684\u573a\u666f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8861495-642a-48e8-8c91-9374d4067a67.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/689af763-e2ed-4744-95ab-c0372b0be9b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a4eea2b1-2715-44ad-bc19-eef76db2c02b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/455943ee-1b6c-4af5-8ba6-b69d32ae1f81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77a97b68-4e18-4522-8b3a-430920687544.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8355a4ee-8c99-47df-9fcd-312b2e258213.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08d81e8c-f75c-490c-9382-20e9af5f26c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u6da6\u8272<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u5316\u6307\u4ee4<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">Windows<\/span><br \/>\n <span class=\"tag\">Groq API<\/span><br \/>\n <span class=\"tag\">Whisper\u5927\u6a21\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u81ea\u5b9a\u4e49\u6307\u4ee4\u6a21\u5f0f\uff08\u53ef\u7ed5\u8fc7\u56fa\u5b9a\u9884\u8bbe\uff09\uff0c\u8d28\u7591\u6307\u4ee4\u6a21\u5f0f\u4e0e\u53e3\u8bed\u5185\u5bb9\u7684\u5206\u8fa8\u903b\u8f91\uff08\u83b7\u7b54\u590d\uff1a\u901a\u8fc7\u72ec\u7acb\u70ed\u952e\u89e6\u53d1\uff09\uff1b\u8be2\u95eeMac\u7248\u65f6\u95f4\u7ebf\uff08\u5f00\u53d1\u4e2d\uff09\uff1b\u5173\u5fc3\u975e\u82f1\u8bed\u8bed\u8a00\u652f\u6301\uff08\u5df2\u652f\u6301\u745e\u5178\u8bed\u7b49\uff09\uff1b\u5efa\u8bae\u589e\u52a0\u539f\u59cb\u8bed\u97f3\u4e0e\u6e05\u7406\u6587\u672c\u7684\u5b9e\u65f6\u5bf9\u6bd4\u529f\u80fd\uff08\u5f00\u53d1\u8005\u5df2\u8bb0\u5f55\uff09\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 Wispro\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u7528\u201c\u6a21\u5f0f\u5316\u201d\u51fb\u7a7f\u4e86\u8bed\u97f3\u8f93\u5165\u4ea7\u54c1\u7684\u540c\u8d28\u5316\u7ade\u4e89\u3002\u5e02\u9762\u4e0a\u7684\u540c\u7c7b\u5de5\u5177\u5927\u591a\u6c89\u8ff7\u4e8e\u63d0\u5347\u8f6c\u5199\u51c6\u786e\u7387\uff0c\u5374\u5ffd\u7565\u4e86\u201c\u51c6\u786e\u4e0d\u7b49\u4e8e\u53ef\u7528\u201d\u2014\u2014\u4eba\u7c7b\u53e3\u8bed\u4e2d\u7684\u586b\u5145\u8bcd\u3001\u8df3\u8dc3\u903b\u8f91\u548c\u9690\u542b\u4e0a\u4e0b\u6587\u624d\u662f\u5b9e\u9645\u751f\u4ea7\u529b\u6740\u624b\u3002Wispro\u7684\u201cBasic\/Smart\/Command\u201d\u4e09\u7ea7\u6f0f\u6597\uff08\u4ece\u8bb0\u5f55\u5230\u6da6\u8272\u518d\u5230\u751f\u6210\uff09\u672c\u8d28\u4e0a\u662f\u5c06AI\u7406\u89e3\u529b\u62c6\u89e3\u4e3a\u53ef\u88ab\u7528\u6237\u4e3b\u52a8\u9009\u62e9\u7684\u63a7\u5236\u7c92\u5ea6\uff0c\u5c24\u5176\u662fCommand\u6a21\u5f0f\u8df3\u51fa\u4e86\u201c\u8bed\u97f3\u8f93\u5165\u5373\u6284\u5199\u201d\u7684\u601d\u7ef4\u5b9a\u5f0f\uff0c\u8f6c\u5411\u201c\u8bed\u97f3\u5373\u6307\u4ee4\u201d\u7684\u751f\u6210\u5f0f\u4ea4\u4e92\uff0c\u8fd9\u4e0eCopilot\u7684\u54f2\u5b66\u4e00\u8109\u76f8\u627f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u5173\u6ce8\u7684\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\u7ad9\u4f4d\uff1a\u4f7f\u7528\u4e2a\u4ebaGroq API Key\u5f7b\u5e95\u780d\u6389\u4e86\u8ba2\u9605\u6210\u672c\uff0c\u8868\u9762\u4e0a\u662f\u201c\u6280\u672f\u6d01\u7656\u201d\uff0c\u5b9e\u5219\u7cbe\u51c6\u6355\u83b7\u4e86\u5f00\u53d1\u8005\u4e0e\u9ad8\u9700\u6c42\u7528\u6237\uff08\u5982\u81ea\u5a92\u4f53\u3001\u4ea7\u54c1\u7ecf\u7406\uff09\u7684\u5e95\u5c42\u7126\u8651\u2014\u2014\u4ed6\u4eec\u613f\u610f\u4e3a\u9690\u79c1\u548c\u81ea\u5b9a\u4e49\u57cb\u5355\uff0c\u5374\u538c\u6076\u88ab\u6da8\u4ef7\u7ed1\u67b6\u3002\u8fd9\u79cd\u201c\u514d\u8d39\u4f46\u81ea\u5e26\u7d20\u6750\u5e93\u201d\u7684\u903b\u8f91\uff0c\u53cd\u800c\u662f\u5bf9Pro\u7ea7\u529f\u80fd\uff08\u52a8\u6001\u8bcd\u5e93\u3001\u81ea\u5b9a\u4e49\u98ce\u683c\uff09\u6700\u6709\u6548\u7684\u9690\u5f62\u94a9\u5b50\u3002\u4e0d\u8fc7\uff0c\u77ed\u677f\u540c\u6837\u660e\u663e\uff1a\u4ec5\u652f\u6301Windows\u5bfc\u81f4\u6838\u5fc3\u7528\u6237\u7fa4\uff08Mac\u91cd\u5ea6\u529e\u516c\u8005\uff09\u6d41\u5931\uff1b\u5168\u4f9d\u8d56Whisper\u5927\u6a21\u578b\u610f\u5473\u7740\u8fb9\u7f18\u8bcd\u6c47\u3001\u975e\u4e3b\u6d41\u53e3\u97f3\u7684\u8868\u73b0\u5929\u82b1\u677f\u8089\u773c\u53ef\u89c1\uff1b\u800c\u201c\u81ea\u5b9a\u4e49\u98ce\u683c\u201d\u82e5\u7f3a\u4e4f\u9884\u8bbe\u6a21\u677f\u5f15\u5bfc\uff0c\u5f88\u53ef\u80fd\u6ca6\u4e3a\u6781\u5ba2\u73a9\u5177\u3002\u5982\u679c\u5b83\u80fd\u5feb\u901f\u843d\u5730Mac\u7248\uff0c\u5e76\u5f15\u5165\u793e\u533a\u9884\u8bbe\u98ce\u683c\u5e93\uff08\u5982\u201c\u5b66\u672f\u8154\u201d\u201c\u623e\u6c14\u56de\u590d\u201d\uff09\uff0c\u6216\u8bb8\u80fd\u4ece\u5de5\u5177\u8715\u53d8\u4e3a\u5de5\u4f5c\u6d41\u5f15\u64ce\u3002\u5426\u5219\uff0c\u6700\u7ec8\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u542c\u8d77\u6765\u5f88\u9177\uff0c\u4f46\u53ea\u6709\u786c\u6838\u7528\u6237\u624d\u575a\u6301\u7528\u201d\u7684\u5b8c\u7f8eDemo\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\">Wispro<\/span>\n <\/div>\n<div class=\"comment-content\">Wispro turns your voice into writing, instantly. Just talk, messy or unfiltered, and Wispro pastes clean, ready-to-use text directly into whatever you’re working on. It adapts to how you think, not just how you speak. Basic Mode captures every word exactly as said. Smart Mode cuts filler words and rambling, formatting it into polished prose. Command Mode turns a spoken instruction into finished writing, emails, replies, whole drafts, on the spot. One voice. Three ways to write.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’ve tried several speech-to-text apps recently. Most are genuinely good, fast, accurate, the core job gets done. Some even offer built-in styles for different contexts, a Slack tone, a Gmail tone, and so on.<\/p>\n<p>But every one I tried had the same limit: those styles are fixed presets. You can’t shape the logic behind them, just pick from a shortlist someone else wrote.<\/p>\n<p>So I built Wispro, where you define the tone and rules yourself, in your own words, per app if you want. Not a dropdown menu, your actual instructions.<\/p>\n<p>And it’s 100% free, every feature included. No paywall on things like the personal dictionary or snippets, the stuff most other apps lock behind a premium tier.<\/p>\n<p>Wispro runs on your own free Groq API key, takes two minutes to set up or get one, and comes with a generous limit that covers day-to-day use easily. No subscription, no hidden tier.<\/p>\n<p>Give it a try (Windows for now, more platforms coming). Would love your honest feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uussamaab\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uussamaab<\/a> Looks solid, having custom prompts per app instead of rigid presets makes a lot of sense.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The per-app custom instructions is the part that stands out to me. Most dictation tools give you fixed presets, so writing your own rules sounds nice. Any rough sense of when the Mac version lands?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Command Mode is the clever part – how does it tell “write me an email about the delay” apart from someone just rambling about writing an email as actual dictation content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Good question! Command Mode isn’t guessing from context, you trigger it explicitly with its own hotkey, so the app already knows “this is an instruction” before you even start talking. That’s what separates it from the other two modes: Basic Mode just transcribes exactly what you say, no editing at all, and Smart Mode cleans up rambling and filler words into polished prose, but still treats your speech as content to write down. Command Mode is different, it treats your speech as an instruction and generates the output 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>How come its free? No mac version yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nishant_modi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishant_modi<\/a> No Mac yet, it’s on the roadmap. And free because it runs on your own Groq API key, their free tier is generous enough to cover daily use without hitting limits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>voice-to-text tools always sound great in the demo then fall apart on run-on rambling thoughts that don’t have clean sentence boundaries. does this one restructure\/clean up the phrasing when you ramble, or is it more of a straight transcription with punctuation added on top?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> I actually built Wispro with personalization and flexibility as the first driver, specifically to solve this. You can set custom writing styles with your own instructions, so Smart Mode isn’t just generic cleanup, it reshapes your rambling into whatever style you’ve personally defined. Would really love your honest feedback when you try it, and whether it actually solves this 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\">Does it have more languages than English? (like swedish?:)<\/div>\n<div class=\"comment-actions\">\n<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\/@swebliss1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swebliss1<\/a> Yes! Wispro is powered by Whisper large-v3, which supports a wide range of languages, including Swedish<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the split between Basic, Smart, and Command modes because it gives a clear mental model instead of one vague AI dictation bucket. A useful addition would be a tiny live preview that shows exactly what changed between raw speech and cleaned output so users can learn when to trust each 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\/@sergbmw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergbmw<\/a> Thank you! That’s a smart addition. Noting this down.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 solid, can people use it for dictating content that can be published on social media as well? \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thank you! Yes, exactly what Command Mode is for, just say ‘write me a tweet about XYZ’ and it drafts it on the spot \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<div class=\"comment-item\">\n<div class=\"comment-content\">What could you build with GPT-5.6 that wasn\u2019t practical before?<\/div>\n<div class=\"comment-actions\">\n<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\">Building Wispro solo would’ve taken a small team before. GPT-5.6 let me design and ship complex features that normally need dedicated engineering time, in a fraction of what it would’ve otherwise taken. It turned a one-person idea into a fully working product I could actually launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IHWDC3OGYBAC4E\" class=\"app-title\">Quaso<\/a><\/p>\n<div class=\"one-liner\">AI automation agent to get stuff done across apps or browser<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Quaso\u662f\u4e00\u6b3e\u878d\u5408\u5e94\u7528API\u96c6\u6210\u4e0e\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u80fd\u529b\u7684AI\u4ee3\u7406\u5de5\u5177\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5e2e\u52a9\u7528\u6237\u6253\u901a3000+\u5e94\u7528\u548c\u7f51\u9875\uff0c\u81ea\u52a8\u6267\u884c\u8de8\u5e73\u53f0\u7684\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u65e5\u5e38\u7e41\u7410\u64cd\u4f5c\u548c\u4e0a\u4e0b\u6587\u5207\u6362\u5e26\u6765\u7684\u6548\u7387\u635f\u8017\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbb8ad4e-acb6-4253-b9ac-c1ac71dba82f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e272b6a6-874b-461e-b580-8400645c4b2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f24e3271-6fb8-4957-90ba-83bd7bfef77d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae34b905-adcc-4c74-b7cb-aaade4db4206.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8f441eb-a7e5-4add-9fc9-52a02fcf9aec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14efac01-f442-4862-a76c-bb962556a356.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\/bb116958-b3e2-44f8-834d-a6440369ca8f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/0dqtxPAvGDo\"><source src=\"https:\/\/youtu.be\/0dqtxPAvGDo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u81ea\u52a8\u5316\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">API\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e94\u7528\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fdAgent<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/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\u79f0\u8d5e\u5176\u8de8\u5e94\u7528\u4e0e\u6d4f\u89c8\u5668\u6df7\u5408\u81ea\u52a8\u5316\u7684\u521b\u65b0\uff0c\u8be2\u95ee\u4f55\u65f6\u7528API\u4f55\u65f6\u7528\u6d4f\u89c8\u5668\uff08\u56de\u590d\uff1a\u4f18\u5148API\uff0c\u65e0\u539f\u751f\u652f\u6301\u81ea\u52a8\u964d\u7ea7\uff09\u3002\u5173\u6ce8\u540e\u53f0\u9759\u9ed8\u534a\u5b8c\u6210\u4efb\u52a1\u7684\u5931\u8d25\u6a21\u5f0f\u3001\u6d4f\u89c8\u5668\u6297\u68c0\u6d4b\u80fd\u529b\u53ca\u5f39\u7a97\u81ea\u4fee\u590d\u673a\u5236\u3002\u5efa\u8bae\u63d0\u4f9b\u66f4\u591a\u5b9e\u64cd\u6848\u4f8b\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 Quaso\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u9020\u4e86\u4e00\u4e2a\u201cAI\u4e07\u80fd\u52a9\u624b\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u6390\u65ad\u4e86\u4f20\u7edf\u81ea\u52a8\u5316\u5de5\u5177\u7684\u4e24\u6761\u817f\u2014\u2014API\u96c6\u6210\u548c\u6d4f\u89c8\u5668\u6a21\u62df\u2014\u2014\u5e76\u8ba9\u5b83\u4eec\u5728\u540c\u4e00\u5957\u903b\u8f91\u4e0b\u534f\u540c\u5de5\u4f5c\u3002\u8fd9\u79cd\u201c\u5148API\u540e\u6d4f\u89c8\u5668\u201d\u7684\u4f18\u96c5\u964d\u7ea7\u7b56\u7565\uff0c\u6bd4\u90a3\u4e9b\u5355\u4e00\u62bc\u6ce8\u6216\u8005\u5f3a\u884c\u878d\u5408\u7684\u65b9\u6848\u52a1\u5b9e\u5f97\u591a\u3002\u4ea7\u54c1\u80cc\u540e\u662f\u80cc\u540e\u56e2\u961fNotte\u5728\u6d4f\u89c8\u5668\u57fa\u7840\u8bbe\u65bd\u4e0a\u957f\u8fbe\u4e00\u5e74\u7684\u6280\u672f\u79ef\u7d2f\uff0c\u8fd9\u8ba9\u5b83\u5728\u9762\u5bf9\u590d\u6742\u7684\u53cd\u722c\u9a8c\u8bc1\u548c\u4f1a\u8bdd\u6301\u4e45\u5316\u65f6\uff0c\u5177\u5907\u4e86\u5176\u4ed6\u201c\u65b0\u624b\u201d\u4ee3\u7406\u65e0\u6cd5\u6bd4\u62df\u7684\u5e95\u5c42\u7a33\u5065\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u76ee\u524d\u7684\u201c\u4eae\u70b9\u201d\u4e5f\u6070\u6070\u662f\u5176\u6f5c\u5728\u74f6\u9888\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u900f\u9732\u51fa\u5bf9\u201c\u540e\u53f0\u9759\u9ed8\u534a\u5b8c\u6210\u201d\u3001\u201c\u5f39\u7a97\u4fee\u590d\u7387\u201d\u3001\u201c\u53cd\u722c\u88ab\u62e6\u622a\u201d\u7684\u62c5\u5fe7\uff0c\u8fd9\u4e9b\u95ee\u9898\u4e0d\u4f1a\u56e0\u201c\u4f18\u5148API\u201d\u800c\u6d88\u5931\uff0c\u53cd\u800c\u4f1a\u968f\u7740\u590d\u6742\u4efb\u52a1\u6bd4\u4f8b\u7684\u5347\u9ad8\u96c6\u4e2d\u7206\u53d1\u3002\u7528\u6237\u613f\u610f\u5c1d\u9c9c\u5176\u201c\u65e9\u62a5\u751f\u6210\u201d\u6216\u201cSlack\u8f6cLinear\u201d\u8fd9\u7c7b\u201c\u751c\u70b9\u201d\u4efb\u52a1\uff0c\u4f46\u771f\u6b63\u8003\u9a8c\u4ea7\u54c1\u6781\u9650\u7684\u662f\u8de8\u5e94\u7528\u3001\u957f\u94fe\u8def\u3001\u6d89\u53ca\u591a\u6b65\u9aa4\u6d4f\u89c8\u5668\u5224\u5b9a\u7684\u5546\u4e1a\u6838\u5fc3\u6d41\u7a0b\u3002\u5982\u679c\u6ca1\u6709\u8db3\u591f\u7cbe\u7ec6\u7684\u5931\u8d25\u56de\u9000\u4e0e\u7528\u6237\u901a\u77e5\u673a\u5236\uff0c\u4ec5\u9760\u201c\u81ea\u6211\u4fee\u590d\u201d\u8fd9\u4e00\u6a21\u7cca\u63cf\u8ff0\uff0c\u5f88\u96be\u529d\u670d\u91cd\u5ea6\u7528\u6237\u6258\u7ba1\u5173\u952e\u4e1a\u52a1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u518d\u8fdb\u4e00\u6b65\u770b\uff0c\u201cTag @Quaso in Slack\u201d\u662f\u6700\u5177\u7c98\u6027\u7684\u8bbe\u8ba1\uff0c\u5b83\u5c06Agent\u690d\u5165\u56e2\u961f\u65e5\u5e38\u6c9f\u901a\u573a\u666f\uff0c\u964d\u4f4e\u4e86\u4ece\u201c\u5c1d\u9c9c\u201d\u5230\u201c\u4e60\u60ef\u201d\u7684\u5fc3\u7406\u95e8\u69db\u3002\u8fd9\u662f\u5176\u4ed6AI\u5de5\u5177\u5f80\u5f80\u5ffd\u7565\u7684\u201c\u573a\u666f\u951a\u70b9\u201d\u2014\u2014\u4e0d\u662f\u8ba9\u7528\u6237\u53bb\u201c\u7528\u201d\u4e00\u4e2a\u4ea7\u54c1\uff0c\u800c\u662f\u8ba9\u4ea7\u54c1\u878d\u8fdb\u4ed6\u4eec\u201c\u5df2\u7ecf\u5904\u4e8e\u201d\u7684\u5730\u65b9\u3002\u5982\u679cQuaso\u80fd\u5728\u81ea\u52a8\u5316\u94fe\u8def\u7684\u53ef\u89c2\u6d4b\u6027\u3001\u65ad\u70b9\u6062\u590d\u4e0e\u7528\u6237\u91cd\u53c2\u4e0e\u4e0a\u7ee7\u7eed\u4e0b\u529f\u592b\uff0c\u800c\u4e0d\u662f\u5355\u7eaf\u5806\u780c\u8fde\u63a5\u6570\uff0c\u5b83\u6709\u6f5c\u529b\u4ece\u201c\u73a9\u5177\u201d\u8715\u53d8\u4e3a\u65e5\u5e38\u4e1a\u52a1\u8fd0\u7ef4\u4e2d\u65e0\u6cd5\u88ab\u66ff\u4ee3\u7684\u9f7f\u8f6e\u3002\u5426\u5219\uff0c\u5b83\u7ec8\u7a76\u53ea\u662f\u53e6\u4e00\u4e2a\u9700\u8981\u7528\u6237\u4e0d\u65ad\u8c03\u8bd5\u7684\u201c\u534a\u6210\u54c1\u667a\u80fd\u52a9\u7406\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\">Quaso<\/span>\n <\/div>\n<div class=\"comment-content\">Quaso turns your busywork into automation across all of your apps and the open web. Simply prompt what needs to get done and it builds and sets it up for you. Connects to 3000+ integrations (Gmail, Slack, Linear, Stripe, etc.) and picks up a real browser when there’s no native API. Runs on schedules, triggers, and on demand. Fork templates or save any thread as your own reusable skill. Tag @Quaso in Slack so your whole team can put it to work. Just relax and get stuff done.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>Lucas here, co-founder of Notte, the team behind Quaso. We’ve spent the past year building browser infrastructure for AI agents, and 200+ companies run their agents on it in production. We also released Anything API, which turns any site into a custom API. That’s all great, but one thing was still missing: people kept asking for more complex flows across their apps, and that was still painful to wire up.<\/p>\n<p>Every time we personally wanted to automate a multi-step workflow involving both browser automation and apps (Calendar, email, Linear, etc.), we had to wire up everything by hand. So we built this layer on top of Notte and Anything API. Start with a simple prompt, and your busywork gets done for you.<\/p>\n<p>We didn’t build this to launch it. We built it because we wanted it, have been using it daily for weeks, and eventually figured other people probably want it too. A few hundred people have been running it daily for the past few weeks.<\/p>\n<p>All of it under one roof:<\/p>\n<ul>\n<li>\n<p>A real browser it drives itself: cloud sessions you can watch live. It fills forms, checks availability, extracts data from pages with no API \ud83c\udf10<\/p>\n<\/li>\n<li>\n<p>Your actual apps: 3,000+ integrations (Slack, Gmail, Linear, Stripe, Notion\u2026). It doesn’t just draft the message, it sends it \ud83d\udd0c<\/p>\n<\/li>\n<li>\n<p>Durable automations: any task can become a scheduled or event-triggered agent, a thing that just\u2026 runs when you sleep \u23f0<\/p>\n<\/li>\n<li>\n<p>Multiplayer. Just tag @Quaso in Slack and your whole team gets to use it \ud83d\udc4f\ud83c\udffb<\/p>\n<\/li>\n<\/ul>\n<p>It\u2019s not perfect yet. Complex multi-step browser tasks may need a retry, and self-repair fixes most breaks, not all of them.<\/p>\n<p>Try it: start with a template (morning briefing, support triage, Stripe revenue reports) or just describe something you’re tired of doing by hand.<\/p>\n<p>We’ll be here all day, so ask us anything, and tell us what you’d want your agent to take off your plate. \ud83d\ude4f<\/p>\n<p><\/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\/@Quaso\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@Quaso<\/a> <a href=\"https:\/\/www.producthunt.com\/@giordano_lucas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giordano_lucas<\/a> “just describe something you’re tired of doing by hand” – this<\/p>\n<p>the web is UI over-load, context-switching uses mental bandwidth, Quaso frees it \ud83d\udd4a\ufe0f\ud83d\udd4a\ufe0f just start with a prompt<\/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>been telling all my non-dev friends about this and the feedback has been amazing, hope everyone gets as much use out of Quaso as me and my friends have \ud83d\ude42<\/p>\n<\/p>\n<p>even just a simple lead generation triaged in my inbox in every morning, or significant updates in the AI\/ML scene arriving in my inbox every morning so I don’t get lost in the context switching of X and the web<\/p>\n<\/p>\n<p>genuine time saver, has changed my daily routine for the better, highly recommend anyone to drop one prompt about what you want automated see what it does!<\/p>\n<\/p>\n<p>P.S. the Slack to Linear integration flow has been \ud83d\udc4c, uber seamless \ud83d\ude42 — just @Quaso <\/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\/@Quaso\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@Quaso<\/a> <a href=\"https:\/\/www.producthunt.com\/@samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/a> <\/p>\n<p>How can I buy or try it ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@Quaso\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@Quaso<\/a> <a href=\"https:\/\/www.producthunt.com\/@samatnotte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samatnotte<\/a> quaso-maxxing<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Loved the idea! But how does Quaso decide when to use an integration vs pick up the browser?? Like can a single workflow seamlessly switch between both?<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> hey! quaso prefers picking up integration if they exist and your task is feasible with what they expose through their APIs\/MCPs etc. if this is not possible, browser enters the play! both can work together on a single automation as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The cross-app + browser automation angle is the interesting part \u2014 most “AI agent” tools pick one lane (either API integrations or browser control) but rarely both reliably. How are you handling auth\/session state when it drives a browser vs. calling an app’s API directly \u2014 does it fall back to browser automation only when no integration exists, or do you let users force one path over the other? Curious how flaky the browser leg gets on sites with heavy bot detection.<\/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\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> , great question.<\/p>\n<p>If an integration exists, the agent picks that up by default, it’s faster and more reliable. If the integration can’t do what’s needed, or none exists, it falls back to browser automation automatically. You can also tell the agent to prefer one path over the other for finer control, it’s not purely automatic if you want to steer it.<\/p>\n<p>For auth, we use Notte profiles: you log in once, browser state (cookies, session) gets saved, and future runs reuse it instead of logging in fresh each time. If a session expires, the agent will prompt you to log back in rather than silently failing.<\/p>\n<p>On the browser side, we’re not starting from scratch, that’s the whole reason Notte exists. A year of building stealth browser infra for agents (residential proxies, fingerprinting, session persistence) carries straight over into Quaso.<\/p>\n<p>It’s still not bulletproof. Heavy bot detection sites (aggressive fingerprinting, active challenge-response) can still trip it up, that’s honestly the harder 20% of the problem. But it’s a much stronger starting point than agent tools building browser automation for the first time on top of a 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> Great questions! Think Lucas responded it all. Meanwhile, did you get the chance to try? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 agents fallback to browser automation for tasks MCPs don’t support – that’s actually really cool! Really looking forward to trying this out \ud83d\udc40<\/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\/@parthkoshti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@parthkoshti<\/a> Thanks Parth! Looking fwd your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83e\udd50<\/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\/@ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> pronounced qwah-so \ud83e\udd50<\/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>I run most of my business ops through AI agents already, and the failure mode is never the happy path \u2014 it’s the scheduled run that silently half-completes while I’m not watching. Does a Quaso run flag me when it hits something ambiguous, or make a judgment call and log it? The browser fallback for tools with no API is the part I’d use daily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Self-repairing UI mechanics are super clever congrats <a href=\"https:\/\/www.producthunt.com\/@ogandreakiro\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ogandreakiro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ogandreakiro<\/a> how does quaso recover when an unexpected modal or popup breaks a selector?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 winning AI agents seem to be the ones that quietly become part of someone’s daily workflow rather than trying to do everything.<\/p>\n<p>Curious\u2014what’s the first workflow where Quaso consistently becomes a habit instead of just something people try once?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<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\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a>, I think the first sticky workflow is the one that closes the gap between conversation and execution.<\/p>\n<p>We live in Slack all day, and that’s where bugs, feature ideas, and “we should do this next” moments naturally surface. Quaso turns those messages into structured work, tracks it in Linear, and, because it’s connected to our codebase and the same tools our team uses, can help close the loop by starting on fixes and features.<\/p>\n<p>Beyond that, we use it daily to be reactive to a bunch of recurring stuff: customer support, Sentry errors, payment issues in Slack, automatic replies for churn signals, meeting prep and enrichment, user behavior analysis across Supabase and PostHog. All things we used to do manually and just offload to Quaso now.<\/p>\n<p>That’s made us dramatically more reactive to ideas and incidents: Quaso is present right where work already happens, rather than being another destination the team has to remember to open<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> Following up Lucas response – did you get a chance 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<\/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\/PWBY2H7UJXDKMZ\" class=\"app-title\">OpenCode Superapp<\/a><\/p>\n<div class=\"one-liner\">The power of Codex with local, self-hosted models and voice<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">131<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenCode Superapp \u8ba9\u5f00\u53d1\u8005\u80fd\u5728\u672c\u5730\u3001\u81ea\u6258\u7ba1\u6216\u4e91\u73af\u5883\u4e2d\u8fd0\u884c\u7c7b\u4f3c Codex \u7684\u667a\u80fd\u7f16\u7801\u4ee3\u7406\uff0c\u5e76\u652f\u6301\u8bed\u97f3\u4ea4\u4e92\u548c Mac \u5e94\u7528\u76d1\u7763\u63a7\u5236\uff0c\u89e3\u51b3\u9690\u79c1\u654f\u611f\u573a\u666f\u4e0b\u65e0\u6cd5\u4f7f\u7528\u4e91\u7aef Agent \u5de5\u5177\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/152b7143-500d-4bbb-bae7-9300922db4e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6aeac41-fbe1-4f97-a770-3eb327644c11.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7ab7344-f6be-4fc8-b38c-165e7b5b79ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fcebc8c-618e-4858-86b3-4c2bd70402aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8d030fa2-441a-48c8-8caa-9885869f664a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b6394f7-0f0a-4e77-ac98-43ee45894c80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54e73299-88e8-4ae8-83ab-77572ab70267.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\/596a84ec-b750-4feb-aed1-8660db37e660.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/bf-YJqHwsIU\"><source src=\"https:\/\/youtu.be\/bf-YJqHwsIU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u81ea\u6258\u7ba1\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">Codex\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u652f\u6301<br \/>\uff08\u6ce8\uff1a\u7531\u4e8e\u9650\u5236\u6b64\u5904\u4ec5\u6309\u8981\u6c42\u8f93\u51fa10\u4e2a<\/span><br \/>\n <span class=\"tag\">\u5b9e\u9645\u53ef\u66f4\u4e30\u5bcc\uff09<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u672c\u5730\u6a21\u578b\u5b9e\u9645\u7f16\u7a0b\u53ef\u9760\u6027\u3001\u6743\u9650\u6c99\u7bb1\u8fb9\u754c\u3001\u79bb\u7ebf\u53ef\u7528\u6027\u53ca\u8bed\u97f3\u63a7\u5236\u6df1\u5ea6\u96c6\u6210\uff1b\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u672c\u5730\u6a21\u578b\u8d28\u91cf\u56e0\u786c\u4ef6\u800c\u5f02\uff0c\u6743\u9650\u63a7\u5236\u53ef\u6309OS\/\u5e94\u7528\/\u5355\u6b21\u6388\u6743\uff0c\u8bed\u97f3\u96c6\u6210\u652f\u6301\u5b9e\u65f6\u4e92\u52a8\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 OpenCode Superapp \u7684\u5438\u5f15\u529b\u4e0d\u5728\u4e8e\u590d\u523b Codex\uff0c\u800c\u5728\u4e8e\u5b83\u5207\u5272\u51fa\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u5bf9\u4ee3\u7801\u9690\u79c1\u6709\u786c\u6027\u8981\u6c42\u7684\u4f01\u4e1a\u548c\u5f00\u53d1\u8005\u3002\u5728\u5927\u591a\u6570 Agent \u5de5\u5177\u9ed8\u8ba4\u201c\u6570\u636e\u4e0a\u4e91\u201d\u7684\u5f53\u4e0b\uff0c\u5b83\u63d0\u4f9b\u4e86\u201c\u6a21\u578b\u968f\u610f\u9009\u3001\u6570\u636e\u672c\u5730\u7559\u201d\u7684\u53cd\u5411\u64cd\u4f5c\uff0c\u8fd9\u5207\u4e2d\u4e86\u533b\u7597\u3001\u91d1\u878d\u7b49\u5408\u89c4\u884c\u4e1a\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4ea7\u54c1\u5728\u6280\u672f\u8def\u7ebf\u4e0a\u4e5f\u505a\u51fa\u4e86\u52a1\u5b9e\u53d6\u820d\uff1a\u4e0d\u5f3a\u8c03\u5b8c\u5168\u81ea\u4e3b\u7684 AI\uff0c\u800c\u662f\u5f3a\u8c03\u201c\u53d7\u76d1\u7763\u7684\u8ba1\u7b97\u673a\u4f7f\u7528\u201d\u548c\u201c\u6e05\u6670\u7684\u6743\u9650\u8fb9\u754c\u201d\uff0c\u8fd9\u907f\u514d\u4e86\u81ea\u52a8\u5316 Agent \u5e38\u89c1\u7684\u4e0d\u53ef\u63a7\u98ce\u9669\u3002\u4f46\u95ee\u9898\u540c\u6837\u660e\u663e\u2014\u2014\u672c\u5730\u5c0f\u578b\u6a21\u578b\u7684\u5de5\u5177\u8c03\u7528\u80fd\u529b\u548c\u957f\u671f\u89c4\u5212\u80fd\u529b\u76f8\u6bd4\u4e91\u7aef GPT-5 \u7ea7\u6a21\u578b\u5b58\u5728\u9636\u8dc3\u5f0f\u201c\u80fd\u529b\u60ac\u5d16\u201d\uff0c\u7528\u6237\u9700\u8981\u660e\u663e\u727a\u7272\u4f53\u9a8c\u6362\u53d6\u9690\u79c1\u3002\u76ee\u524d\u4ea7\u54c1\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u529f\u80fd\u9f50\u5168\u7684\u6982\u5ff5\u9a8c\u8bc1\u201d\uff1a\u8bed\u97f3\u63a7\u5236\u3001\u8fdc\u7a0b\u8bbf\u95ee\u3001MCP \u6269\u5c55\u7b49\u5806\u780c\u611f\u8f83\u5f3a\uff0c\u4f46\u6838\u5fc3\u7684\u672c\u5730\u7f16\u7801\u4ee3\u7406\u80fd\u529b\u662f\u5426\u771f\u5b9e\u53ef\u7528\uff0c\u53d6\u51b3\u4e8e\u7528\u6237\u662f\u5426\u6709\u8db3\u591f\u7684 GPU \u8d44\u6e90\u3002\u5982\u679c\u5b9a\u4ef7\u65e0\u6cd5\u8986\u76d6\u9ad8\u7b97\u529b\u786c\u4ef6\u7684\u6210\u672c\uff0c\u5b83\u6700\u7ec8\u53ef\u80fd\u53ea\u662f\u5c11\u6570geek\u7684\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OpenCode Superapp<\/span>\n <\/div>\n<div class=\"comment-content\">OpenCode Superapp brings the agentic power of Codex to the models and infrastructure you choose. Run cloud, local, or self-hosted models in a native workspace where agents understand your projects, work with files, Git, and terminals, speak with you through voice, and operate Mac apps through supervised Computer Use. Private by design and extensible through skills and MCPs, it gives you capable agents without giving up model choice or control. Built from the ground up with Codex and GPT-5.6.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The bring-your-own \/ self-hosted model angle is the part I care about most \u2014 most agentic coding tools quietly assume a cloud endpoint, and the moment you want it fully local for private code, things fall apart. Two questions: how close is the local-model experience to cloud in practice (tool-calling reliability is usually where local models drop off), and with the supervised Computer Use driving Mac apps, what does the permission\/sandbox boundary actually look like? “Private by design” is easy to say, hard to enforce. Nice work.<\/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\/@alexander_shishkov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_shishkov1<\/a> Great question. Honestly the answer on the quality of local models varies a lot between models since you can run something really basic as a small language model or some of the newer more capable models but it depends on your hardware.<\/p>\n<p>About the the permission\/sandbox boundary the great thing is that it works exactly as Codex, you make the call if you allow things at the OS level, or at the app level, if you want to allow every single time, or if you want to go full Auto mode. You make the calls.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great but is it effective in long horizon plannimg and tasks like codex is? it works without internet?<\/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\/@arnav_salkade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnav_salkade<\/a> Yes, that’s the great thing. It runs on the same harness as OpenCode and with offline local models!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local + self-hosted model support is the interesting part here since most “Codex-style” tools assume you’re piping everything through a hosted API \u2014 how are you handling context\/tool-calling quality with smaller local models compared to the hosted ones, is there a capability cliff you have to warn users about? Also curious how voice mode integrates with the agent loop \u2014 is it just STT on top of the same prompt pipeline, or does it change how you handle multi-step tool calls?<\/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\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> Thanks. It is more than just STT, since it needs to understand pauses, utterance, tone and interruptions. It uses realtime voice apis and it has access to tools to launch\/edit\/read real task threads and manage it exactly like you would.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 supervised Computer Use part is what sells me on this over the fully autonomous agent tools, being able to keep a human check on the Mac app control while still getting local model privacy feels like the right default rather than something you have to dig through settings to enable. does the supervision step differ per app, like does it ask before every click in something sensitive like Finder or a banking app, or is it more of a coarse approve-this-session-once toggle<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 <a href=\"https:\/\/www.producthunt.com\/products\/producthunt\" target=\"_blank\" rel=\"noopener\">@Product Hunt<\/a>, Codex is my favorite app. However I do have 3 blockers to use it in certain circumstances:<br \/>– Offline, with local models. Like on long flights, I wish I could do some light weight work with local models (like gemma, qwen or gpt-oss).<br \/>– Self-hosted models. When handling private information like in healthcare scenarios where sharing PHI is not acceptable.<br \/>– Voice control. I wish I could use the power of Codex with my voice.<\/p>\n<p>Well, with the power of GPT-5.6 I built something to solve this. OpenCode Superapp builds from the mature and robust OpenCode harness and makes it a Superapp with personality. Now I have an alternative when I am offline, I need to use self-hosted models\/infra and when I want to dispatch tasks with my voice.<\/p>\n<p>Give it a try if you think you will benefit from something like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How did GPT-5.6 change the ambition or scope of what you shipped?<\/div>\n<div class=\"comment-actions\">\n<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\">GPT-5.6 built OpenCode Superapp from a simple idea to a focused local coding tool into a complete, extensible agent workspace. I built it from the ground up with GPT-5.6 across architecture, native integrations, UI, testing, debugging, and release hardening. <\/p>\n<p>Its capabilities let me go far beyond the original scope: Codex-like agents powered by local, self-hosted, or cloud models; real-time voice control; private offline dictation; computer use; remote access; customizable Supes and icons; and a platform for users to build their own widgets and extensions. <\/p>\n<p>What I shipped is not simply another AI client, but a private, personal, multi-provider workspace for building and operating anything on your computer. GPT-5.6 made a product of this breadth realistic for one developer to conceive, implement, integrate, and ship.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UVNVPKJ4HBVOEE\" class=\"app-title\">canitbebuilt<\/a><\/p>\n<div class=\"one-liner\">Your hardware idea, inspected. Verdict, BOM, 3D model.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u901a\u8fc7\u4e00\u53e5\u8bdd\u63cf\u8ff0\u786c\u4ef6\u521b\u610f\uff0c\u5373\u53ef\u5728\u4e24\u5206\u949f\u5185\u83b7\u5f97\u53ef\u884c\u6027\u88c1\u51b3\u3001\u7269\u6599\u6e05\u5355\uff08BOM\uff09\u3001\u98ce\u9669\u8bc4\u7ea7\u53ca3D\u6982\u5ff5\u6a21\u578b\uff0c\u89e3\u51b3\u786c\u4ef6\u521b\u4e1a\u8005\u5728\u65e9\u671f\u9636\u6bb5\u5feb\u901f\u9a8c\u8bc1\u4ea7\u54c1\u53ef\u884c\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/326b9fe9-8e58-43f2-b5f3-14cf21963076.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b451c11-c3aa-4e7c-babc-19891a7ae5b7.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\/0b64344f-648a-4e4e-8cd8-c5d0e921565f.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3cfc94f7-ac3e-4a95-b4ee-3991e4e416eb.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=KTbjUR464fM\"><source src=\"https:\/\/www.youtube.com\/watch?v=KTbjUR464fM\" 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\">Hardware<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u786c\u4ef6\u53ef\u884c\u6027\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">AI\u4ea7\u54c1\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u7269\u6599\u6e05\u5355<\/span><br \/>\n <span class=\"tag\">3D\u5efa\u6a21<\/span><br \/>\n <span class=\"tag\">\u521b\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u539f\u578b\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4f4e\u6210\u672c\u5236\u9020<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u786c\u4ef6<\/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\u8ba8\u8bba\u96c6\u4e2d\u5728BOM\u5b9a\u4ef7\u4f9d\u8d56\u9759\u6001\u4f30\u7b97\u800c\u975e\u5b9e\u65f6\u4f9b\u5e94\u5546\u6570\u636e\uff0c\u8ba4\u4e3a\u201c\u65b9\u5411\u6027\u53c2\u8003\u201d\u5bf9\u521d\u7b5b\u6709\u7528\uff1b\u8d28\u759123\u5e74\u7ecf\u9a8c\u7f16\u7801\u7684\u88c1\u51b3\u5bf9\u65b0\u9896\u521b\u610f\u7684\u53ef\u9760\u6027\uff1b\u90e8\u5206\u7528\u6237\u8be2\u95ee\u540e\u7eed\u5236\u9020\u652f\u6301\uff0c\u4ea7\u54c1\u65b9\u56de\u5e94\u53ef\u63d0\u4f9b\u8fdb\u4e00\u6b65\u5e2e\u52a9\uff08CEO\u81ea\u8425\u539f\u578b\u4e2d\u5fc3\uff09\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 canitbebuilt\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u786c\u4ef6\u53ef\u884c\u6027\u7b5b\u9009\u5668\u201d\uff0c\u7528AI\u5c06\u8d44\u6df1\u5de5\u7a0b\u5e08\u7684\u76f4\u89c9\u89c4\u5219\u5316\uff0c\u670d\u52a1\u4e8e\u521b\u610f\u5b75\u5316\u9636\u6bb5\u6700\u75db\u82e6\u7684\u5feb\u901f\u9a8c\u8bc1\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u7cbe\u786e\u201d\uff0c\u800c\u5728\u4e8e\u201c\u4f4e\u6210\u672c\u8bd5\u9519\u201d\u2014\u2014\u5bf9\u6ca1\u6709\u786c\u4ef6\u80cc\u666f\u7684\u521b\u59cb\u4eba\u800c\u8a00\uff0c\u4e00\u4efd\u5305\u542bBOM\u3001\u98ce\u9669\u3001\u8ba4\u8bc1\u95e8\u69db\u7684\u62a5\u544a\uff0c\u80fd\u76f4\u63a5\u5c06\u201c\u767d\u65e5\u68a6\u201d\u538b\u7f29\u4e3a\u53ef\u6267\u884c\u7684\u51e0\u4e2a\u51b3\u7b56\u8282\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u5b58\u5728\u660e\u663e\u77ed\u677f\uff1a\u4e00\u662fBOM\u6210\u672c\u4f30\u7b97\u7f3a\u4e4f\u5b9e\u65f6\u4f9b\u5e94\u94fe\u6570\u636e\u8054\u52a8\uff0c\u5728\u82af\u7247\u3001\u7535\u6c60\u7b49\u4ef7\u683c\u6ce2\u52a8\u5267\u70c8\u7684\u9886\u57df\uff0c\u9759\u6001\u6570\u636e\u53ef\u80fd\u8bef\u5bfc\u51b3\u7b56\uff1b\u4e8c\u662f\u201c23\u5e74\u7ecf\u9a8c\u201d\u7684\u88c1\u51b3\u6807\u51c6\u7f3a\u4e4f\u5f00\u653e\u6027\uff0c\u5f53\u7528\u6237\u63d0\u51fa\u8de8\u9886\u57df\u6216\u521b\u65b0\u6027\u6781\u5f3a\u7684\u65b9\u6848\u65f6\uff0c\u5355\u4e00\u77e5\u8bc6\u6846\u67b6\u53ef\u80fd\u4f1a\u8bef\u5224\uff0c\u4ea7\u54c1\u65b9\u4e5f\u627f\u8ba4\u6838\u53cd\u5e94\u5806\u4f1a\u88ab\u76f4\u63a5\u5224\u4e3a\u201c\u4e0d\u53ef\u884c\u201d\uff0c\u8fd9\u672c\u8d28\u4e0a\u66b4\u9732\u4e86\u9690\u542b\u7ecf\u9a8c\u504f\u89c1\uff1b\u4e09\u662f3D\u6982\u5ff5\u6a21\u578b\u5671\u5934\u5927\u4e8e\u5b9e\u7528\uff0c\u4e00\u4e2a\u65e0\u5c3a\u5bf8\u7ea6\u675f\u7684\u6e32\u67d3\u56fe\u5bf9\u5de5\u7a0b\u843d\u5730\u51e0\u4e4e\u6ca1\u6709\u5e2e\u52a9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u597d\u6d88\u606f\u662f\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u6e05\u6670\uff1a\u5b83\u4e0d\u8bd5\u56fe\u66ff\u4ee3\u786c\u4ef6\u5de5\u7a0b\u5e08\uff0c\u800c\u662f\u964d\u4f4e\u201c\u4ece\u7075\u611f\u5230\u5165\u95e8\u201d\u7684\u95e8\u69db\u3002\u5982\u679c\u540e\u7eed\u80fd\u63a5\u5165\u52a8\u6001BOM API\u3001\u5f00\u653e\u88c1\u51b3\u903b\u8f91\u89e3\u91ca\u3001\u5e76\u52a0\u5165\u793e\u533a\u53cd\u9988\u673a\u5236\u6765\u8fed\u4ee3\u4e13\u5bb6\u89c4\u5219\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u786c\u4ef6\u521b\u4e1a\u8005\u7684\u201c\u7b2c\u4e00\u5757\u57ab\u811a\u77f3\u201d\u3002\u4f46\u773c\u4e0b\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u806a\u660e\u7684DEMO\uff0c\u800c\u975e\u6210\u719f\u7684\u5de5\u5177\u2014\u2014\u65b9\u5411\u6b63\u786e\uff0c\u6df1\u5ea6\u4e0d\u8db3\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\">canitbebuilt<\/span>\n <\/div>\n<div class=\"comment-content\">Have a hardware idea? Describe it in a sentence. You get back a verdict (Buildable \/ Buildable with changes \/ Heavy lift \/ Not viable), a bill of materials costed at 100, 1,000 and 10,000 units, subsystem risk ratings, certification gates for your market, and a 3D concept model. Two minutes, no signup. Criteria come from 23 years of hardware building. Running on GPT-5.6 Terra.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt, maker here.<\/p>\n<p>After 23 years of building and commercialising hardware, there’s one question, I get asked a lot: ‘Can this be built?’<\/p>\n<p>The honest answer is almost always yes. Ask me for a nuclear reactor and the answer is still yes. The real questions are how, in what form, at what cost, and whether the version that can be built is still the product you wanted. That gap between ‘yes’ and ‘yes, but here’s what it actually takes’ is where most hardware ideas quietly get shelved.<\/p>\n<p>Presenting canitbebuilt: describe your idea in a sentence, and in about two minutes you get a verdict (Buildable \/ Buildable with changes \/ Heavy lift \/ Not viable), a BOM costed at 100, 1,000 and 10,000 units, subsystem risk ratings, certification gates for your market, and a 3D concept model.<\/p>\n<p>I built it solo and it runs on GPT-5.6 Terra, launching today, with the verdict criteria encoding what I’d tell you across the table.<\/p>\n<p>First inspection requires no signup. Try your wildest idea, nuclear reactors welcome. I’ll be in the comments all day, and I’d genuinely like to see what verdicts you get, especially the ones you disagree with.<\/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\/@jogindertanikella\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jogindertanikella<\/a> Congratulations 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>a BOM generated from a text description is only as useful as how close it is to sourceable reality – part costs and availability swing wildly by region and by whether you’re ordering 10 units vs 10,000. is the BOM pulling from live supplier\/distributor pricing or is it more of a ballpark estimate based on typical component costs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Thank you for your comment. Linking live supplier\/distributor pricing would be a natural progression once there’s some traction. Right now, it’s a rough estimate and will vary based on quantity. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 but how reliable is 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\/@arnav_salkade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arnav_salkade<\/a> Thank you for your comment. Right now, it’s just to give a rough idea of what building hardware entails. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ayda_golahmadi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayda_golahmadi<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s great. Do you just give the verdict or do you help build that as well? Also, if someone needs a mass production, what happens then?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thank you for your comment. I can help out with the next steps too. \ud83d\ude42 It’s part of my day-job as CEO of T-Works, India’s Largest Protopying Centre and Manufacturing Incubator. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The part I’d poke at is the 23 years of hardware experience baked into the criteria. That’s one person’s judgment calls turned into rules, and any two veteran hardware engineers will disagree on plenty of edge cases. What counts as buildable with changes versus heavy lift isn’t really a formula, it’s a judgment call, so I’m curious how much variance you’ve seen when real engineers push back on a verdict.<\/p>\n<p>Also curious about the BOM costing itself. Component pricing and lead times shift all the time, especially for anything with connectivity or a battery in it. Does the 100, 1000, 10000 unit estimate refresh regularly, or is it more of a snapshot that could already be a bit stale by the time someone acts on it.<\/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\/@thys_beesman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thys_beesman<\/a> Thank you for your comment. I wanted the reports to feel less like they came from a spreadsheet and more like they came from an experienced hardware engineer. So I used my 23 years of experience to shape the prompting and the evaluation rubric. The judgment isn’t arbitrary, it’s grounded in practical engineering gates. As more engineers challenge the reports, I’ll keep refining that rubric.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the framing of 23 years of judgment encoded into a verdict is the interesting part to me. when it says Buildable, is there any confidence signal for ideas that fall outside your own experience base, or is every verdict presented with the same certainty regardless of how novel the idea is<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Thank you for your comment. If you say a Nuclear Power Reactor, it’s going to show as Not Viable. \ud83d\ude42 So all are not having the same certainty. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>makes sense, rough-but-directional is still way more useful than nothing at the idea stage. quantity-based variance is probably the harder problem to solve for anyway since a single-unit BOM and a 500-unit BOM can point to completely different suppliers<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">What could you build with GPT-5.6 that wasn\u2019t practical before?<\/div>\n<div class=\"comment-actions\">\n<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\">As an experienced hardware builder, 23 years commercialising products, I’ve started using AI models throughout my workflow. Frontier models can produce feasibility analysis if you push them, but not in a way you can easily take a call on building a product: getting a verdict, a BOM consistent across 100\/1,000\/10,000 units, subsystem risks, and market-specific certification gates took multiple passes, heavy prompting, and cost and latency that made a free public tool impractical. GPT-5.6 Terra changes the economics: it holds a strict verdict schema (Buildable \/ Buildable with changes \/ Heavy lift \/ Not viable) in a single fast pass, at a cost per report low enough to offer instant inspections to anyone, paired with a 3D concept model. canitbebuilt wraps that in verdict criteria encoding what I’d tell a founder across the table, and issues it as a certificate in about two minutes. Same intelligence, but fast and cheap enough to become a product. That’s what wasn’t practical before.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/74TQDQ6BTOAFA5\" class=\"app-title\">Cosyra 2.0<\/a><\/p>\n<div class=\"one-liner\">A cloud workspace for coding agents from your phone<\/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>Cosyra 2.0 \u662f\u4e00\u6b3e\u8ba9\u5f00\u53d1\u8005\u901a\u8fc7\u624b\u673a\u968f\u65f6\u8bbf\u95ee\u4e91\u7aef\u6301\u4e45\u5316\u5de5\u4f5c\u7a7a\u95f4\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u79bb\u5f00\u7535\u8111\u65f6AI\u7f16\u7a0b\u4ee3\u7406\u56e0\u7b49\u5f85\u8f93\u5165\u800c\u4e2d\u65ad\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2638dca1-1ac1-431a-bf5b-d7beba997f08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b0039b9-aeba-415a-80bc-091393735589.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/881a70e4-2a9e-402b-9c34-c9e6fd89f89b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/56b68417-e80c-4dba-a786-b184413cf1d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/275a8ab1-3567-4cf2-84d7-729660e243bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dd56a7b3-8d9d-4cf4-b1f9-022ec413a7a1.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\/4f404971-b1cb-4fd6-a100-c020cab6f790.jpeg?auto=format\" data-video-url=\"https:\/\/youtube.com\/shorts\/sjoCi-IcodM?feature=share\"><source src=\"https:\/\/youtube.com\/shorts\/sjoCi-IcodM?feature=share\" 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\">\u4e91\u7aef\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u624b\u673a\u7f16\u7a0b<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u5de5\u4f5c\u7ad9<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u529e\u516c<\/span><br \/>\n <span class=\"tag\">Ubuntu\u73af\u5883<\/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\u80af\u5b9a\u5176\u89e3\u51b3\u4e86\u5fc5\u987b\u5b88\u5728\u7535\u8111\u524d\u7684\u75db\u70b9\uff0c\u4f46\u5173\u5fc3\u5b89\u5168\u6027\uff1a\u624b\u673a\u4e22\u5931\u6216\u8d26\u6237\u88ab\u9ed1\u662f\u5426\u5bfc\u81f4\u7ec8\u7aef\u4e0e\u51ed\u8bc1\u76f4\u63a5\u66b4\u9732\uff1f\u5efa\u8bae\u660e\u786e\u662f\u5426\u9700\u91cd\u65b0\u8ba4\u8bc1\u3002\u8bd5\u7528\u5305\u542b\u5b8c\u6574\u7ec8\u7aef\u4f53\u9a8c\uff0c10\u5c0f\u65f6\u514d\u8d39\u989d\u5ea6\uff0c\u65e0\u529f\u80fd\u4ed8\u8d39\u5899\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 Cosyra 2.0 \u7684\u5356\u70b9\u770b\u4f3c\u662f\u201c\u624b\u673a\u7aef\u64cd\u4f5cAI\u7f16\u7a0b\u4ee3\u7406\u201d\uff0c\u4f46\u6df1\u6316\u540e\u4f1a\u53d1\u73b0\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u8ba1\u7b97\u4e0e\u79fb\u52a8\u7684\u5173\u7cfb\u201d\u3002\u5b83\u4e0d\u662f\u7b80\u5355\u7684\u7ec8\u7aef\u6a21\u62df\u5668\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u4e0d\u5b8c\u5168\u4f9d\u8d56\u672c\u5730\u8bbe\u5907\u201d\u7684\u6301\u4e45\u5316\u4e91\u7aef\u5f00\u53d1\u73af\u5883\u3002\u8fd9\u4e00\u70b9\u4ece\u521b\u59cb\u4eba\u81ea\u66dd\u201c\u7b2c\u4e00\u7248\u53ea\u505a\u624b\u673a\u7ec8\u7aef\uff0c\u540e\u6765\u53d1\u73b0\u7528\u6237\u8981\u7684\u662f\u6301\u7eed\u5de5\u4f5c\u7a7a\u95f4\u201d\u5c31\u80fd\u770b\u51fa\u2014\u2014\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u4e0d\u662f\u624b\u673a\u6572\u4ee3\u7801\u7684\u5feb\u611f\uff0c\u800c\u662f\u201c\u5173\u6389\u7535\u8111\uff0c\u4ee3\u7406\u7ee7\u7eed\u5e72\u6d3b\uff0c\u6709\u95ee\u9898\u968f\u65f6\u624b\u673a\u54cd\u5e94\u201d\u7684\u65e0\u7f1d\u72b6\u6001\u6d41\u8f6c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u5728\u5f53\u524d\u9636\u6bb5\u9762\u4e34\u4e24\u4e2a\u6838\u5fc3\u6311\u6218\u3002\u7b2c\u4e00\u662f\u5b89\u5168\u95ee\u9898\uff1a\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u5c16\u9510\u8d28\u7591\u201c\u624b\u673a\u4e22\u4e86\u7b49\u4e8e\u6d3b\u7ec8\u7aef\u88ab\u62ff\u8d70\u201d\u3002\u867d\u7136\u5f00\u53d1\u8005\u53ef\u4ee5\u8fa9\u89e3\u6709\u8d26\u6237\u673a\u5236\uff0c\u4f46\u201c\u6301\u4e45\u5316\u201d\u4e0e\u201c\u5b89\u5168\u6027\u201d\u5929\u7136\u5b58\u5728\u5f20\u529b\u2014\u2014\u5982\u679c\u6bcf\u6b21\u90fd\u8981\u91cd\u8ba4\u8bc1\uff0c\u90a3\u201c\u6301\u4e45\u5316\u201d\u7684\u4f53\u9a8c\u5c31\u4f1a\u6253\u6298\uff1b\u5982\u679c\u8ffd\u6c42\u65e0\u635f\u4f53\u9a8c\uff0c\u5b89\u5168\u6f0f\u6d1e\u5c31\u662f\u5b9a\u65f6\u70b8\u5f39\u3002\u7b2c\u4e8c\u662f\u9700\u6c42\u8986\u76d6\u9762\u7684\u5c40\u9650\uff1aCosyra\u89e3\u51b3\u7684\u75db\u70b9\u5728\u201c\u4e00\u6b21\u6027\u957f\u4efb\u52a1\u201d\u573a\u666f\u4e2d\u975e\u5e38\u5c16\u9510\uff0c\u4f46\u5bf9\u65e5\u5e38\u4fee\u4fee\u8865\u8865\u3001\u7f16\u8bd1\u8c03\u8bd5\u7684\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u624b\u673a\u4e0a\u770b\u7ec8\u7aef\u4ecd\u7136\u662f\u6548\u7387\u6781\u4f4e\u7684\u64cd\u4f5c\u3002\u5b83\u66f4\u63a5\u8fd1\u201c\u76d1\u63a7+\u7b80\u5355\u5e72\u9884\u201d\u5de5\u5177\uff0c\u800c\u975e\u201c\u5168\u529f\u80fd\u79fb\u52a8IDE\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bf4\u5230\u5e95\uff0cCosyra\u76ee\u524d\u66f4\u9002\u5408\u4ee5\u4e0b\u51e0\u7c7b\u4eba\uff1a\u7ecf\u5e38\u7ed9AI\u4ee3\u7406\u6d3e\u53d1\u957f\u5468\u671f\u4efb\u52a1\u7684\u5f00\u53d1\u8005\u3001\u9700\u8981\u5728\u901a\u52e4\u6216\u5916\u51fa\u65f6\u54cd\u5e94\u4ee3\u7406\u4e2d\u65ad\u7684\u4eba\u3001\u4ee5\u53ca\u5e0c\u671b\u964d\u4f4e\u7535\u8111\u529f\u8017\u800c\u628a\u8ba1\u7b97\u653e\u5728\u4e91\u7aef\u7684\u6781\u5ba2\u3002\u5b83\u4e0d\u4fbf\u5b9c\uff08\u8ba1\u7b97\u8d44\u6e90\u6309\u91cf\u4ed8\u8d39\uff09\uff0c\u4e5f\u4e0d\u4e07\u80fd\u3002\u82e5\u771f\u60f3\u5185\u5377\u8fdb\u4e3b\u6d41\u5f00\u53d1\u8005\u7684\u5de5\u5177\u7bb1\uff0c\u5b83\u5fc5\u987b\u5728\u5b89\u5168\u7b56\u7565\uff08\u5982\u4f1a\u8bdd\u52a0\u9501\u3001\u4e00\u952e\u540a\u9500\uff09\u3001\u4ee5\u53ca\u201c\u624b\u673a\u7aef\u5ba1\u9605\u800c\u975e\u64cd\u4f5c\u201d\u7684\u573a\u666f\u8bbe\u8ba1\u4e0a\uff0c\u518d\u4e0b\u529f\u592b\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e2a\u6709\u8da3\u7684\u6548\u7387\u5c0f\u5de5\u5177\uff0c\u4f46\u79bb\u201c\u79fb\u52a8\u4f5c\u6218\u5e73\u53f0\u201d\u8fd8\u6709\u8ddd\u79bb\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\">Cosyra 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">Cosyra gives you a persistent workspace for cloud agents. Your repos, branches, files, dependencies, terminals, and agent work stay together. Open it from your phone and keep building without leaving a laptop awake.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, Adam here, co-founder of Cosyra. I started building Cosyra because I kept running into the same annoying problem. I\u2019d give a coding agent a task, walk away from my laptop, and come back later to discover it had been waiting for an answer the whole time. I wanted the agent in my pocket instead. Our first version put the terminal on your phone. After watching our first 50 developers use it, we realized the terminal wasn\u2019t the most important part. The persistent workspace was. Cosyra v2.0 is a platform for your coding agents that you access from your phone. Your Ubuntu workspace keeps your repos, branches, files, installed dependencies, terminal sessions, and agent work together. Close the app, come back later, and continue where you left off. Your laptop doesn\u2019t need to stay awake. You can still work through a full terminal, connect GitHub, switch between sessions, and preview localhost apps. We also added a chat experience for people who are less comfortable living in the terminal. You can try Cosyra free for up to 10 hours over 7 days. I\u2019ll be here throughout launch day answering questions. I\u2019d especially love to hear how you currently keep coding agents moving when you\u2019re away from your desk, and what Cosyra would need before you\u2019d trust it with your own workflow. Thanks for checking out Cosyra v2.0<\/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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> Really impressive, Adam! This solves a pain point I run into all the time. Having to stay glued to my laptop just because an AI coding agent might need my input breaks the whole workflow. Being able to monitor and continue agent tasks from my phone is a huge quality-of-life improvement. Looking forward to trying Cosyra!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">@adamroman I understand this pain all too well<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@adamroman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamroman<\/a> Great, now I can’t even use “I’m away from my laptop” as an excuse to stop working. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>keeping the workspace alive and reachable from a phone is convenient but it also means the thing is sitting there reachable 24\/7 instead of only existing while your laptop happens to be open. if that phone gets lost or someone gets into the account, are they looking at a live terminal with your repos and creds already loaded, or is there a re-auth step before an agent session becomes usable again<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>You asked how people keep agents moving while away from the desk. My current answer is a terminal that pings me when an agent needs input, but that still means walking back to the laptop. Answering from my pocket sounds way better. Does the trial include the full terminal experience?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@terminal_candy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@terminal_candy<\/a> Yes. We don’t have paywalls for features, only for the compute, because that is a real operational cost for us. 10 hours are included in the free trial, or you can use it without a credit card. There’s a free version that includes 1 hour of compute per week. You can use the app as much as you want, though. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@terminal_candy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@terminal_candy<\/a> That’s exactly the gap we were after. When an agent needs input the prompt comes to your phone and you answer it right there, no walking back. And yes, it’s the full terminal, not a cut down view. Same shell, same TUIs, scrollback and all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/J46P5TZS23SP3N\" class=\"app-title\">Squishy<\/a><\/p>\n<div class=\"one-liner\">the screen time pet you keep alive with someone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Squishy \u662f\u4e00\u6b3e\u5c06\u8bbe\u5907\u4f7f\u7528\u76d1\u63a7\u4e0e\u865a\u62df\u5ba0\u7269\u517b\u6210\u76f8\u7ed3\u5408\u7684\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406\u5e94\u7528\uff0c\u901a\u8fc7\u4e0e\u4f34\u4fa3\u5171\u4eab\u4e00\u53ea\u5ba0\u7269\u7684\u60c5\u611f\u7f81\u7eca\uff0c\u89e3\u51b3\u4e2a\u4eba\u81ea\u5f8b\u96be\u3001\u8de8\u8bbe\u5907\u8ffd\u8e2a\u65ad\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35a28116-c524-41f5-9332-189068b71499.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2c84eb85-f141-406a-acc1-0671bfe94a51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03eb9bec-af9d-4b7e-b638-91c5b0ba5317.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c901bb1-0e51-4d37-a9f8-c7ad172292e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c020a5cb-14d0-4270-bd8d-2d9563833a56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/436a7056-fbeb-496b-80c1-e61f22073d72.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e8715ce7-cb20-4e2f-ad8c-1bc43ff9a227.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f07c1035-77bc-4ed2-bc78-4f1bd5ee7108.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u5ba0\u7269<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u60c5\u4fa3\/\u670b\u53cb\u76d1\u7763<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u62e6\u622a<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u62e6\u622a<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5171\u4eab\u5ba0\u7269\u201d\u5e26\u6765\u7684\u8d23\u4efb\u611f\u6bd4\u666e\u901a\u62e6\u622a\u5668\u66f4\u5f3a\uff0c\u4f46\u62c5\u5fe7\u4e00\u65b9\u505c\u6b62\u4f7f\u7528\u540e\u5ba0\u7269\u72b6\u6001\u5904\u7406\u3002\u5efa\u8bae\u589e\u52a0\u5b9e\u65f6\u901a\u77e5\u4f34\u4fa3\u5ba0\u7269\u72b6\u6001\u7684\u5f00\u5173\u3001\u81ea\u5b9a\u4e49\u5ba0\u7269\u76ae\u80a4\u8fdb\u9636\u7cfb\u7edf\u53ca\u4e70\u65ad\u5236\u9009\u9879\u3002\u5b89\u5353\u7248\u9700\u6c42\u660e\u786e\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 Squishy \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u628a\u201c\u81ea\u5f8b\u201d\u8fd9\u4e2a\u53cd\u4eba\u6027\u884c\u4e3a\uff0c\u5305\u88c5\u6210\u4e86\u201c\u517b\u5ba0\u201d\u8fd9\u79cd\u60c5\u611f\u6295\u8d44\u3002\u4f20\u7edf\u5c4f\u5e55\u65f6\u95f4\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\u662f\u201c\u7528\u6237\u4e0e\u673a\u5668\u5bf9\u6297\u201d\uff0c\u800c Squishy \u628a\u5b83\u53d8\u6210\u4e86\u201c\u7528\u6237\u4e0e\u540c\u4f34\u5171\u540c\u5b88\u62a4\u4e00\u4e2a\u8106\u5f31\u751f\u547d\u201d\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u793e\u4f1a\u76d1\u7763\u7684\u8f6f\u6027\u690d\u5165\u3002\u7ed3\u5408\u8de8\u8bbe\u5907\u540c\u6b65\u7684\u8bbe\u8ba1\uff0c\u5b83\u5835\u4f4f\u4e86\u7528\u6237\u201c\u624b\u673a\u6212\u4e86\u4f46\u7535\u8111\u653e\u7eb5\u201d\u7684\u5fc3\u7406\u6f0f\u6d1e\uff0c\u7b97\u662f\u5728\u4ea7\u54c1\u903b\u8f91\u4e0a\u5b8c\u6210\u4e86\u95ed\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u4ea7\u54c1\u7684\u6838\u5fc3\u77ed\u677f\u4e5f\u5f88\u660e\u663e\uff1a\u957f\u671f\u7559\u5b58\u4f9d\u8d56\u7684\u60c5\u611f\u7ed1\u5b9a\u80fd\u5426\u6301\u7eed\uff1f\u5f53\u524d\u201c\u6bcf\u65e5\u91cd\u7f6e+\u6709\u9650\u4ea4\u4e92\u201d\u7684\u8bbe\u8ba1\uff0c\u5f88\u5bb9\u6613\u8ba9\u5ba0\u7269\u6ca6\u4e3a\u67af\u71e5\u7684\u5956\u60e9\u8ba1\u6570\u5668\uff0c\u800c\u5931\u53bb\u201c\u517b\u6210\u611f\u201d\u3002\u7528\u6237\u63d0\u5230\u7684\u201c\u8fdb\u9636\u7cfb\u7edf\u201d\u548c\u201c\u76ae\u80a4\u89e3\u9501\u201d\u6b63\u662f\u6307\u5411\u8fd9\u4e00\u75db\u70b9\u2014\u2014\u5982\u679c\u5ba0\u7269\u72b6\u6001\u4ec5\u4ec5\u662f0\u548c1\u7684\u5207\u6362\uff0c\u800c\u6ca1\u6709\u6210\u957f\u66f2\u7ebf\uff0c\u90a3\u4e48\u201c\u6127\u759a\u9a71\u52a8\u201d\u8fdf\u65e9\u4f1a\u75b2\u52b3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c\u8ba2\u9605\u5236\u5bf9\u8fd9\u7c7b\u5de5\u5177\u662f\u4e2a\u53cc\u5203\u5251\u3002\u7528\u6237\u66f4\u613f\u610f\u4e3a\u4e00\u6b21\u6027\u4e70\u65ad\u4ed8\u8d39\uff08\u5982\u8bc4\u8bba\u6240\u63d0\uff09\uff0c\u800c\u5171\u4eab\u673a\u5236\u53c8\u9700\u8981\u53cc\u65b9\u6301\u7eed\u6d3b\u8dc3\u3002\u4e00\u65e6\u5176\u4e2d\u4e00\u4e2a\u7528\u6237\u5026\u6020\uff0c\u53e6\u4e00\u4e2a\u7528\u6237\u7684\u52aa\u529b\u4f1a\u88ab\u201c\u62c9\u5e73\u201d\uff0c\u53cd\u800c\u53ef\u80fd\u52a0\u901f\u4e24\u4eba\u53cc\u53cc\u5f03\u7528\u3002\u867d\u7136\u5f00\u53d1\u8005\u8bbe\u8ba1\u4e86\u89e3\u7ed1\u529f\u80fd\uff0c\u4f46\u8fd9\u79cd\u201c\u4ee3\u5165\u2014\u9000\u51fa\u4e00\u91cd\u65b0\u7ed1\u5b9a\u201d\u7684\u6d41\u7a0b\u6210\u672c\uff0c\u5bf9\u793e\u4ea4\u5173\u7cfb\u662f\u4e00\u79cd\u9690\u5f62\u7684\u635f\u8017\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cSquishy \u5207\u5165\u4e86\u4e00\u4e2a\u6709\u4ef7\u503c\u7684\u60c5\u7eea\u951a\u70b9\uff0c\u4f46\u8fd8\u6ca1\u6784\u5efa\u51fa\u8db3\u591f\u6df1\u7684\u6e38\u620f\u5316\u5faa\u73af\u6765\u652f\u6491\u957f\u671f\u4f7f\u7528\u3002\u5b83\u5728\u201c\u5524\u8d77\u8d23\u4efb\u201d\u4e0a\u505a\u5bf9\u4e86\uff0c\u4f46\u5728\u201c\u6301\u7eed\u5956\u52b1\u201d\u4e0a\u4ecd\u663e\u5355\u8584\u3002\u82e5\u540e\u7eed\u80fd\u52a0\u5165\u57fa\u4e8e\u884c\u4e3a\u6570\u636e\u7684\u5ba0\u7269\u6210\u957f\u6811\u3001\u4f4e\u95e8\u69db\u7684\u591a\u4eba\u5171\u4eab\uff08\u800c\u975e\u4ec5\u9650\u4e24\u4eba\uff09\u3001\u4ee5\u53ca\u66f4\u4e30\u5bcc\u7684\u6b63\u5411\u6fc0\u52b1\uff08\u800c\u975e\u53ea\u9760\u8d1f\u5411\u60e9\u7f5a\uff09\uff0c\u624d\u6709\u673a\u4f1a\u4ece\u201c\u73a9\u4e2a\u65b0\u9c9c\u201d\u53d8\u6210\u201c\u79bb\u4e0d\u5f00\u7684\u4f34\u4fa3\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\">Squishy<\/span>\n <\/div>\n<div class=\"comment-content\">Squishy is an app and website blocker with a mascot whose happiness follows your choices. Focus helps it recover. Opening blocked apps or sites drains it. Share one Squishy with a partner, friend, or family member, and both of you contribute to the same happiness bar while browsing details stay private. One subscription covers the owner and one invited partner, with sync across iPhone, iPad, Android, and Chrome.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve honestly tried every screen time app imaginable and the feature that syncs it across phone and browser might actually be what I was missing before. maybe there can be like a leveling system where you can customize squishy the more you stick to your 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ethan_cheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ethan_cheng<\/a> I think I optimized for the social aspect more than levelling. That does make sense though I was considering adding cosmetics to Squishy with a currency that you get after taking better care of Squishy. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The shared bar only works if both people keep opening the app. If one side drops off, does Squishy just stay unhappy, or is there a way to unpair and start fresh with someone else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Hey Jared, there are ways to increase Squishy’s happiness with the focus break (timed session to stay off your phone) and adding more ways in the future as well. The happiness also resets every day so depending on the difficulty could start with hard (50) or start easy (100). <\/p>\n<p>On your other note, it is also simple to start fresh with someone else. Simply unpair on settings then run through a pairing code with someone else.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’m came to support just because it is sooo cute, but stop – looks that I need that app!<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Thanks Kate! Android is coming out soon, but currently on Apple and Chrome \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@austin595 yeah actually need Android version for my partner \ud83d\ude4c\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>sharing the happiness bar with a partner while keeping the actual browsing details private is a smart way to get the accountability benefit without the awkwardness of someone literally seeing what you opened. does the partner get notified in real time when the pet is drained, or just a daily summary?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> It mainly is a daily summary if Squishy gets too low, because I’ve realized when testing that I actually do make Squishy sad (and back to happy) a lot when using it with my friend (and that notification might be a bit annoying). Perhaps I can add a toggle for notifications of people who may want that real time status update. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 built squishy because i kept telling myself to lock in and stop scrolling ig reels, just to immediately open x on my laptop. squishy is a screen time pet for iphone and chrome. when you hit blocked apps or websites, squishy loses happiness. when you come back and focus, squishy heals.<\/p>\n<p>the part i\u2019m most excited about is the sync: it\u2019s the same squishy across your phone and browser, so you can\u2019t \u201cbe good\u201d on one device while doomscrolling on the other.<\/p>\n<p>i\u2019d love feedback on whether this makes screen time feel more personal than a normal blocker.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@austin595\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@austin595<\/a> Great app concept with an insanely smooth onboarding flow. I would want a lifetime purchase option (tired of subscription based ones)<\/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>Well done on the launch and the virtual “pet?” idea. <\/p>\n<p>Are you planning on adding more personalisations and characters? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pooja_phillips\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pooja_phillips<\/a> Most likely go down the personalization route first!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The shared pet twist is so smart. Guilt from a normal blocker is easy to ignore but letting down a pet you share with someone is a whole different thing. Can you run more than one Squishy with different people? 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\/@terminal_candy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@terminal_candy<\/a> Thanks Peter! I was thinking of potentiall making Squishy shared between 2-4 people, but with only 100 Happiness it can be quite difficult to manage with multiple drops at once. In regards to one Squishy but with other people, I haven’t thought of that yet, I think the sync might be a bit more difficult to keep up with, but I appreciate the idea \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>@Austin a toggle sounds like the right call actually – some people would want the real-time ping specifically because it nudges them to go check on their partner right away, others would find it stressful. defaulting to daily summary and letting people opt into real-time seems like it avoids annoying most users while not taking the feature away from the ones who’d want 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\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> That makes sense. I was a bit hesitant with how many notifications but it does make sense since this is an accountability app at the end of the day. Thanks for the suggestion I’ll add it to my list!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cute one! \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/3YSZDYHUXHDBKS\" class=\"app-title\">Basement<\/a><\/p>\n<div class=\"one-liner\">Shopping browser with agentic checkout<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">110<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Basement\u662f\u4e00\u6b3e\u4e13\u4e3a\u8d2d\u7269\u8bbe\u8ba1\u7684AI\u6d4f\u89c8\u5668\uff0c\u901a\u8fc7\u667a\u80fd\u6bd4\u4ef7\u548c\u5355\u6b21\u865a\u62df\u5361\u4ee3\u4ed8\uff0c\u89e3\u51b3\u7528\u6237\u8d2d\u7269\u4fe1\u606f\u5206\u6563\u3001\u652f\u4ed8\u5b89\u5168\u98ce\u9669\u53ca\u8de8\u5e73\u53f0\u6bd4\u4ef7\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/40add26b-18b0-4d42-8365-b4de0af301cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b0c69e5-83d4-47df-a789-e056d9ed5ad7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/474be1b4-a693-4295-bb23-8578efe65fd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f06fb61-3c06-4487-823b-73792238729d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98e5d9ea-acf2-4a52-bac1-f2c8395bc888.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44a88737-57ba-4a8f-929b-b4479ba1fe83.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\/c86910b5-8066-41da-9dbf-04d9d626f64c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/z3gzPP1F_2g?si=uRqfkpDWfqcQDzwK\"><source src=\"https:\/\/youtu.be\/z3gzPP1F_2g?si=uRqfkpDWfqcQDzwK\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8d2d\u7269\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6bd4\u4ef7<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u7ed3\u8d26<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u865a\u62df\u5361<\/span><br \/>\n <span class=\"tag\">\u652f\u4ed8\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u9884\u7b97\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8863\u6a71\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u6bd4\u4ef7<\/span><br \/>\n <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/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\u5355\u6b21\u865a\u62df\u5361\u548c\u9884\u7b97\u7b7e\u540d\u673a\u5236\uff0c\u8ba4\u4e3a\u8fd9\u89e3\u51b3\u4e86\u4ee3\u7406\u8d2d\u7269\u7684\u6838\u5fc3\u5b89\u5168\u987e\u8651\u3002\u540c\u65f6\u63d0\u51fa\u4e24\u5927\u7591\u95ee\uff1a\u5982\u4f55\u907f\u514d\u4e70\u9519\uff08\u5c3a\u5bf8\u3001\u989c\u8272\u3001\u7b2c\u4e09\u65b9\u5356\u5bb6\uff09\uff0c\u4ee5\u53ca\u662f\u5426\u652f\u6301\u5df2\u8d2d\u5546\u54c1\u964d\u4ef7\u8ffd\u8e2a\u3002\u521b\u59cb\u4eba\u56de\u5e94\u76ee\u524d\u9700\u7528\u6237\u786e\u8ba4\u540e\u4e0b\u5355\uff0c\u672a\u6765\u5c06\u63a8\u66f4\u81ea\u4e3b\u7684\u7248\u672c\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 Basement\u7684\u91ce\u5fc3\u4e0d\u53ea\u662f\u4e00\u6b3e\u6bd4\u4ef7\u5de5\u5177\uff0c\u800c\u662f\u4e00\u6b21\u201c\u8d2d\u7269\u4ee3\u7406\u5316\u201d\u7684\u843d\u5730\u5c1d\u8bd5\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975eAI\u6bd4\u4ef7\u2014\u2014\u8fd9\u5df2\u662f\u7ea2\u6d77\u2014\u2014\u800c\u662f\u7528\u201c\u5355\u6b21\u865a\u62df\u5361+\u9884\u7b97\u7b7e\u540d\u201d\u91cd\u6784\u4e86\u4ea4\u6613\u4fe1\u4efb\u673a\u5236\u3002\u8fd9\u76f4\u51fb\u4e86\u6d88\u8d39\u8005\u5bf9AI\u4ee3\u4ed8\u7684\u6700\u5927\u5fc3\u7406\u969c\u788d\uff1a\u5931\u63a7\u7684\u8d22\u52a1\u98ce\u9669\u548c\u9690\u79c1\u66b4\u9732\u3002\u7528passkey\u7ed1\u5b9a\u9884\u7b97\u4e0a\u9650\uff0c\u8ba9\u7528\u6237\u5728\u201c\u6388\u6743\u201d\u4e0e\u201c\u5b89\u5168\u201d\u95f4\u627e\u5230\u4e86\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u5e73\u8861\u70b9\uff0c\u8fd9\u6bd4\u7ade\u54c1\u5f3a\u8c03\u7684\u201c\u7701\u94b1\u201d\u53d9\u4e8b\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u4ecd\u5904\u4e8e\u201c\u534a\u81ea\u52a8\u201d\u7684\u8fc7\u6e21\u6001\u2014\u2014\u9700\u8981\u7528\u6237\u786e\u8ba4\u624d\u80fd\u4e0b\u5355\u3002\u8fd9\u66b4\u9732\u4e86AI\u8d2d\u7269\u4ee3\u7406\u7684\u6838\u5fc3\u6096\u8bba\uff1a\u8981\u771f\u6b63\u201c\u7701\u5fc3\u201d\uff0c\u5c31\u5fc5\u987b\u727a\u7272\u90e8\u5206\u63a7\u5236\u6743\uff1b\u8981\u4fdd\u7559\u63a7\u5236\u6743\uff0c\u5c31\u6210\u4e86\u4e00\u4e2a\u66f4\u667a\u80fd\u7684\u6bd4\u4ef7\u5bfc\u822a\u5de5\u5177\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u201c\u4e70\u9519\u600e\u4e48\u529e\u201d\u7684\u7126\u8651\uff0c\u6697\u793a\u4e86\u5f53\u524dAI\u5728\u590d\u6742\u8d2d\u7269\u51b3\u7b56\u4e2d\u7684\u53ef\u4fe1\u5ea6\u7f3a\u53e3\u2014\u2014\u5b83\u5206\u4e0d\u6e05\u539f\u88c5\u8fd8\u662f\u4eff\u54c1\uff0c\u4e5f\u770b\u4e0d\u61c2\u201c\u4ec5\u5269\u4e00\u4ef6\u201d\u80cc\u540e\u7684\u5e93\u5b58\u6b3a\u9a97\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u6240\u8c13\u7684\u201c\u8863\u6a71\u201d\u529f\u80fd\u5b64\u7acb\u4e8e\u8d2d\u7269\u884c\u4e3a\u4e4b\u5916\uff0c\u82e5\u4e0d\u80fd\u4e0e\u9000\u8d27\u3001\u552e\u540e\u3001\u4ef7\u683c\u4fdd\u62a4\u6253\u901a\uff0c\u5c31\u53ea\u662f\u53e6\u4e00\u4e2a\u6570\u5b57\u9648\u5217\u67dc\u3002\u800c\u4f9d\u8d56Crossmint\u6784\u5efa\u7684\u652f\u4ed8\u5c42\u867d\u5de7\u5999\uff0c\u5374\u610f\u5473\u7740\u4ea7\u54c1\u80fd\u5426\u5927\u89c4\u6a21\u666e\u53ca\uff0c\u53d6\u51b3\u4e8e\u7528\u6237\u5bf9\u201c\u975e\u4f20\u7edf\u652f\u4ed8\u901a\u9053\u201d\u7684\u63a5\u7eb3\u7a0b\u5ea6\u3002\u603b\u4f53\u800c\u8a00\uff0cBasement\u5728\u201c\u91d1\u878d\u5b89\u5168\u201d\u4e0a\u5f97\u4e86\u9ad8\u5206\uff0c\u4f46\u5728\u201c\u5fc3\u667a\u4fe1\u4efb\u201d\u4e0a\u4ecd\u9700\u8bc1\u660e\uff1a\u5f53AI\u771f\u7684\u81ea\u4f5c\u4e3b\u5f20\u4e0b\u5355\u65f6\uff0c\u6d88\u8d39\u8005\u662f\u5426\u771f\u7684\u51c6\u5907\u597d\u4e86\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\">Basement<\/span>\n <\/div>\n<div class=\"comment-content\">Basement is now a shopping browser. Today we launch agentic checkout: your AI shopper finds the best price across the web and buys it for you. Every purchase runs on a single-use card scoped to one order, so your real card is never exposed and nothing goes beyond the budget you set. Every payment lands in one place. Powered by Crossmint. It knows what you like. Now it can buy it. Live on iOS and Chrome.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, Luis here, founder of Basement.<\/p>\n<p>I have spent the last decade building consumer products, and this is the one I could not stop thinking about. Shopping online still works against you: your purchases are scattered across dozens of store logins, every tool works for the store, and nothing remembers what you already bought.<\/p>\n<p>So I built a browser whose job is shopping. It learns what you like from how you actually browse, keeps a Closet of everything you own, finds the best price across the web, and today it closes the loop and checks out for you.<\/p>\n<p>The part I am most proud of is how the buying works. Every purchase runs on a single-use card scoped to that one order, minted inside a budget you sign with your passkey. Your real card never touches Basement, and no purchase can go beyond the cap you set. That checkout layer is powered by Crossmint.<\/p>\n<p>It is live today on iOS and Chrome. I would love your feedback, and I will be here all day answering everything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@perronef5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@perronef5<\/a> Really like that Basement doesn’t just help you find products\u2014it actually completes the purchase while keeping your payment details protected with single-use cards. Combining price comparison, secure checkout, and AI personalization makes for a compelling shopping experience. 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If it can find Argentina vs Spain under $150, I WANT IT RIGHT NOW<\/p>\n<p>How does live chat feature work?<\/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\/@hooni_tri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hooni_tri<\/a> You can chat with shoppers directly on any page \ud83e\udd18<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 single-use card scoped to one order is the part that actually makes this feel usable, that’s the real blocker for most people handing over checkout to an agent, not the price comparison. signing the budget with a passkey instead of just a stored limit somewhere is a nice touch too. does the Closet also track price drops on stuff you already own, like if a jacket you bought last month goes on sale somewhere else<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 single-use card scoped to one order is a genuinely good answer to the “what if it overspends” worry, but it doesn’t cover the “what if it buys the wrong thing” worry. wrong size, wrong color, a near-identical listing from a sketchy third-party seller instead of the actual brand, out of stock item substituted with something else entirely. is there a confirmation step before the card actually gets charged, or does “buys it for you” mean the purchase completes autonomously and you find out what you got when it arrives?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> As of now you need to confirm before it buys it for you. We aim to ship a more autonomous one with certain guards in place for derisking agent behavior.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TGECAQN6V64QWD\" class=\"app-title\">Basedash AI Kit<\/a><\/p>\n<div class=\"one-liner\">Ship AI analytics in your product, powered by GPT-5.6<\/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>Basedash AI Kit \u901a\u8fc7API\u5c06GPT-5.6\u9a71\u52a8\u7684AI\u6570\u636e\u5206\u6790\u5e08\u3001\u81ea\u52a8\u6d1e\u5bdf\u4e0e\u4eea\u8868\u76d8\u529f\u80fd\u5d4c\u5165\u4efb\u610f\u4ea7\u54c1\uff0c\u8ba9B2B SaaS\u56e2\u961f\u5728\u51e0\u5929\u5185\u4e3a\u7ec8\u7aef\u7528\u6237\u63d0\u4f9b\u5b9a\u5236\u5316\u7684\u5ba2\u6237\u4fa7\u5206\u6790\u4f53\u9a8c\uff0c\u5f7b\u5e95\u7701\u53bb\u81ea\u7814AI\u5206\u6790\u529f\u80fd\u7684\u6570\u6708\u5468\u671f\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10280f5d-6fc2-4e2f-b04b-04c8a46c882a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21f46465-6ca1-4520-a65a-9f7058e1b676.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4cee588-ac29-4afe-a938-9b7505589b4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a75340ac-15bb-4b2c-a356-796e16a0f6c0.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\/54c88c5a-7d30-43a2-ae4a-2de0b078cd48.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/J4dZkddjBP4\"><source src=\"https:\/\/youtu.be\/J4dZkddjBP4\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u5f0f\u5206\u6790<\/span><br \/>\n <span class=\"tag\">API\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">GPT-5.6<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4fa7\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d1e\u5bdf<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fBI<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u4ece\u5185\u90e8\u5de5\u5177\u5230\u53ef\u5d4c\u5165API\u7684\u8f6c\u53d8\uff0c\u5df2\u6709\u591a\u5bb6\u516c\u53f8\u4e3a\u6570\u5343\u7ec8\u7aef\u7528\u6237\u63d0\u4f9b\u5206\u6790\u80fd\u529b\u3002\u6709\u8bc4\u8bba\u5173\u6ce8\u57fa\u4e8e\u6587\u672c\u6570\u636e\uff08\u5982\u5de5\u5355\uff09\u7684\u6f5c\u5728\u63d0\u793a\u6ce8\u5165\u98ce\u9669\uff0c\u5b98\u65b9\u56de\u5e94\u79f0\u5371\u9669\u64cd\u4f5c\u9ed8\u8ba4\u9700\u4eba\u5de5\u786e\u8ba4\u540e\u624d\u6267\u884c\u3002\u53e6\u6709\u7528\u6237\u8be2\u95eeGPT-5.6\u5404\u7248\u672c\u7684\u4f5c\u7528\uff0c\u56e2\u961f\u56de\u5e94Terra\u9a71\u52a8AI\u5206\u6790\u5e08\uff0cSol\u7528\u4e8e\u6784\u5efa\u5f00\u53d1\u8005\u5e73\u53f0\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 Basedash AI Kit\u7684\u5b9a\u4f4d\u5f88\u806a\u660e\uff1a\u5b83\u4e0d\u662f\u53c8\u4e00\u4e2aBI\u5de5\u5177\uff0c\u800c\u662f\u8981\u6210\u4e3a\u6240\u6709B2B\u4ea7\u54c1\u7684\u201c\u5206\u6790\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u53e3\u53f7\u201cShip AI analytics in your product\u201d\u76f4\u51fb\u75db\u70b9\u2014\u2014\u8c01\u90fd\u60f3\u62e5\u6709Stripe\u6216Linear\u7ea7\u522b\u7684\u5206\u6790\u80fd\u529b\uff0c\u4f46\u81ea\u7814\u6210\u672c\u9ad8\u3001\u5468\u671f\u957f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201cAI\u6570\u636e\u5206\u6790\u5e08\u201d\u8fd9\u4e2a\u89d2\u8272\u5f7b\u5e95API\u5316\uff0c\u8ba9\u4f01\u4e1a\u4ee5\u6781\u4f4e\u4ee3\u4ef7\u76f4\u63a5\u8c03\u7528\u6700\u9876\u7ea7\u7684GPT-5.6\u6a21\u578b\u80fd\u529b\uff0c\u5e76\u505a\u5230\u884c\u7ea7\u5b89\u5168\u4e0e\u5b8c\u5168\u81ea\u5b9a\u4e49UI\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5e76\u975e\u65e0\u61c8\u53ef\u51fb\u3002\u9996\u5148\uff0c\u5bf9GPT-5.6\u7684\u9ad8\u5ea6\u7ed1\u5b9a\u662f\u4e00\u628a\u53cc\u5203\u5251\uff1a\u6a21\u578b\u80fd\u529b\u662f\u5176\u6740\u624b\u950f\uff0c\u4f46\u4e5f\u662f\u6f5c\u5728\u7684\u201c\u5355\u70b9\u6545\u969c\u201d\u548c\u6210\u672c\u9ed1\u6d1e\uff0c\u4e00\u65e6\u6a21\u578b\u8fed\u4ee3\u6216\u5b9a\u4ef7\u53d8\u52a8\uff0c\u6574\u4e2a\u4ea7\u54c1\u6839\u57fa\u5c06\u53d7\u51b2\u51fb\u3002\u5176\u6b21\uff0c\u201cAI agent\u53d6\u6570+\u884c\u52a8\u201d\u7684\u573a\u666f\u867d\u9177\uff0c\u4f46\u5f15\u5165\u4e86\u6570\u636e\u5b89\u5168\u65b0\u7ef4\u5ea6\u3002\u5b98\u65b9\u5bf9\u63d0\u793a\u6ce8\u5165\u98ce\u9669\u7684\u56de\u590d\u2014\u2014\u201c\u9ed8\u8ba4\u9700\u4eba\u5de5\u6279\u51c6\u201d\u2014\u2014\u5728\u5b9e\u9645\u5927\u89c4\u6a21\u5ba2\u6237\u4fa7\u573a\u666f\u4e0b\uff0c\u6bcf\u4e2a\u5206\u6790\u8bf7\u6c42\u90fd\u8d70\u5ba1\u6279\u6d41\u51e0\u4e4e\u4e0d\u73b0\u5b9e\uff0c\u8fd9\u8981\u4e48\u62d6\u6162\u7528\u6237\u4f53\u9a8c\uff0c\u8981\u4e48\u5927\u5e45\u6298\u635f\u201c\u81ea\u52a8\u201d\u7684\u4fbf\u5229\u6027\u3002\u771f\u6b63\u7684\u5b89\u5168\u9632\u7ebf\u5e94\u5728\u4e8e\u66f4\u7cbe\u7ec6\u7684\u6c99\u7bb1\u673a\u5236\u548c\u4e0a\u4e0b\u6587\u9694\u79bb\uff08\u6bd4\u5982\u8bad\u7ec3\u4e00\u4e2a\u4ec5\u8bfb\u4e0d\u5199\u7684\u4e13\u7528\u6a21\u578b\u5206\u652f\uff09\uff0c\u800c\u975e\u4f9d\u8d56\u4eba\u5de5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cBasedash\u5728\u6280\u672f\u548c\u5e02\u573a\u9700\u6c42\u4e0a\u8e29\u5bf9\u4e86\u70b9\uff0c\u4f46\u8981\u60f3\u4ece\u201c\u8ba8\u559c\u7684\u7ec4\u4ef6\u201d\u53d8\u6210\u201c\u4e0d\u53ef\u66ff\u4ee3\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u8fd8\u9700\u8981\u5728\u6a21\u578b\u4e2d\u7acb\u6027\u3001\u5b89\u5168\u5de5\u7a0b\u548c\u6210\u672c\u63a7\u5236\u4e0a\u7ed9\u51fa\u66f4\u786c\u7684\u7b54\u6848\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u5927\u6a21\u578b\u65f6\u4ee3\u91cc\u4e00\u4e2a\u7cbe\u81f4\u7684\u8fc7\u6e21\u54c1\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\">Basedash AI Kit<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash is the AI analytics platform \u2014 chat with an AI data analyst, automatic daily insights, automations, and dashboards. Now all of it is available through the API. Power your product’s customer-facing analytics with a fully custom UI, or extend your internal BI in ways no tool anticipated. Send a question, stream the answer, render the chart \u2014 every query scoped to the right customer. Ranked #1 on BI Bench and powered by GPT-5.6. The AI data analyst, now yours to build on.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re launching the Basedash developer platform: everything our AI analytics platform does \u2014 the AI data analyst, automatic daily insights, automations, dashboards \u2014 now available through the API, so you can build it into your own product.<\/p>\n<p>We’ve spent the last year shipping these features for internal teams. The developer platform turns them into infrastructure: your product’s analytics features, powered by Basedash, wearing your UI. Create a chat with “POST \/chats”, stream the analyst’s answer into your own interface, render the charts it builds, manage dashboards and automations \u2014 all scoped per customer with row-level security. We already supported embedding our UI; now you can build a fully custom one.<\/p>\n<p>Fitting for OpenAI day: the AI analyst is powered by GPT-5.6, and it’s currently ranked #1 on <a href=\"https:\/\/www.basedash.com\/bi-bench\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">BI Bench<\/a>, our public benchmark of AI data analysts.<\/p>\n<p>We built this because we kept getting the same request: teams loved the analyst internally and wanted it in front of their customers. The first integrations shipped customer-facing AI analytics in days, not the quarters it takes to build in-house.<\/p>\n<p>PH community: mention Product Hunt when you reach out and we’ll extend your trial. Happy to answer any questions or help integrate Basedash into your product.<\/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>Over the last year we\u2019ve watched customers use our AI analyst internally, and one request kept coming up: <em>\u201cCan we put this in front of our own customers?\u201d<\/em><\/p>\n<\/p>\n<p>That\u2019s what today\u2019s launch is. Instead of spending months building AI-powered analytics, dashboards, insights, and reporting from scratch, you can plug our API into your own product and ship customer-facing analytics in days.<\/p>\n<\/p>\n<p>I\u2019m especially excited about this because we\u2019ve already seen companies use it to power analytics for thousands of their own users. Watching something that started as an internal BI tool become infrastructure for other products has been pretty surreal.<\/p>\n<\/p>\n<p>If you\u2019re building a B2B SaaS product and have ever thought, \u201cwe should have analytics like Stripe, Linear, or HubSpot,\u201d I\u2019d love to hear what you\u2019re building. Happy to answer questions or jam on use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch. one question on the actions side – since the analyst reads customer data and Basedash Actions can let it take action on it, have you thought about prompt injection coming from inside the data itself, like a support ticket or a text field with instructions embedded in it, not from the user asking the question. curious if that’s scoped\/sandboxed separately from the read-only chat path<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> For sure. Any potentially dangerous actions default to requiring explicit approval from the user, so there’s always a human in the loop before the agent does anything destructive. Once you feel confident, you can enable auto-approve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What did GPT-5.6 Sol, Terra and Luna unlock that made your launch possible?<\/div>\n<div class=\"comment-actions\">\n<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\">GPT-5.6 Terra powers the Basedash AI data analyst agent across the app. This includes our AI chat, dashboard builder, and daily insight generator, all of which can now be integrated into other products to power AI analysis features in any app.<\/p>\n<p>We also used GPT-5.6 Sol to design and build the whole developer platform. We brainstormed the architecture together and wrote all the code for the various API endpoints.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WJ7JOLKRYQKVYC\" class=\"app-title\">HonorBox<\/a><\/p>\n<div class=\"one-liner\">Sell digital products with just Stripe and GitHub<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HonorBox \u8ba9\u5f00\u53d1\u8005\u4ec5\u7528 Stripe \u548c GitHub \u5c31\u80fd\u642d\u5efa\u6570\u5b57\u4ea7\u54c1\u9500\u552e\u5546\u5e97\uff0c\u7701\u53bb\u652f\u4ed8\u5e73\u53f0\u62bd\u6210\uff0c\u5b9e\u73b0\u65e0\u670d\u52a1\u5668\u3001\u57fa\u4e8e\u4ed3\u5e93\u9080\u8bf7\u7684\u6570\u5b57\u4ea4\u4ed8\u95ed\u73af\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19589556-b273-4b73-94e3-371d1245cf40.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/28872abe-caa4-4dc0-902c-ed6f16a246ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1221794-3cd2-4712-a0a1-7559189392e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc093e64-b0fc-424b-9173-614b74ac4b4f.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\">Payments<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5546\u54c1\u9500\u552e<\/span><br \/>\n <span class=\"tag\">Stripe\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668\u7535\u5546<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u7f51\u7ad9<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4ea4\u4ed8<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5f15\u64ce<\/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\u4e3aHonorBox\u5de7\u5999\u5229\u7528\u4e86\u5f00\u53d1\u8005\u4fe1\u4efb\u7684\u5de5\u5177\uff0c\u4f46\u56f0\u60d1\u5176\u9996\u4e2a\u76ee\u6807\u7528\u6237\u662f\u5426\u4e3a\u5f00\u53d1\u8005\u7fa4\u4f53\u3002\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\u4ea4\u4ed8\u901f\u5ea6\u3001\u8de8\u90ae\u7bb1\u5339\u914d\u3001\u9000\u6b3e\u4e0e\u6743\u9650\u64a4\u9500\u673a\u5236\uff0c\u4ee5\u53ca\u8bb8\u53ef\u8bc1\u5bc6\u94a5\u7b49\u5e38\u89c1\u9644\u52a0\u9700\u6c42\u5982\u4f55\u5b9e\u73b0\u3002\u521b\u5efa\u8005\u660e\u786e\u56de\u5e94\uff1a\u4ea4\u4ed8\u4e0d\u4f9d\u8d56\u90ae\u7bb1\uff0c\u800c\u662f\u901a\u8fc7\u7ed3\u8d26\u65f6\u6536\u96c6\u7684GitHub\u7528\u6237\u540d\uff1bPro\u7248\u53ef\u81ea\u52a8\u5904\u7406\u9000\u6b3e\u4e0e\u540a\u9500\uff1b\u8bb8\u53ef\u8bc1\u5bc6\u94a5\u901a\u8fc7\u79bb\u7ebf\u7b7e\u540d\u6a21\u5757\u89e3\u51b3\uff0c\u907f\u514d\u5f15\u5165\u540e\u7aef\u670d\u52a1\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 HonorBox \u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6781\u5176\u7cbe\u5de7\u7684\u201c\u80f6\u6c34\u4ee3\u7801\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u5b8c\u6574\u5e73\u53f0\u3002\u5b83\u5207\u4e2d\u7684\u75db\u70b9\u662f\u771f\u5b9e\u4e14\u5c16\u9510\u7684\uff1a\u5e73\u53f0\u62bd\u621010%\u5728\u6570\u5b57\u5546\u54c1\uff08\u5c24\u5176\u662f\u4ee3\u7801\u7c7b\u5546\u54c1\uff09\u4ea4\u6613\u4e2d\u663e\u5f97\u8352\u8c2c\uff0c\u56e0\u4e3aStripe\u548cGitHub\u672c\u8eab\u5df2\u5177\u5907\u652f\u4ed8\u4e0e\u6743\u9650\u63a7\u5236\u7684\u6838\u5fc3\u80fd\u529b\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u505a\u4e86\u591a\u5c11\u201d\uff0c\u800c\u5728\u4e8e\u201c\u6ca1\u6709\u505a\u4ec0\u4e48\u201d\u2014\u2014\u5b83\u6ca1\u6709\u5efa\u6570\u636e\u5e93\u3001\u6ca1\u6709\u5199\u590d\u6742\u7684\u540e\u53f0\u3001\u6ca1\u6709\u641e\u7528\u6237\u7ba1\u7406\uff0c\u800c\u662f\u628a\u4e24\u4e2a\u6210\u719f\u670d\u52a1\u7684\u9e3f\u6c9f\u7528350\u884c\u4ee3\u7801\u586b\u4e0a\uff0c\u5e76\u7528GitHub Action\u8fd9\u5957\u73b0\u6709\u57fa\u5efa\u6765\u9a71\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8363\u8000\u7684\u80cc\u9762\u662f\u59a5\u534f\u3002\u4ea7\u54c1\u5bf9\u4e70\u5bb6\u8eab\u4efd\u7684\u4e25\u683c\u9650\u5236\uff08\u5fc5\u987b\u662fGitHub\u7528\u6237\u4e14\u8f93\u5165GitHub\u7528\u6237\u540d\uff09\u76f4\u63a5\u9609\u5272\u4e86\u9762\u5411\u975e\u5f00\u53d1\u8005\u5e02\u573a\u7684\u80fd\u529b\uff0c\u800c\u521b\u5efa\u8005\u81ea\u5df1\u4e5f\u5766\u7387\u627f\u8ba4\u4e86\u8fd9\u4e00\u70b9\u3002\u66f4\u5173\u952e\u7684\u98ce\u9669\u5728\u4e8e\uff0c\u5b83\u628a\u7535\u5546\u8fd0\u8425\u7684\u53ef\u9760\u6027\u5b8c\u5168\u538b\u5728\u4e86GitHub Action\u8fd9\u4e2a\u975e\u4e8b\u52a1\u6027\u5b9a\u65f6\u4efb\u52a1\u4e0a\u3002Action\u53ef\u80fd\u5ef6\u8fdf\u3001\u8df3\u8fc7\u3001\u6216\u5728API\u9650\u6d41\u65f6\u5931\u6548\uff0c\u800cStripe\u652f\u4ed8\u94fe\u63a5\u7684\u72b6\u6001\u8fd4\u56de\u201c200\u4f46\u5df2\u5931\u6548\u201d\u8fd9\u79cd\u9690\u6666\u9519\u8bef\uff0c\u5373\u4fbf\u6709\u201c\u8c03\u548c\u5bf9\u8d26\u201d\u529f\u80fd\uff0c\u4ecd\u610f\u5473\u7740\u5e97\u94fa\u8001\u677f\u5fc5\u987b\u5177\u5907\u6392\u67e5CI\u5931\u8d25\u65e5\u5fd7\u7684\u6280\u672f\u80fd\u529b\u3002\u8fd9\u4e0d\u518d\u662f\u201c\u65e0\u4ee3\u7801\u7535\u5546\u201d\uff0c\u800c\u662f\u201c\u6709\u4ee3\u7801\u7684\u8fd0\u7ef4\u8d23\u4efb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u6a21\u5f0f\u770b\uff0c\u514d\u8d39MIT\u5f15\u64ce\u662f\u5f15\u6d41\u624b\u6bb5\uff0cPro\u7248\u624d\u662f\u771f\u6b63\u7684\u5229\u6da6\u4e2d\u5fc3\u2014\u2014\u81ea\u52a8\u5316\u9000\u6b3e\u540a\u9500\u3001\u5728\u7ebf\u5408\u89c4\u68c0\u6d4b\u3001\u79bb\u7ebf\u7b7e\u540d\u6a21\u5757\uff0c\u8fd9\u4e9b\u624d\u662f\u5c0f\u56e2\u961f\u6700\u7f3a\u7684\u4ea4\u94a5\u5319\u80fd\u529b\u3002\u4f46HonorBox\u6700\u7ec8\u80fd\u6269\u591a\u5927\u7684\u4f53\u91cf\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8ba9\u975e\u6781\u5ba2\u7528\u6237\u4e5f\u6562\u7528\uff0c\u6216\u8005\u7518\u613f\u6c38\u8fdc\u805a\u7126\u5728\u201c\u5f00\u53d1\u8005\u5356\u4e1c\u897f\u7ed9\u5f00\u53d1\u8005\u201d\u8fd9\u4e2a\u5c0f\u4f17\u4f46\u5fe0\u8bda\u7684\u7ec6\u5206\u5e02\u573a\u3002\u4e00\u53e5\u8bdd\uff1a\u4e00\u4e2a\u806a\u660e\u4eba\u7684\u5de5\u5177\uff0c\u4f46\u8fd8\u6ca1\u6709\u6210\u4e3a\u5927\u4f17\u7684\u4ea7\u54c1\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\">HonorBox<\/span>\n <\/div>\n<div class=\"comment-content\">Your storefront is a static site on GitHub Pages. Checkout is a Stripe Payment Link on your own account. A scheduled GitHub Action delivers each sale by inviting the buyer to your private repo.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>HonorBox is listed across Payments, Developer Tools, Productivity, and Social & Community, which makes me wonder about the first target user. Is this mainly for makers\/dev teams handling rewards or recognition, or is the payment angle more central? A concrete example workflow would help place it quickly.<\/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\/@mia_qiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mia_qiao<\/a> Payments is the whole point, the category spread is just tagging. The first target user is a developer selling a code-shaped product to other developers: a CLI, a template pack, a course that lives in a repo, a paid tool. Concrete workflow: fork the template, edit one config file, run the init script with a restricted Stripe key and it creates the product, price and payment link for you, turn on GitHub Pages and the store is live. Your buyer clicks buy, pays on Stripe, types their GitHub username at checkout, and a scheduled Action invites that username to your private product repo. The storefront I sell from is this exact engine unmodified, so the demo is the source.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\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 wanted to sell something to developers and could not find a good reason to pay a platform 10% for hosting a download link.<\/p>\n<p>Stripe already handles the payment. GitHub already handles access to private code. The gap between them turned out to be about 350 lines, so I wrote them and made it MIT.<\/p>\n<p>The happy path was the easy part. What took the time was everything that fails without telling you. A payment link you deactivated still returns HTTP 200, so your buy button looks fine and takes nobody’s money. A Stripe session can complete 23 hours after it was created, so a scan window sized to your poll interval loses that sale while the job stays green. An empty ledger looks the same whether nobody came or the store broke on Tuesday.<\/p>\n<p>None of those throw an error. That is the real problem with this architecture, and it is why the free engine ships with a reconciliation pass instead of just a webhook.<\/p>\n<p>If your buyers are not on GitHub this is the wrong tool, since delivery is a repo invite. Rather say that now than have someone find out after.<\/p>\n<p>Happy to answer anything, including the awkward parts.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is such a clever use of tools developers already trust. Stripe handles the money, GitHub handles access, and HonorBox just connects the two.<\/p>\n<\/p>\n<p>How long does it usually take from payment to getting access to the private repo? And what happens if the buyer uses a different email for Stripe and GitHub?<\/p>\n<\/p>\n<p>Really smart idea. 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\/@john_heaton06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@john_heaton06<\/a> Thanks! Usually within minutes, always within a few hours in the default polling mode, and there’s an opt-in webhook mode if you want it near-instant. The email question is the nice part: emails never have to match, because delivery doesn’t key on email at all. Checkout asks for the buyer’s GitHub username as a custom field and the invite goes to that username, so their Stripe receipt can go anywhere. And since GitHub expires an unaccepted invite after seven days, the engine re-issues it before that happens, a buyer who missed the notification doesn’t lose what they paid for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the reconciliation pass is the part that actually matters here, most people building the happy-path version wouldn’t even think about a payment link silently returning 200 while deactivated. how far back does the reconciliation job look though, if someone’s GitHub Action was down for a few days does it catch every sale in that gap or just the most recent window<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Shipped mid-launch: Pro’s conformance suite now runs itself. A scheduled guard runs the sixteen checks plus the delivery reconcile in your own ops repo, and when something goes red it opens one GitHub issue naming the exact failure, keeps that same issue current while it persists, and closes it when the store comes back clean. A run that errors counts as an alarm too, because a guard that cannot see and says nothing is exactly how these stores lose money quietly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 Stripe + GitHub combo is clever since it skips a database entirely \u2014 repo as the product store, Stripe as the ledger. What happens if a buyer needs a refund or you want to revoke access after the fact, does that require manually editing repo permissions? Also curious how you’re handling license key delivery if a product needs one, since that’s usually the part that turns “just Stripe” into a real backend.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@leo404\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo404<\/a> No manual permission editing. The free engine keeps your books in a ledger and delivery is one scheduled Action, so revoking is removing the collaborator, one call or one click, and the reconcile pass will tell you if paid access and actual access ever disagree. Pro automates the refund case end to end: a refund guard watches Stripe and revokes the buyer’s repo access on its own when a refund lands. On license keys, you’re right that this is where ‘just Stripe’ usually grows a backend, which is why I kept keys out of the delivery path entirely. Access IS the repo invite. If your product itself needs keys, Pro ships an ed25519 license module: keys signed in CI, verified offline in your app with drop-in snippets for JS and Python, still no server<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NWV2HEY7XCIWPQ\" class=\"app-title\">Megaphone<\/a><\/p>\n<div class=\"one-liner\">Open-source Mac dictation App that’s 100% on-device<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Megaphone \u662f\u4e00\u6b3e 100% \u672c\u5730\u8fd0\u884c\u7684\u5f00\u6e90 macOS \u542c\u5199\u5e94\u7528\uff0c\u7528\u6237\u53ea\u9700\u6309\u4f4f Fn \u952e\u8bf4\u8bdd\uff0c\u5373\u53ef\u5728\u4efb\u610f\u5e94\u7528\u4e2d\u8f93\u51fa\u7ecf\u8fc7\u667a\u80fd\u6e05\u7406\u7684\u7eaf\u51c0\u6587\u5b57\uff0c\u5f7b\u5e95\u89e3\u51b3\u4e86\u4f20\u7edf\u8bed\u97f3\u8f93\u5165\u9700\u8054\u7f51\u3001\u8ba2\u9605\u6602\u8d35\u4e14\u5ef6\u8fdf\u9ad8\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33ad512b-d38b-41a6-8e80-650d881881f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6abc467e-ad86-43f4-9f6e-d9bb37c93813.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb19411e-0eb1-4f73-9c2b-8de495b8bd95.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b498db18-7889-4f47-93d7-0f223b48c777.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\/3a8938d2-aff9-4bb3-943a-03260fc1c37f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=ECdSnu_1Ca8\"><source src=\"https:\/\/www.youtube.com\/watch?v=ECdSnu_1Ca8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Apple<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u542c\u5199<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6e05\u7406<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39<\/span><br \/>\n <span class=\"tag\">Apple Silicon<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u547d\u4ee4<\/span><br \/>\n <span class=\"tag\">MIT\u8bb8\u53ef\u8bc1<\/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\u672c\u5730\u8fd0\u884c\u548c\u5f00\u6e90\u7279\u6027\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u4e0e\u82f9\u679c\u81ea\u5e26\u542c\u5199\u7684\u533a\u522b\uff08\u5f00\u53d1\u8005\u56de\u5e94\u91c7\u7528\u65b0API\u5e76\u652f\u6301\u5e94\u7528\u4e0a\u4e0b\u6587\uff09\uff1b\u8bcd\u5178\u5728\u591a\u8bbe\u5907\u95f4\u7684\u540c\u6b65\u95ee\u9898\uff08\u5df2\u901a\u8fc7\u65b0\u589e\u5bfc\u5165\u5bfc\u51fa\u6309\u94ae\u89e3\u51b3\uff09\uff1b\u5bf9\u6280\u672f\u8bed\u97f3\u7684\u51c6\u786e\u6027\u597d\u5947\uff1b\u4ee5\u53ca\u81ea\u7ea0\u9519\u6e05\u7406\u662f\u5426\u652f\u6301\u8de8\u53e5\u4fee\u6b63\u3002\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u793e\u533a\u671f\u5f85\u5ea6\u9ad8\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 Megaphone \u7684\u8bde\u751f\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524d\u8bed\u97f3\u8f93\u5165\u5e02\u573a\u7684\u4e00\u5757\u201c\u80a5\u8089\u201d\u2014\u2014\u4e13\u4e1a\u7528\u6237\u5bf9\u9690\u79c1\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u7684\u7efc\u5408\u654f\u611f\u5ea6\u3002\u5b83\u5e76\u975e\u6280\u672f\u4e0a\u7684\u98a0\u8986\u6027\u521b\u65b0\uff0c\u800c\u662f\u5de7\u5999\u5730\u5c06\u82f9\u679c\u5728 macOS 26 \u4e2d\u4e0b\u653e\u7684 SpeechAnalyzer \u672c\u5730 API \u548c Foundation Models \u91cd\u65b0\u7ec4\u88c5\u4e3a\u9762\u5411\u6d88\u8d39\u8005\u7684\u987a\u6ed1\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e09\u70b9\uff1a\u4e00\u662f\u5c06\u201c\u4e07\u7269\u57fa\u4e8e\u4e91\u7aef\u201d\u7684\u884c\u4e1a\u60ef\u6027\u6253\u7834\u4e86\uff0c\u8bc1\u660e\u4e86\u672c\u5730\u6a21\u578b\u5728\u7279\u5b9a\u573a\u666f\u4e2d\u7684\u901f\u5ea6\u548c\u51c6\u786e\u6027\u5df2\u4e0d\u8f93\u751a\u81f3\u8d85\u8d8aWhisper Small\u7b49\u4e91\u7aef\u65b9\u6848\uff1b\u4e8c\u662f\u901a\u8fc7\u201cHold Fn + \u5e94\u7528\u4e0a\u4e0b\u6587\u9002\u914d\u201d\u5c06\u4ea4\u4e92\u95e8\u69db\u964d\u5230\u6781\u81f4\uff0c\u8fdc\u8d85\u4f20\u7edf\u201c\u70b9\u51fb\u6309\u94ae-\u8bf4\u8bdd-\u7b49\u5f85-\u4fee\u6539\u201d\u7684\u62d9\u52a3\u6d41\u7a0b\uff1b\u4e09\u662f\u5f00\u6e90 MIT \u534f\u8bae\u5728\u4fe1\u4efb\u6210\u672c\u548c\u751f\u6001\u5efa\u8bbe\u4e0a\u7ed9\u4e88\u7528\u6237\u81f4\u547d\u4e00\u51fb\uff0c\u76f4\u63a5\u6740\u6b7b\u4e86\u90a3\u4e9b\u9760\u8ba2\u9605\u548c\u9690\u79c1\u6362\u4fbf\u5229\u7684\u7ade\u54c1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u6765\u770b\uff0c\u5176\u5929\u82b1\u677f\u540c\u6837\u660e\u663e\uff1a\u91cd\u5ea6\u4f9d\u8d56\u82f9\u679c\u7684\u79c1\u6709 API\uff0c\u4e00\u65e6\u82f9\u679c\u66f4\u65b0\u6216\u9650\u5236\u8c03\u7528\uff0c\u751f\u5b58\u7a7a\u95f4\u4f1a\u88ab\u77ac\u95f4\u538b\u7f29\uff1b\u672c\u5730\u6a21\u578b\u7684\u8bcd\u5178\u548c\u8bed\u5883\u5b66\u4e60\u80fd\u529b\u5728\u957f\u671f\u4f7f\u7528\u4e2d\u662f\u5426\u5b58\u5728\u9057\u5fd8\u6216\u8fc7\u62df\u5408\u95ee\u9898\uff0c\u7f3a\u4e4f\u6570\u636e\u9a8c\u8bc1\uff1b\u4e14\u5f53\u524d\u4ec5\u9002\u914d Apple Silicon \u548c macOS 26 \u7684\u6392\u4ed6\u6027\uff0c\u5c06\u5176\u9501\u6b7b\u5728\u201c\u6700\u5148\u8fdb\u4f46\u7528\u6237\u57fa\u6570\u6709\u9650\u201d\u7684\u751f\u6001\u4f4d\u91cc\u3002\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u548c\u9690\u79c1\u7684 Mac \u91cd\u5ea6\u73a9\u5bb6\uff0cMegaphone \u662f\u8fd1\u4e4e\u5b8c\u7f8e\u7684\u5de5\u5177\uff1b\u4f46\u5bf9\u666e\u901a\u7528\u6237\u800c\u8a00\uff0c\u5b83\u4ecd\u662f\u4e00\u6b21\u52c7\u6562\u8005\u7684\u5c1d\u9c9c\u2014\u2014\u4e0d\u591f\u7a33\u5b9a\u3001\u4e0d\u591f\u517c\u5bb9\uff0c\u4f46\u8db3\u591f\u8ba9\u4eba\u5bf9\u201c\u672c\u5730\u667a\u80fd\u201d\u7684\u672a\u6765\u5174\u594b\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\">Megaphone<\/span>\n <\/div>\n<div class=\"comment-content\">Hold Fn, speak, and Megaphone types clean text into any Mac app. Apple\u2019s SpeechAnalyzer transcribes as you talk, while on-device Foundation Models remove fillers, fix self-corrections, adapt to app context, and power inline voice commands. No account, API key, subscription, or server. Free, MIT-licensed, and native to Apple silicon Macs running macOS 26.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>A few days ago, I was scrolling Hacker News when I came across a benchmark of Apple\u2019s new SpeechAnalyzer API.<\/p>\n<p>The results caught me off guard: Apple\u2019s on-device model was more accurate and roughly three times faster than Whisper Small in the benchmark.<\/p>\n<p>That made me wonder why so many Mac dictation apps still need subscriptions and cloud-hosted transcription.<\/p>\n<p>So I built Megaphone.<\/p>\n<p>Hold Fn, speak naturally, and release. Megaphone types clean text directly into whatever app you are using. SpeechAnalyzer processes your audio while you talk, and Apple\u2019s on-device Foundation Models clean up fillers, resolve self-corrections, and fix punctuation before the result lands.<\/p>\n<p>A few other things it can do:<\/p>\n<p>\u2022 Start with \u201cHey Megaphone\u201d to generate or rewrite text directly at your cursor<br \/>\n\u2022 Adapt formatting and vocabulary to the active app<br \/>\n\u2022 Learn names, acronyms, and technical terms in a private Dictionary<br \/>\n\u2022 Run in multiple languages<br \/>\n\u2022 Use hold-to-talk, toggle recording, custom shortcuts, and voice macros<\/p>\n<p>There is no Megaphone account, API key, subscription, cloud transcription service, or server receiving your recordings.<\/p>\n<p>Megaphone is free, MIT-licensed, and built natively in Swift for Apple silicon Macs running macOS 26 Tahoe.<\/p>\n<p>It is built on top of Zach Latta\u2019s excellent FreeFlow project. I replaced its cloud transcription stack with Apple\u2019s SpeechAnalyzer and moved the cleanup and intelligence layer onto Apple\u2019s on-device models.<\/p>\n<p>I would especially love feedback on three things:<\/p>\n<p>1. Accuracy with names, accents, and technical vocabulary<br \/>\n2. Whether Smart Cleanup changes too much\u2014or not enough<br \/>\n3. Whether Inline AI feels genuinely useful in daily work<\/p>\n<p>The source is public, the issue tracker is open, and I am actively maintaining it. Thanks for giving Megaphone a try.<\/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\/@kuberwastaken\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kuberwastaken<\/a> Really like that Megaphone keeps everything on-device while turning natural speech into clean, polished text. The app-aware voice commands and native macOS integration make it feel like a fast, privacy-friendly productivity tool. 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Free, open source, and fully on device is such a rare combo for dictation. Hold Fn and just talk is exactly the right interaction too. Does it type into anything, even a terminal prompt? 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\/@terminal_candy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@terminal_candy<\/a> absolutely, especially a terminal prompt, I love it on my codex and claude code sessions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honest question: how is this different\/better than Apple\u2018s own dictation feature in macOS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrtoner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrtoner<\/a> great question!<\/p>\n<p>the one apple uses for built in dictation is called DictationTranscriber and is much dated<br \/>SpeechAnalyser is very new<\/p>\n<p>Megaphone also uses the inline AI to fix tones and has application context so in an email window, it types like an email, on a slack thread, it types like a slack message !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running everything on-device feels like a long-term advantage if the experience is just as good as cloud tools.<\/p>\n<p>Curious\u2014what convinces people to stick with Megaphone after the first week\u2014privacy, speed, or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aryan787544\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryan787544<\/a> absolutely ! It’s likely a mixture of both \ud83d\ude42 Megaphone is for everyone and Open Source<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>since everything is local with no account or server, what happens to the private Dictionary if you use more than one Mac. does it stay per machine and you re-teach it your names and jargon on each one, or is there some sync path that doesn’t involve a cloud account<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> that’s actually a really good suggestion, maybe we can do that wish JSONs<\/p>\n<p>will ship later today<br \/>Edit: there’s a new import and export dictionary button in v1.1.8 !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>100% on-device is the part that sold me \u2014 no cloud round-trip for dictation means it should work fine offline and nothing leaves the machine, which is rare for this category. What’s the on-device model you’re running for transcription, and how’s accuracy holding up against something like Whisper cloud on technical\/code-heavy speech? Also curious if it’s Swift\/native or if you’re wrapping something cross-platform under the hood.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hi_i_am_mimo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hi_i_am_mimo<\/a> SpeechAnalyser API and Apple’s on-device foundation model and 100% swift \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>no account or server for a dictation app is genuinely rare, most of them want a login and a subscription before you even test the accuracy. the self-correction cleanup is the feature I’d actually use daily, saying a sentence wrong and just re-saying it instead of manually deleting the messed up part. does it handle a correction that comes a few sentences later, like if you catch a mistake after you’ve already moved on, or does it only fix corrections said right after the error<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is there any equivalent to this that’s possible on Windows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Amazing, I’ve been looking for an open source voice to text solution<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 folks, adding to launch day excitement, I’m running an agent loop that looks at the best suggestions in the comments and raises PRs to integrate it into the app \ud83d\ude4c<\/p>\n<p>So drop your best ideas that would make Megaphone perfect for you \ud83d\ude42<br \/><a href=\"https:\/\/github.com\/Kuberwastaken\/megaphone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/Kuberwastaken\/megaphone<\/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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/56HF5BO4BC6T34\" class=\"app-title\">AgentLoop<\/a><\/p>\n<div class=\"one-liner\">Starts a fresh Codex worker and critic every cycle<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">101<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AgentLoop\u901a\u8fc7\u6bcf\u8f6e\u5faa\u73af\u542f\u52a8\u5168\u65b0\u7684\u4ee3\u7801\u5de5\u4f5c\u8282\u70b9\u548c\u8bc4\u5ba1\u8282\u70b9\uff0c\u81ea\u52a8\u5b8c\u6210\u201c\u8bbe\u5b9a\u76ee\u6807-\u7f16\u7801-\u6d4b\u8bd5-\u53cd\u9988\u201d\u95ed\u73af\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u957f\u671f\u76d1\u63a7AI\u7f16\u7801\u65f6\u8d28\u91cf\u4e0b\u6ed1\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/5201dcdf-ad89-4ada-b0dd-35b4de5efb01.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/4zRdMMzh3C8\"><source src=\"https:\/\/youtu.be\/4zRdMMzh3C8\" 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\/97eb80c0-e978-44ad-8a20-ca7b6f3ff1a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5494dfa9-223f-4e14-972c-d959b47271f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/11742d7b-00b4-464f-bb6f-05c1cdb710d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae25e9ac-c2b4-4d78-8732-d44f3ebed26a.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\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5\u5faa\u73af<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6c99\u76d2<\/span><br \/>\n <span class=\"tag\">\u65e0\u4f9d\u8d56Node.js<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u65b0\u9c9c\u5ea6<\/span><br \/>\n <span class=\"tag\">MCP\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8d28\u91cf\u95ed\u73af<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GPT-5.6\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c2\u6d4b\u4eea\u8868\u677f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u65b0\u9c9c\u5de5\u4f5c\u8282\u70b9\/\u8bc4\u5ba1\u8282\u70b9\u201d\u7684\u8bbe\u8ba1\u53ef\u907f\u514d\u4e0a\u4e0b\u6587\u8150\u70c2\uff0c\u4f46\u8d28\u7591\u56fa\u5b9a\u51c6\u5219\uff08GUIDELINES.md\uff09\u53ef\u80fd\u9057\u6f0f\u672a\u9884\u671f\u7684\u9519\u8bef\uff1b\u6279\u8bc4\u8005\u8bef\u5224\u65f6\u5de5\u4f5c\u8282\u70b9\u4f1a\u76f2\u76ee\u4fee\u590d\uff0c\u7f3a\u4e4f\u53cd\u9a73\u673a\u5236\uff1b\u53d6\u6d88\u4e2d\u9014\u5faa\u73af\u4e0d\u4f1a\u56de\u6eda\u672a\u63d0\u4ea4\u66f4\u6539\uff1b\u5927\u578b\u4ee3\u7801\u5e93\u7684\u67b6\u6784\u6027\u95ee\u9898\u4f9d\u8d56\u53ef\u6d4b\u8bd5\u7684\u51c6\u5219\u9879\uff0c\u5426\u5219\u5bb9\u6613\u7a7a\u8f6c\uff1b\u5faa\u73af\u95f4\u8bc4\u5ba1\u7ed3\u679c\u53ef\u80fd\u524d\u540e\u77db\u76fe\uff0c\u9700\u786c\u6027\u5faa\u73af\u4e0a\u9650\u548c\u4e24\u6b21\u901a\u8fc7\u89c4\u5219\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 AgentLoop\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u8ba9AI\u5199\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u7528\u7cfb\u7edf\u7ed3\u6784\u6821\u6b63AI\u7684\u56fa\u6709\u7f3a\u9677\u2014\u2014\u4e0a\u4e0b\u6587\u4f9d\u8d56\u548c\u81ea\u6d3d\u6027\u5e7b\u89c9\u3002\u5b83\u628aChatGPT+Codex\u8fd9\u5bf9\u201c\u521b\u4f5c\u578b+\u9a8c\u8bc1\u578b\u201d\u642d\u6863\u4ece\u4e00\u9505\u7ca5\u7684\u957f\u5bf9\u8bdd\u62c6\u6210\u79bb\u6563\u7684\u201c\u7f16\u7801-\u8bc4\u5ba1\u201d\u63a5\u529b\u8d5b\uff1a\u6bcf\u8f6e\u7684\u8bc4\u5ba1\u8282\u70b9\u90fd\u662f\u5168\u65b0\u4f1a\u8bdd\uff0c\u4e0d\u8ba4\u524d\u4e00\u8f6e\u7684\u529f\u52b3\uff0c\u53ea\u8ba4GUIDELINES.md\u91cc\u5199\u6b7b\u7684\u89c4\u5219\u3002\u8fd9\u786e\u5b9e\u80fd\u5835\u4f4f\u201cAI\u8d8a\u4fee\u8d8a\u70c2\u201d\u7684\u5178\u578b\u6b7b\u5faa\u73af\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u66b4\u9732\u4e86\u66f4\u6839\u672c\u7684\u5c40\u9650\uff1a\u89c4\u5219\u4e4b\u5916\u5373\u76f2\u533a\u3002\u5f53\u8bc4\u5ba1\u8282\u70b9\u8bef\u5224\uff08\u6bd4\u5982\u4e25\u683c\u5374\u9519\u8bef\u7684FAIL\uff09\uff0c\u5de5\u4f5c\u8282\u70b9\u4f1a\u50cf\u63d0\u7ebf\u6728\u5076\u822c\u7167\u505a\uff0c\u4f5c\u8005\u627f\u8ba4\u201c\u8fd9\u662f\u6545\u610f\u7684\u201d\u2014\u2014\u8981\u8ba9\u5de5\u4f5c\u8282\u70b9\u548c\u8bc4\u5ba1\u8282\u70b9\u4e92\u603c\uff0c\u5c31\u80cc\u79bb\u4e86\u6743\u9650\u5206\u79bb\u7684\u8bbe\u8ba1\u521d\u8877\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0c\u82e5\u9057\u6f0f\u7684\u9519\u8bef\u4e0d\u5728GUIDELINES.md\u91cc\uff0c\u6574\u6761\u94fe\u5c31\u81ea\u52a8\u5931\u6548\uff1b\u6240\u8c13\u7684\u201cPolish mode\uff08\u6da6\u8272\u6a21\u5f0f\uff09\u201d\u53ea\u7ed9\u5efa\u8bae\u4e0d\u4e0bFAIL\uff0c\u662f\u8f6f\u8865\u4e01\u800c\u975e\u6839\u4fee\u590d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cAgentLoop\u4f18\u5316\u7684\u662f\u201c\u5df2\u6e05\u6670\u5b9a\u4e49\u7684\u6545\u969c\u6392\u9664\u6d41\u7a0b\u201d\uff0c\u800c\u975e\u201c\u672a\u77e5\u57df\u7684\u8d28\u91cf\u5f15\u64ce\u201d\u3002\u5b83\u5728\u5c0f\u8303\u56f4\u3001\u9ad8\u53ef\u6d4b\u6027\u4efb\u52a1\uff08\u5982\u5355\u5143\u7ea7bug\u4fee\u590d\uff09\u4e0a\u80fd\u663e\u8457\u63d0\u5347\u6548\u7387\uff0c\u4f46\u9762\u5bf9\u67b6\u6784\u91cd\u6784\u6216\u6a21\u7cca\u9700\u6c42\u65f6\uff0c\u53ea\u80fd\u4f9d\u8d56\u5f00\u53d1\u8005\u63d0\u524d\u62c6\u89e3\u6210\u53ef\u9a8c\u8bc1\u7684\u7ec6\u7c92\u5ea6\u6b65\u9aa4\u2014\u2014\u8fd9\u53cd\u800c\u628a\u201c\u5199\u51c6\u5219\u201d\u7684\u8d1f\u62c5\u8f6c\u5ac1\u7ed9\u4e86\u4eba\u7c7b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f5c\u4e3a\u4e2a\u4eba\u5f00\u53d1\u8005\u4f5c\u54c1\uff0c\u903b\u8f91\u81ea\u6d3d\u4e14\u5de5\u5177\u94fe\u5b8c\u6574\uff08MCP\u63a7\u5236\u3001\u672c\u5730\u6c99\u76d2\u3001\u4eea\u8868\u677f\uff09\uff0c\u503c\u5f97\u4e00\u8bd5\u3002\u4f46\u6307\u671b\u5b83\u201c\u66ff\u4f60\u5199\u4ee3\u7801\u201d\u7684\u4eba\uff0c\u5927\u6982\u7387\u4f1a\u6ca6\u4e3a\u5199GUIDELINES.md\u7684\u4e59\u65b9\u3002\u5f00\u6e90\u3001\u65e0\u4f9d\u8d56\u7684\u5b9a\u4f4d\u4f7f\u5176\u66f4\u9002\u5408\u5d4c\u5165CI\u7ba1\u9053\u505a\u53ef\u89c2\u6d4b\u7684\u81ea\u52a8\u5316\u68c0\u67e5\u73af\uff0c\u800c\u975e\u72ec\u7acb\u7684\u751f\u4ea7\u7ea7\u7f16\u7801\u4ee3\u7406\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\">AgentLoop<\/span>\n <\/div>\n<div class=\"comment-content\">Unlike long-running agent chats, AgentLoop starts a fresh Codex worker and critic every cycle. Set the goal and GUIDELINES.md rubric once; workers build, critics test, and failures become concrete fix notes for the next clean context. Project files carry the memory. Runs stay local, sandboxed, observable, and cancellable from a live dashboard, with ChatGPT control through MCP. Polish mode can continue beyond PASS until the critic says SHIP. Open source and zero-dependency Node.js.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, I\u2019m Edward, the solo developer behind AgentLoop.<\/p>\n<p>I built it because I kept becoming the relay between ChatGPT and Codex: plan, paste, inspect, return feedback, repeat. Quality slipped as soon as I stopped watching.<\/p>\n<p>AgentLoop automates that relay without hiding the work. Set a goal and GUIDELINES.md rubric once. Each cycle starts a fresh Codex worker, then a fresh critic tests the result against your rubric and writes concrete fix notes for the next worker. Project files carry memory between clean contexts, and a local dashboard makes every cycle watchable and cancellable.<\/p>\n<p>The moment the idea proved itself was an evaluation with no forced failure. The first worker produced nine passing tests, but the fresh critic still found a real mixed percent-decoding defect. The next worker fixed it, added regression coverage, passed 11 tests, and earned PASS.<\/p>\n<p>I designed and built AgentLoop during OpenAI Build Week using Codex CLI and GPT-5.6. It is open source and zero-dependency Node.js.<\/p>\n<p>What coding task would you trust an observable loop to handle while you step away?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>fresh worker and fresh critic every cycle is a smart way to dodge the context-rot problem long-running agent chats get into, where it starts agreeing with its own earlier mistakes. the part I’m curious about is the rubric itself, GUIDELINES.md is only as good as what you thought to write into it upfront. if the critic passes something that’s technically rubric-compliant but wrong in a way you didn’t anticipate when you wrote the rubric, is there a way to catch that besides just noticing later and rewriting the file<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> Nothing automatic. The critic only grades what’s written in GUIDELINES.md, so rubric-clean but wrong gets a pass.<\/p>\n<p>Polish mode is the closest thing to a catch. After the plan passes, leftover cycles switch the critic to an open question: highest-impact improvement, or ship. Nothing bounds that to the rubric, so off-rubric problems surface there. Opt-in, and it can only suggest, never fail a run.<\/p>\n<p>Past that it’s noticing and rewriting the file. Same as adding a test after a bug slips through, except you can’t write the test until you’ve seen the bug.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The project-files-as-memory idea is the interesting part for me.<br \/>I\u2019ve hit the opposite failure: too much chat context making the agent less reliable.<br \/>Which type of work has shown the biggest quality jump so far<br \/>bug fixes or multi-file features?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yusuke_matsuba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yusuke_matsuba<\/a> Bug fixes, easy, not even close. If I can write the pass condition as one line in a checklist file, the critic has something real to check and it just converges. Features work too, but only as well as I break the plan into steps.<\/p>\n<\/p>\n<p>The context thing you’re describing is actually why I built this the way I did, instead of one long chat holding everything, each cycle is a clean session that just reads the current state from a file, so it never drags the old context along with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the flip-flop question covers consistency across cycles, but what about a single critic being wrong in the moment – it fails code that was actually correct, and the next worker “fixes” it by changing something that didn’t need changing, possibly introducing a real bug while chasing a phantom one. since the worker just trusts the fix note as ground truth with no way to push back, is there any check for the worker disagreeing with a critic’s fail, or is a bad critic call just as final as a good one<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> No check, the worker just does what the fix line says. A bad FAIL costs a cycle same as a good one.<\/p>\n<p>That’s on purpose though. The whole point of the split is the builder doesn’t grade its own work, and letting the worker argue with the critic brings that right back.<\/p>\n<p>What keeps a bad call from spreading is the fix line only lives one cycle. The next critic is a fresh session, it reads PLAN.md, GUIDELINES.md and the actual files, never what the last critic said. So if the phantom fix broke something the rubric covers, the next critic catches it in the files.<\/p>\n<p>If it broke something the rubric doesn’t cover, nothing catches that, no. Same limit I told Os about, the critic can only hold the line on stuff that’s written down. To me a critic that keeps failing correct code is a rubric problem, tighten that line in GUIDELINES.md once and every run after gets it. CI is the same deal, a check that fails good code gets fixed, nobody gets to skip it.<\/p>\n<p>For the damage side I want per-cycle snapshots with a diff view, so you can see what a bad fix touched and toss it. Same list as the scope cap.<\/p>\n<p>Only time I’ve actually hit this, my rubric file was the problem. Cost one cycle, run still passed. Have you run into it live or is this preemptive?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! If you cancel a cycle mid-run from the dashboard, does it roll back the worker’s in-progress changes, or do partial edits stay on disk until the next cycle sorts them 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@irahimiam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@irahimiam<\/a> Thanks! No rollback, partial edits stay where the worker left them. Cancel ends the whole loop too, not just the cycle.<\/p>\n<p>It’s a hard kill, so a file can get caught half-written. Same as ctrl-c’ing out of any coding CLI.<\/p>\n<p>Git is the checkpoint. Commit before you start a loop and you’re safe.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 one, congrats on the launch. The relay between ChatGPT and Codex is painfully familiar. You start out supervising the work, then somehow end up doing project management for two AI tools. The fresh critic idea is the part that stands out for me. I\u2019d be interested to see how it behaves on a larger codebase where the tests are incomplete or the problem is architectural rather than a clean bug fix. Also, can you cap how much of the codebase it is allowed to touch in each loop? That would probably be the difference between me trusting it and hovering over the dashboard anyway.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@os_ishmael\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@os_ishmael<\/a> Thanks! And yeah, project managing two AI tools is exactly what pushed me to build this.<\/p>\n<p>Scope is directory-level right now, not file-level. The project path gets realpath’d before a loop starts and has to sit inside the daemon’s root, so symlinks can’t sneak out. Then every worker and critic runs with cwd pinned to that project, workspace-write sandbox, network off inside it. One folder is the whole blast radius.<\/p>\n<p>Inside that folder it’s wide open though. No per-cycle file budget, no allowlist. PLAN.md keeps it narrow in practice since the worker only takes the next incomplete increment, but that’s just the prompt, nothing actually enforces it.<\/p>\n<p>Git is the real seatbelt. Learned that when a loop overwrote work I hadn’t committed yet.<\/p>\n<p>A proper per-loop scope cap is next on my list.<\/p>\n<p>On the architectural stuff, it really comes down to whether you can write the goal as rubric items the critic can check. If you can, size doesn’t matter much. Bug fix in a huge repo works fine. Architectural change with no tests, the critic has nothing to check against and it just thrashes. If you point it at something bigger I’d want to hear where it breaks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Fresh worker and critic each cycle is the right instinct, and the file-as-memory part is where I’d expect trouble. We ran a loop like this and hit critic flip-flop: the same code passed one cycle and failed the next, because nothing in the carried notes told the new critic what had already been tried and accepted. We ended up requiring two consecutive passes before calling it done. Do the fix notes accumulate across cycles, and does polish mode have a hard cycle cap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dipankar_sarkar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dipankar_sarkar<\/a> Yeah, you’re poking at the right spot.<\/p>\n<p>They don’t accumulate. Only the last critic’s fix line gets injected into the next worker prompt. STATE.md is the thing that carries, and the worker rewrites it every cycle. The critic doesn’t even read STATE.md, it only sees PLAN.md, GUIDELINES.md and the actual files.<\/p>\n<p>That’s on purpose, and it’s why I haven’t hit the flip-flop. PASS ends the loop, so finished code never gets voted on twice. With polish mode on, the polish critic can only return IMPROVE or SHIP, there’s literally no FAIL in the grammar, so it can’t take a PASS back. If something regressed it comes back as IMPROVE, restore whatever broke.<\/p>\n<p>Cap is hard. maxCycles 1 to 10, default 3. Polish doesn’t get its own budget, it just spends whatever cycles are left after the PASS.<\/p>\n<p>Your point still lands though. Stateless critic means nothing stops it asking for X in cycle 1 and not-X in cycle 3. Objective GUIDELINES items are the only thing holding that line, and if the rubric is loose your two-pass rule is probably the right call.<\/p>\n<p>Was yours free-form or a fixed checklist? I suspect that’s the actual variable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How did GPT-5.6 change the ambition or scope of what you shipped?<\/div>\n<div class=\"comment-actions\">\n<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\">GPT-5.6 changed AgentLoop from a small automation script into a complete local developer tool. I designed the architecture and product decisions, then used Codex CLI with GPT-5.6 to implement and review the daemon, filesystem state, fresh-context worker and critic cycles, MCP bridge, sandbox boundaries, cancellation, and live dashboard in focused sessions. Its ability to navigate a real codebase, run tests, inspect failures, and implement complete product slices let me attempt a much broader project as a solo developer. GPT-5.6 did not just help build AgentLoop. Through Codex, it now powers both the fresh worker and independent critic in every cycle.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/X7DGT5OEUMCIGS\" class=\"app-title\">Blaxel Agent Drive<\/a><\/p>\n<div class=\"one-liner\">A shared filesystem for AI agents<\/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>Blaxel Agent Drive \u4e3a\u591a\u4e2aAI\u667a\u80fd\u4f53\u6c99\u7bb1\u63d0\u4f9b\u4e86\u7edf\u4e00\u7684\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\uff0c\u89e3\u51b3\u4e86\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u65f6\u6587\u4ef6\u3001\u5de5\u5177\u8f93\u51fa\u548c\u4e0a\u4e0b\u6587\u65e0\u6cd5\u5171\u4eab\u548c\u540c\u6b65\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a6f8341-4bd6-4e11-8376-1f0fb8613d01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82cd7f37-e176-4806-b4bc-77eb9c6b3de1.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\/f4beae4d-9d70-4c79-937f-6644e35545bd.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=GaGv9oie0Zk\"><source src=\"https:\/\/www.youtube.com\/watch?v=GaGv9oie0Zk\" 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\u6587\u4ef6\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5206\u5e03\u5f0f\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u591a\u6c99\u7bb1<\/span><br \/>\n <span class=\"tag\">\u5e76\u53d1\u8bfb\u5199<\/span><br \/>\n <span class=\"tag\">FUSE<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5171\u4eab<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u7ba1\u9053<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5e76\u53d1\u5199\u5165\u51b2\u7a81\uff08\u5f53\u524dLast-write-wins\uff0c\u8ba1\u5212\u63a8\u51fa\u4f1a\u8bdd\u9501\uff09\u3001\u539f\u5b50\u5199\u5165\u53ef\u89c1\u6027\uff08\u9632\u6b62\u8bfb\u53d6\u534a\u6210\u54c1\u6587\u4ef6\uff09\u3001\u6c99\u7bb1\u5d29\u6e83\u65f6\u7684\u56de\u6eda\u673a\u5236\uff0c\u4ee5\u53ca\u7f51\u7edc\u6302\u8f7d\u76f8\u6bd4\u672c\u5730\u5377\u5728\u5927\u91cfstat\/readdir\u8c03\u7528\u4e0b\u7684\u6027\u80fd\u5f00\u9500\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 Blaxel Agent Drive\u7cbe\u51c6\u5207\u4e2d\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u4ece\u201c\u6f14\u793a\u201d\u8d70\u5411\u201c\u751f\u4ea7\u201d\u7684\u6838\u5fc3\u65ad\u70b9\u2014\u2014\u5171\u4eab\u72b6\u6001\u3002\u56e2\u961f\u7528\u201c\u4e00\u4e2a\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u201d\u8fd9\u4e00\u53e4\u8001\u800c\u4f18\u96c5\u7684\u62bd\u8c61\uff0c\u53bb\u66ff\u4ee3\u5f00\u53d1\u8005\u624b\u64b8S3+\u9501+\u72b6\u6001\u540c\u6b65\u7684\u6df7\u4e71\u62fc\u56fe\uff0c\u65b9\u5411\u611f\u5f88\u597d\u3002FUSE\u4f5c\u4e3a\u6302\u8f7d\u5c42\u4fdd\u8bc1\u4e86\u4f4e\u8fc1\u79fb\u6210\u672c\uff0c\u8ba9\u667a\u80fd\u4f53\u50cf\u64cd\u4f5c\u672c\u5730\u6587\u4ef6\u4e00\u6837\u534f\u4f5c\uff0c\u8fd9\u662f\u9879\u76ee\u6700\u5927\u7684\u4ef7\u503c\u951a\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u76ee\u524d\u4ea7\u54c1\u4ecd\u5904\u4e8e\u201c\u539f\u578b\u6b63\u786e\u201d\u9636\u6bb5\uff0c\u79bb\u201c\u751f\u4ea7\u53ef\u9760\u201d\u5dee\u8ddd\u660e\u663e\u3002\u8bc4\u8bba\u533a\u629b\u51fa\u7684\u95ee\u9898\uff1a\u5e76\u53d1\u5199\u5165\u7684\u539f\u5b50\u6027\u3001\u5d29\u6e83\u540e\u7684\u4e00\u81f4\u6027\u3001\u7f51\u7edc\u6302\u8f7d\u7684\u5143\u6570\u636e\u6027\u80fd\u5f00\u9500\uff0c\u6bcf\u4e00\u4e2a\u90fd\u662f\u5206\u5e03\u5f0f\u7cfb\u7edf\u9886\u57df\u9700\u8981\u5927\u91cf\u6295\u5165\u7684\u786c\u9aa8\u5934\u3002\u56e2\u961f\u76ee\u524d\u7528\u201cLast-write-wins\u201d\u548c\u8ba1\u5212\u4e2d\u7684\u201c\u4f1a\u8bdd\u9501\u201d\u5e94\u5bf9\uff0c\u8fd9\u5728\u590d\u6742\u7684\u591a\u667a\u80fd\u4f53pipeline\uff08\u5982\u4e00\u4e2aagent\u6b63\u5728\u5199\u5165\u6570\u636e\u96c6\uff0c\u53e6\u4e00\u4e2a\u540c\u65f6\u8bfb\u53d6\uff09\u4e2d\u4f9d\u7136\u4f1a\u5bfc\u81f4\u4e25\u91cd\u7684\u7ade\u6001\u6761\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u5f53AI\u4ee3\u7406\u96c6\u7fa4\u5f00\u59cb\u771f\u6b63\u6267\u884c\u8de8\u6b65\u9aa4\u7684\u590d\u6742\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u751f\u6210\u3001\u81ea\u68c0\u3001\u8c03\u8bd5\u5faa\u73af\uff09\u65f6\uff0cAgent Drive\u6216\u5c06\u53d6\u4ee3\u7b80\u5355\u7684\u6d88\u606f\u961f\u5217\u548c\u5bf9\u8c61\u5b58\u50a8\uff0c\u6210\u4e3a\u667a\u80fd\u4f53\u95f4\u201c\u975e\u963b\u585e\u3001\u9ad8\u9891\u3001\u5927\u5bb9\u91cf\u201d\u4e0a\u4e0b\u6587\u4ea4\u6362\u7684\u4e8b\u5b9e\u6807\u51c6\u3002\u7136\u800c\uff0c\u5982\u679c\u4ea7\u54c1\u5728\u6587\u4ef6\u9501\u5b9a\u3001\u7f13\u5b58\u4f18\u5316\u548c\u6545\u969c\u6062\u590d\u4e0a\u65e0\u6cd5\u505a\u5230\u7c7b\u4f3cZFS\u6216NFS v4\u7ea7\u522b\u7684\u53ef\u9760\u6027\uff0c\u5b83\u6700\u7ec8\u53ea\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u73a9\u5177\u3002\u56e2\u961f\u9700\u8981\u5728\u201c\u4e0e\u5177\u4f53\u6846\u67b6\u6df1\u5ea6\u96c6\u6210\u201d\u4e4b\u524d\uff0c\u5148\u6253\u597d\u201c\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u57fa\u672c\u529f\u201d\u8fd9\u4e00\u4ed7\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\">Blaxel Agent Drive<\/span>\n <\/div>\n<div class=\"comment-content\">Mount one distributed filesystem across multiple sandboxes with concurrent read-write access. Agents can share files, tool outputs, datasets, and context through a normal filesystem path.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! Nico here, one of the founders of Blaxel.<\/p>\n<p>Agents do real work in files. The awkward part starts when two sandboxes need to share that work. Teams often end up moving artifacts through an object store, rebuilding context between runs, or creating another handoff layer.<\/p>\n<p>We built Agent Drive to give agents a shared place to work.<\/p>\n<p>Agent Drive is a distributed filesystem that multiple sandboxes can mount at the same time with concurrent read-write access. A coding agent can write an artifact, a review agent can read it from another sandbox, and both see the drive as a normal path in the filesystem.<\/p>\n<p>The demo shows the core workflow:<br \/>1. Create a drive.<br \/>2. Mount it into two sandboxes.<br \/>3. Write a file in one sandbox.<br \/>4. Read it from the other.<\/p>\n<p>Under the hood, Agent Drive uses an optimized FUSE client and includes built-in replication. You can attach a drive to a sandbox that is already running, and the files remain available independently of any individual sandbox session.<\/p>\n<p>Agent Drive is currently in private preview. For Product Hunt, we are opening a limited preview cohort. Tell us what your agents need to share when you <a href=\"https:\/\/blaxel.fillout.com\/t\/pbTXmanx3Sus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">request access<\/a>. We will review applications throughout launch day and prioritize teams with an active multi-agent workflow that sign up with a business email.<\/p>\n<p>We would especially like feedback from teams sharing tool outputs, datasets, code artifacts, dependency caches, or context histories across agents. What are your agents trying to hand off today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. How do you handle version control? If the next write breaks it, can you easily undo it and go back to the last working version? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>A shared filesystem is the unsexy-but-right answer to agent collaboration \u2014 most teams end up reinventing it badly with object storage and copy-steps. The question that decides real-world use for me is concurrency semantics: when two agents write the same file, what happens? Last-writer-wins, POSIX-ish locking, or something CRDT-like? Multi-agent pipelines live or die on whether a half-written file can be read by the next agent. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Write conflicts are covered above, so here’s the one that got us. Coding agents make an absurd number of tiny stat and readdir calls, and when we moved an agent workspace onto a network mount a ripgrep across a mid-size repo went from well under a second to something you feel every cycle. Is there a per-sandbox read cache in front of the drive, or does every open go to the distributed layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">Interesting, Concurrent read write access across multiple sandboxes is exactly the kind of feature that sounds simple until two agents touch the same file at the same time. If a coding agent is mid write on an artifact and a review agent opens that same file a moment too early, what does the review agent actually see, a partial write, a lock that makes it wait, or does Agent Drive guarantee some kind of atomic visibility so nobody ever reads a half finished file.<\/p>\n<p>Also curious about the failure case where a sandbox mounting the drive crashes or gets killed mid write. Does the FUSE layer roll that write back cleanly, or is there a chance of a corrupted or partially flushed file sitting there for the next sandbox that mounts it.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thys_beesman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thys_beesman<\/a> right now, last write wins. We’re working on session-based locks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 shared filesystem that multiple agents can read\/write concurrently is the part that’s usually hand-rolled with S3 + locking hacks, so nice to see it as a primitive \u2014 how do you handle write conflicts when two agents touch the same file at once, optimistic locking or last-write-wins? Also curious what the latency overhead looks like versus just mounting a local volume for single-agent setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7OII4S2Q6DHOCJ\" class=\"app-title\">HOL Guard<\/a><\/p>\n<div class=\"one-liner\">The 1st Firewall for AI Agents<\/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>HOL Guard \u662f AI \u4ee3\u7406\u7684\u9632\u706b\u5899\uff0c\u5728\u4ee3\u7406\u4e0e\u7cfb\u7edf\u4e4b\u95f4\u62e6\u622a\u9ad8\u98ce\u9669\u64cd\u4f5c\uff08\u5982\u5220\u9664\u751f\u4ea7\u6570\u636e\u3001\u6cc4\u9732\u5bc6\u94a5\uff09\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5bf9\u81ea\u4e3b\u4ee3\u7406\u5931\u63a7\u7684\u62c5\u5fe7\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/776981ec-2481-4f2a-83cd-3255a007c0e8.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\/4757a4fd-3f10-43b4-8228-e8fc984bdd90.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\/f9028595-8838-4f54-9429-bebe8c62d234.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\/b3646e88-8adb-4459-86d8-be4d87e7fb72.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\/c032556c-5adf-4086-8aef-4e7cf4ede01c.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\/062e6f02-45a3-4cd7-8957-dc383a07b2b8.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\/55468430-db55-4f17-9c12-5d7b13993052.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\/59e89ea7-5506-41f6-812c-4a1c2105fe0c.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\/08bb9745-21be-49a7-98c6-827f7b575e57.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/b324a872-946e-49d8-979b-a60e07c20442.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=h7Uy3wI-DPc\"><source src=\"https:\/\/www.youtube.com\/watch?v=h7Uy3wI-DPc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span><br \/>\n <span class=\"tag\">OpenAI Day<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u9632\u706b\u5899<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u6ce8\u5165\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u5bc6\u94a5\u6cc4\u9732\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u89c4\u5219\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">LF\u53bb\u4e2d\u5fc3\u5316\u4fe1\u6258<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u6743\u9650\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u5ba1\u8ba1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u62c5\u5fc3\u8fc7\u9ad8\u8bef\u62a5\u5bfc\u81f4\u5f00\u53d1\u8005\u5ffd\u7565\u5b89\u5168\u63d0\u793a\uff08Galdayan\uff09\uff0c\u5e76\u5173\u6ce8\u62e6\u622a\u540e\u662f\u5426\u63d0\u4f9b\u8be6\u7ec6\u8c03\u8bd5\u4fe1\u606f\uff08Yaroslav\uff09\u3002\u56e2\u961f\u56de\u5e94\u672c\u5730\u5316\u5b58\u50a8\u8bc1\u636e\u5e76\u91c7\u7528\u7ed3\u6784\u5316\u547d\u4ee4\u89e3\u6790\u5e73\u8861\u8bef\u62a5\uff0c\u540c\u65f6\u627f\u8ba4\u6682\u65e0\u5168\u7403\u6027\u8bef\u62a5\u7387\u6570\u636e\uff0c\u4f46\u5f3a\u8c03\u5f00\u6e90\u900f\u660e\u53ef\u5ba1\u8ba1\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 HOL Guard \u5207\u4e2d\u4e86\u201cAI \u4ee3\u7406\u5931\u63a7\u201d\u8fd9\u4e00\u884c\u4e1a\u75db\u70b9\uff0c\u4f46\u672c\u8d28\u4e0a\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u4f20\u7edf\u7b56\u7565\u5f15\u64ce\u201d\u62ab\u4e0a\u4e86\u201cAI \u9632\u706b\u5899\u201d\u7684\u5916\u8863\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a\u5728\u4ee3\u7406\u4e0e\u73af\u5883\u4e4b\u95f4\u63d2\u5165\u4e00\u4e2a**\u53ef\u5ba1\u8ba1\u3001\u53ef\u89e3\u91ca\u7684\u5f3a\u5236\u7ba1\u63a7\u5c42**\uff0c\u800c\u975e\u4f9d\u8d56\u53e6\u4e00\u4e2a\u9ed1\u76d2\u6a21\u578b\u53bb\u5224\u65ad\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4eae\u70b9\u5728\u4e8e\u575a\u6301\u201c\u672c\u5730\u5316\u3001\u786e\u5b9a\u6027\u7b56\u7565\u201d\u7684\u54f2\u5b66\uff0c\u62d2\u7edd\u5728\u8fd0\u884c\u65f6\u6a21\u7cca\u51b3\u7b56\uff0c\u8fd9\u6bd4\u8bb8\u591a\u4f9d\u8d56 LLM \u5b9e\u65f6\u88c1\u51b3\u7684\u5b89\u5168\u65b9\u6848\u66f4\u52a1\u5b9e\u3002\u4f46\u95ee\u9898\u4e5f\u5f88\u5c16\u9510\uff1a99% \u7684\u751f\u6548\u89c4\u5219\u4f9d\u8d56\u624b\u5de5\u7ef4\u62a4\u7684\u201c\u542f\u53d1\u5f0f\u7b56\u7565\u201d\u548c\u201c\u53ef\u4fe1\u64cd\u4f5c\u767d\u540d\u5355\u201d\uff0c\u8fd9\u4e0d\u4ec5\u5e26\u6765\u5de8\u5927\u7684\u8fd0\u7ef4\u6210\u672c\uff0c\u66f4\u65e0\u6cd5\u9632\u5fa1\u4ece\u672a\u51fa\u73b0\u7684\u653b\u51fb\u6a21\u5f0f\u2014\u2014\u8fd9\u6b63\u662f\u7528\u6237\u63d0\u5230\u7684\u201c\u542f\u53d1\u5f0f\u653b\u51fb\u7684\u56fa\u6709\u7f3a\u9677\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c400K \u4e0b\u8f7d\u91cf\u51e0\u4e4e\u7b49\u540c\u4e8e\u6ca1\u6709\u771f\u5b9e\u5b89\u5168\u8fd0\u8425\u6570\u636e\u652f\u6491\uff0c\u201c\u5f00\u6e90\u201d\u867d\u662f\u8bda\u4fe1\u724c\uff0c\u4f46\u66b4\u9732\u51fa\u4ea7\u54c1\u5c1a\u5904\u5728\u65e9\u671f\u5b75\u5316\u9636\u6bb5\u3002\u6700\u5927\u7684\u8003\u9a8c\u4e0d\u662f\u6280\u672f\u80fd\u5426\u5b9e\u73b0\uff0c\u800c\u662f\u9762\u5bf9\u65e5\u76ca\u8be1\u8bc8\u7684\u4ee3\u7406\u653b\u51fb\uff0cHOL Guard \u80fd\u5426\u5728\u4e0d\u6210\u4e3a\u201c\u9650\u5236\u521b\u65b0\u7684\u7eca\u811a\u77f3\u201d\u548c\u201c\u88ab\u7ed5\u8fc7\u540e\u7684\u906e\u7f9e\u5e03\u201d\u4e4b\u95f4\uff0c\u627e\u5230\u53ef\u6301\u7eed\u7684\u5e73\u8861\u3002\u5bf9\u5bfb\u6c42\u57fa\u672c\u5408\u89c4\u548c\u5feb\u901f\u4e0a\u624b\u7684\u56e2\u961f\u6709\u4ef7\u503c\uff0c\u4f46\u5bf9\u9ad8\u7ea7\u653b\u51fb\u573a\u666f\uff0c\u4ecd\u9700\u66f4\u590d\u6742\u7684\u4fe1\u4efb\u94fe\u548c\u96f6\u4fe1\u4efb\u67b6\u6784\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\">HOL Guard<\/span>\n <\/div>\n<div class=\"comment-content\">HOL Guard is the firewall for AI agents. It sits between agents and your systems, blocking high-risk actions before they happen like deleting production data to exposing secrets. Built by HOL, it\u2019s free, open source, and already has 400K+ downloads.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt<\/p>\n<\/p>\n<p>I\u2019m Michael Kantor, President of HOL. We\u2019re an open standards consortium for AI agents, with 20+ specifications contributed through LF Decentralized Trust and more than 37M transactions powered by our work.<\/p>\n<\/p>\n<p>For the past two years, we\u2019ve been thinking about what happens when billions of autonomous agents are transacting, installing tools, accessing systems, and exchanging information. As we used AI more deeply inside HOL, we saw agents attempt to bypass safeguards, access secrets, and send data they should never have been able to reach.<\/p>\n<\/p>\n<p>We originally built HOL Guard to protect our own systems. Once we realized how widespread the problem was, we open-sourced it and started building it for everyone.<\/p>\n<\/p>\n<p>HOL Guard uses open standards and hundreds of security heuristics to protect agents from malicious packages, prompt injection, secret exfiltration, and catastrophic actions such as deleting a production database or filesystem. GPT-5.6 was also a valuable partner in building adversarial tests and hardening the product.<\/p>\n<\/p>\n<p>We\u2019d love for you to try it, break it, and tell us what we should improve. Thank you for supporting open-source AI security.<\/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\">@kantorcodes <\/p>\n<p>Wait, so this can actually help stop AI agents from exposing personal data and accessing things they shouldn’t?<\/p>\n<p>Wow \ud83d\ude2e This is really interesting. Congrats on the launch!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019re excited about where AI agents are headed but as they become more autonomous, we think developers need better ways to stay in control without sacrificing speed. Our goal with HOL Guard is simple: make it easy to let AI do more while ensuring sensitive actions are reviewed or blocked when they should be.<\/p>\n<p>We\u2019re always building and would genuinely love your feedback. If you\u2019re working with AI agents, what kinds of actions would you want an AI firewall to monitor, pause, or automatically block? We\u2019d love to hear your thoughts!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Incredible work, I’ll be setting this up in my environment today. My security concerns have been growing as I start relying on autonomous workflows more and more, so this feels like a solid step.<\/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\/@brandon_davenport3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brandon_davenport3<\/a> Thanks Brandon! Looking forward to your feedback & 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>I like that this sits before the agent acts, not after logs are reviewed. The thing I would want to debug quickly is a blocked action: exact tool call, matched rule, risky input\/output, and whether it was policy or model uncertainty. Is that visible in the product?<\/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\/@yaroslav_stelmakh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yaroslav_stelmakh<\/a> Yup! Nothing leaves you device and every action is stored in “evidence” along with great analytics so you can understand where your Agent is making risky tool calls. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>heuristics cutting both ways is my worry here. a firewall that’s too strict on false positives trains developers to just approve everything without reading the prompt, which is worse than not having it at all. do you have real numbers yet on false positive rate at 400k downloads, or is that still mostly theoretical since it just launched<\/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\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> That\u2019s exactly the failure mode we designed around. A security product that constantly interrupts normal work eventually teaches people to ignore it.<\/p>\n<p>Guard does not treat every unfamiliar action as a block. The default Balanced policy lets known-safe work continue, blocks clear high-confidence threats, and reserves approval for actions that are consequential, changed, or genuinely ambiguous. We also use structured command parsing rather than simple keyword matching, so quoted examples, searches, and dry runs are not treated the same as execution.<\/p>\n<p>We do not yet publish a credible global false-positive percentage. The 400K figure is package downloads, not 400K instrumented runtime decisions, and Guard is local-first by design, so we do not collect everyone\u2019s commands, prompts, files, or approvals to manufacture a dashboard metric. Internally, we’ve been leveraging HOL Guard for months now and have blocked hundreds of thousands of commands that could be deemed as critical or high risk. <\/p>\n<p>What we do have today is a large regression corpus with paired benign\/destructive cases, explicit false-positive release gates, side-effect-free decision inspection, and local receipts that make every interruption explainable. As real team deployments grow, we\u2019ll publish measured results when the sample is meaningful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’ve been using HOL standards for quite some time, especially HCS. With this new exciting release we downloaded immediately. This proves to be invaluable tool for any AI agent in your backend\/on-chain flow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kantorcodes\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kantorcodes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kantorcodes<\/a> congrats on the launch – keen to give this a crack with our team as we push more agents into our workflows. The balanced policy approach looks to be exactly what we need to avoid approval fatigue.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adriantomkins\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adriantomkins<\/a> thanks, Adrian!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Many of security heuristics is a lot of surface area to keep accurate over time, and heuristic based detection tends to have a specific failure mode, it either misses a genuinely dangerous action that just does not match a known pattern, or it gets so cautious that agents start getting blocked on legitimate work. With something as high stakes as approving or blocking a database delete, which side do you tune toward when a new kind of action does not clearly match anything in the existing heuristic set.<\/p>\n<p>Also curious how GPT-5.6 fits into it beyond building adversarial tests during development. Is there any live model reasoning happening at the moment an action gets evaluated, or is the actual runtime blocking purely heuristic and rule based once it ships, with the model only having been used to help design and harden those rules beforehand.<\/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\/@thys_beesman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thys_beesman<\/a> Great questions.<\/p>\n<p>Our view is that high-stakes security decisions should not depend on another model making a probabilistic judgment in real time. You can use AI to generate adversarial cases, find bypasses, and improve coverage, but eventually something has to be the final authority.<\/p>\n<p>In HOL Guard, that authority is local, deterministic policy. The runtime combines structured command parsing, provenance, trust state, severity, confidence, and the user or organization\u2019s chosen security posture. Clear threats can be blocked, trusted actions can proceed, and unclear high-impact actions can require approval instead of forcing Guard to guess.<\/p>\n<p>That is how we balance false positives and false negatives. We are not tuning toward \u201cblock everything unfamiliar.\u201d We are tuning toward making consequential actions explicit before they run, while allowing teams to choose how conservative they want Guard to be.<\/p>\n<p>GPT-5.6 is not making the live allow\/block decision today. We use models heavily to attack the system during development: generating edge cases, searching for evasions, and challenging assumptions. But once Guard ships, enforcement remains reproducible, inspectable, and explainable.<\/p>\n<p>And because the project is open source, the rules, parsers, tests, and decisions can be challenged and improved in public rather than hidden behind an opaque model response.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/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> \/\/ --- \u8bc4\u8bba\u533a\u57df\u6298\u53e0\/\u5c55\u5f00\u529f\u80fd ---\n const commentToggles = 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