{"id":208,"date":"2026-05-01T12:21:43","date_gmt":"2026-05-01T04:21:43","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/01\/2026-04-30\/"},"modified":"2026-05-01T12:21:43","modified_gmt":"2026-05-01T04:21:43","slug":"2026-04-30","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/05\/01\/2026-04-30\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-30"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-30<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-30<\/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\/QG2MGKMYCHQGUQ\" class=\"app-title\">Hera Launch<\/a><\/p>\n<div class=\"one-liner\">Create studio-quality launch videos with AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">365<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hera Launch\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u4ea7\u54c1\u53d1\u5e03\u89c6\u9891\u751f\u6210\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u4e00\u53e5\u63d0\u793a\u572810\u5206\u949f\u5185\u751f\u6210\u5177\u6709\u4e13\u4e1a\u52a8\u6001\u8bbe\u8ba1\u5de5\u4f5c\u5ba4\u6c34\u51c6\u7684\u52a8\u753b\u89c6\u9891\uff0c\u89e3\u51b3\u4f20\u7edf\u89c6\u9891\u5236\u4f5c\u8017\u65f6\u3001\u6602\u8d35\u4e14AI\u751f\u6210\u7f3a\u4e4f\u5ba1\u7f8e\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 <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4ca6eef-d962-41b5-937f-c62b466735f7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a7a24f59-34b1-4d81-9bab-0b1e1e41fc0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bf517591-4cc0-4bc7-9bde-16027e313f6c.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\/ba9e0798-4139-490c-b94c-df908a45e79e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/8VMiqh63PP0\"><source src=\"https:\/\/youtu.be\/8VMiqh63PP0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u89c6\u9891\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS\u4ea7\u54c1<\/span><br \/>\n <span class=\"tag\">\u52a8\u753b\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u89c6\u9891\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u52a8\u6548<\/span><br \/>\n <span class=\"tag\">Product Hunt<\/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\u201cAI\u5185\u7f6e\u5ba1\u7f8e\u201d\u7684\u5dee\u5f02\u5316\uff0c\u79f0\u8d5e\u5176\u89e3\u51b3\u52a8\u6001\u8bbe\u8ba1\u96be\u70b9\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u671f\u5f85\u652f\u6301\u591a\u6bd4\u4f8b\uff08\u5982\u7ad6\u5c4f\uff09\u3001\u81ea\u5b9a\u4e49\u5b57\u4f53\u5df2\u652f\u6301\uff1b\u65e9\u671f\u6d4b\u8bd5\u6548\u679c\u4e0d\u60ca\u8273\u9700\u8fed\u4ee3\u63d0\u793a\uff1b\u4e0eScreen Studio\u5b9a\u4f4d\u4e92\u8865\uff08\u5f55\u5c4fvs\u52a8\u6548\uff09\uff1b\u58f0\u97f3\/\u64ad\u5ba2\u5185\u5bb9\u6682\u672a\u8986\u76d6\uff1b\u521b\u59cb\u4eba\u4eb2\u81ea\u4e92\u52a8\uff0c\u54cd\u5e94\u79ef\u6781\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 Hera Launch\u6700\u6838\u5fc3\u7684\u5356\u70b9\u5e76\u975e\u201c\u7528AI\u751f\u6210\u89c6\u9891\u201d\uff0c\u800c\u662f\u201c\u7528AI\u66ff\u4ee3\u52a8\u6001\u8bbe\u8ba1\u5e08\u7684\u5ba1\u7f8e\u5224\u65ad\u201d\u3002\u5f53\u524d\u5e02\u9762\u4e0a\u5927\u591a\u6570AI\u89c6\u9891\u5de5\u5177\u5c06\u5ba1\u7f8e\u8d1f\u62c5\u8f6c\u5ac1\u7ed9\u7528\u6237\u2014\u2014\u4f60\u9700\u8981\u61c2\u5f97\u54ea\u4e9b\u6392\u7248\u3001\u66f2\u7ebf\u3001\u7f13\u52a8\u662f\u597d\u7684\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u95e8\u4e13\u4e1a\u3002Hera\u7684\u201copinionated\u201d\u7b56\u7565\uff0c\u672c\u8d28\u4e0a\u662f\u5728AI\u91cc\u9884\u7f6e\u4e86\u4e00\u4e2a\u865a\u62df\u7684\u521b\u610f\u603b\u76d1\uff0c\u8ba9\u4e0d\u61c2\u8bbe\u8ba1\u7684\u4eba\u4e5f\u80fd\u4ea7\u51fa\u4e13\u4e1a\u7ea7\u52a8\u6548\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u5f88\u806a\u660e\uff0c\u5b83\u5207\u4e2d\u7684\u4e0d\u662f\u201c\u66ff\u4ee3\u8bbe\u8ba1\u5e08\u201d\u7684\u5b8f\u5927\u53d9\u4e8b\uff0c\u800c\u662f\u201c\u8ba9\u975e\u8bbe\u8ba1\u5e08\u5feb\u901f\u4e0a\u624b\u201d\u7684\u771f\u5b9e\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u95ee\u9898\u4e5f\u5f88\u660e\u786e\uff1a\u7b2c\u4e00\uff0c\u521d\u59cb\u8f93\u51fa\u8d28\u91cf\u4e0d\u7a33\u5b9a\uff0c\u6240\u8c13\u201c\u7b2c\u4e00\u6b21\u6700\u5dee\u201d\u672c\u8d28\u4e0a\u8bf4\u660e\u5ba1\u7f8e\u9884\u7f6e\u7cfb\u7edf\u4ecd\u6709\u5f88\u5927\u7684\u63d0\u5347\u7a7a\u95f4\uff0c\u4f9d\u8d56\u7528\u6237\u53cd\u590d\u8fed\u4ee3\u63d0\u793a\u624d\u80fd\u51fa\u597d\u7247\uff0c\u524a\u5f31\u4e86\u201c10\u5206\u949f\u201d\u7684\u627f\u8bfa\uff1b\u7b2c\u4e8c\uff0c\u76ee\u524d\u4ec5\u652f\u630116:9\uff0c\u7ad6\u5c4f\u7b49\u793e\u4ea4\u683c\u5f0f\u7f3a\u5931\uff0c\u4e25\u91cd\u9650\u5236\u4e86\u5728\u6296\u97f3\u3001Reels\u7b49\u4e3b\u6d41\u6e20\u9053\u7684\u4f20\u64ad\u573a\u666f\uff0c\u8fd9\u4f1a\u529d\u9000\u5927\u91cfSaaS\u8425\u9500\u56e2\u961f\uff1b\u7b2c\u4e09\uff0c\u4ea7\u54c1\u5b9a\u4f4d\u5728\u201c\u53d1\u5e03\u89c6\u9891\u201d\u4e0a\u8fc7\u4e8e\u72ed\u7a84\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u66b4\u9732\u4e86\u64ad\u5ba2\u3001\u529f\u80fd\u66f4\u65b0\u7b49\u591a\u573a\u666f\u9700\u6c42\uff0c\u8d70Mograph\uff08\u52a8\u6001\u56fe\u5f62\uff09\u8def\u7ebf\u5374\u53ea\u505alaunch video\uff0c\u53ef\u80fd\u4f1a\u4f4e\u4f30\u81ea\u8eab\u7684\u590d\u7528\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6574\u4f53\u800c\u8a00\uff0cHera Launch\u5728\u201c\u964d\u4f4e\u4e13\u4e1a\u95e8\u69db\u201d\u8fd9\u4e00\u7ef4\u5ea6\u4e0a\u505a\u5f97\u6bd4\u5927\u591a\u6570AI\u89c6\u9891\u5de5\u5177\u597d\uff0c\u4f46\u5b83\u79bb\u201c\u771f\u6b63\u7684\u96f6\u95e8\u69db\u201d\u8fd8\u6709\u4e00\u6bb5\u8ddd\u79bb\u3002\u5b83\u7684\u672a\u6765\u4e0d\u5728\u4e8e\u66ff\u4ee3After Effects\uff0c\u800c\u5728\u4e8e\u6210\u4e3a\u4ea7\u54c1\u56e2\u961f\u7684\u6807\u914d\u8425\u9500\u57fa\u7840\u8bbe\u65bd\u2014\u2014\u524d\u63d0\u662f\u5b83\u80fd\u5feb\u901f\u8865\u9f50\u6bd4\u4f8b\u9002\u914d\u3001\u6a21\u677f\u591a\u6837\u6027\u548c\u8fed\u4ee3\u6548\u7387\u3002\u5982\u679c\u5b83\u5728\u5ba1\u7f8e\u9884\u7f6e\u548c\u8fed\u4ee3\u901f\u5ea6\u4e4b\u95f4\u7684\u5e73\u8861\u505a\u5f97\u591f\u597d\uff0c\u6709\u6f5c\u529b\u6210\u4e3aAI\u89c6\u9891\u751f\u6210\u5728\u4e13\u4e1a\u9886\u57df\u7684\u4e00\u4e2a\u53c2\u8003\u8303\u5f0f\uff1b\u5982\u679c\u505c\u7559\u5728\u5f53\u524d\u9636\u6bb5\uff0c\u5219\u66f4\u53ef\u80fd\u6210\u4e3a\u4e00\u4e2a\u201c\u6709\u4e00\u5b9a\u5ba1\u7f8e\u4f46\u8fd8\u4e0d\u591f\u7a33\u201d\u7684\u8f85\u52a9\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Hera Launch<\/span>\n <\/div>\n<div class=\"comment-content\">Product launch videos used to take weeks. Hera Launch makes them in seconds, from a single prompt. This works because Hera is opinionated. It works like a motion design studio and decides pacing, typography, motion curves, and easing for you. We built it for product teams that want to launch fast and often: 10 minutes from idea to finished video, on a monthly subscription.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b Peter here, one of the co-founders of Hera.<\/p>\n<p>We started Hera because making a good launch video is unreasonably hard. Hiring a motion design studio costs thousands and takes weeks. Doing it yourself in After Effects takes weeks of learning. Most AI video tools sit in between: technically capable, but the output looks like AI made it, because they have no taste of their own. The user has to bring the taste through the prompt, and that’s a lot to ask.<\/p>\n<p>So we made a different bet with Hera Launch, our new extension of Hera: the AI should have the taste, not the user. We baked in opinions about pacing, typography, motion curves, and easing, the way a good motion design studio would. The user describes what they want to show. Hera handles how it looks.<\/p>\n<p>The surprising part is what this unlocks. Once a launch video takes 10 minutes instead of 2 weeks, you stop saving them for the big quarterly moments. You start making one for every feature, every release, every announcement.<\/p>\n<p>We built this for product teams that ship fast and want to launch often. If that’s you, try it at [launch.hera.video](<a href=\"http:\/\/launch.hera.video\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/launch.hera.video<\/a>). And if you’re launching something soon and want a hand getting your first video right, DM me. Happy to give you free access and walk you through it personally.<\/p>\n<p>Would love your feedback.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@peter_tribelhorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_tribelhorn<\/a> What’s one “opinion” you’ve baked in like a specific motion curve or type choice that users have loved most so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@peter_tribelhorn\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"peter_tribelhorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_tribelhorn<\/a> <\/p>\n<p>I\u2019ve seen a lot of startups struggling with demo videos so definitely much needed tool! How does this compare to screen studio for product demos?<\/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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> thanks! screen studio is great for clean screen recordings with zooms and cursor work, super polished for what it does. hera is motion graphics, so think animated typography, transitions, kinetic product shots, the stuff that gives a launch video energy beyond just showing the UI. most teams probably need both honestly<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@kate_ramakaieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kate_ramakaieva<\/a> Do you use Screen Studio yourself? Curious to learn about how you create demo videos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Hera team! Congratulations and good luck with the launch. I tested your app a bit, can’t say I got WOW effect at the first touch, maybe I need to experiment more with some real tasks. But definitely love the clear path to the first result and the UI<\/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\/@lipkovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lipkovskiy<\/a> Thanks for trying it and for the honest take, that’s useful. The first output is usually the worst one, the system gets a lot better once you iterate on the prompt and feed in real product context. If you want to send me what you tried I’m happy to take a look and figure out where it fell short. <a href=\"mailto:peter@hera.video\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">peter@hera.video<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lipkovskiy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lipkovskiy<\/a> Thanks for trying out and sharing your honest feedback! Hopefully, next time you try Hera again, you’ll wow for 10 seconds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Screen studio videos all look the same now ngl. ready for something with more range<\/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\/@ayushkumar1610\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushkumar1610<\/a> Yeah, the zoom-into-cursor format had a moment but every SaaS demo on Twitter looks identical now. Give Hera a shot, curious what you make.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@ayushkumar1610\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ayushkumar1610<\/a> Exactly! In Hera, you have the full freedom to create what you want.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hera sounds a bit funny as read by a Ukrainian..:) Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@nikitaeverywhere haha you have to explain it to me<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “taste baked into the AI, not the user” call is the right one \u2014 most prompt-driven creative tools fail because they outsource judgment to people who don’t have it (yet). Adjacent use case: I host the ModeLoop Podcast on financial modeling (<a href=\"https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/open.spotify.com\/show\/0m…<\/a>), and announcement videos for episode drops are exactly the recurring “ship fast, look good” need that’s underserved. Quick question \u2014 does Hera handle audio-first content well (waveforms, episode covers, podcast clip animations), or is the current opinion-set tuned mostly to product-launch motion? Would buy day-one if so.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Thanks! Right now the opinion-set is tuned pretty hard for product launch videos, that’s where we’ve put all our taste work so far. Podcast\/audio-first content isn’t on the roadmap in the near term but it’s a use case we’ve heard a few times now. If you want to try it on an episode announcement I’d be curious what comes out, the underlying system can do more than the current templates expose. Drop me a line at <a href=\"mailto:peter@hera.video\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">peter@hera.video<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> Audio-first content sounds very interesting to me. As Peter mentioned, let’s chat about your use case \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>I\u2019ve tried learning After Effects three separate times and I still can’t get my easing right. \ud83d\ude02 The fact that you\u2019ve handled the how it looks part so I can just focus on what it shows is the exact tool I need. Does it allow for custom brand font uploads, or are we limited to the baked-in presets? <a href=\"https:\/\/www.producthunt.com\/@peter_tribelhorn\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"peter_tribelhorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_tribelhorn<\/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\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> you can upload your own font and even extract it from your website by just pasting your URL<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@priya_kushwaha1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priya_kushwaha1<\/a> Sounds just like how I tried to learn German in the past few years :p. Now you have a good excuse not to learn After Effects! (but I don’t for German \ud83d\ude41 )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Big congrats! Do the videos come in different aspect ratios for social, or is it mainly 16:9 for now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> for now it’s only 16:9, but we’ll ship vertical and squared videos soon!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> We’re working on it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been a video editor for years and motion design has never been my strongest area. This looks super useful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kempinskrr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kempinskrr<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried it and honestly, this is AMAZING. First try, 0 prompt, 0 effort and the video generated is great !! Congrats <a href=\"https:\/\/www.producthunt.com\/@peter_tribelhorn\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"peter_tribelhorn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@peter_tribelhorn<\/a> <a href=\"https:\/\/www.producthunt.com\/@chia_lun_wu1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chia_lun_wu1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chia_lun_wu1<\/a> <a href=\"https:\/\/www.producthunt.com\/@hyung_lee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hyung_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hyung_lee<\/a> <a href=\"https:\/\/www.producthunt.com\/@garrytan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"garrytan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@garrytan<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the sleekest animation tool we have ever used. Way better than the replit slop<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yujian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yujian<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>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> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Is it possible to prompt and fix certain clips?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zahle_khan thanks for your comment! yes, you can edit!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>200K animations in 2 weeks is wild. What’s the #1 use case you’re seeing, social content, product demos, or something you didn’t expect?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> definitely a lot of map videos but also multi-scene launch videos, which is why we decided a to create a specialized feature for this (<a href=\"https:\/\/launch.hera.video\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/launch.hera.video\/<\/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\">Team from Hera be cooking as usual \ud83d\udd25\ud83c\udf73<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@timcha_cherkasov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@timcha_cherkasov<\/a> thanks mate! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 director\/designer\/animator agents thing is interesting, didn’t expect that approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@stellarvore\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stellarvore<\/a> thanks! we will probably iterate on that in the future, but this guarantees good results. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats @peter_tribelhorn I was hesitant about the result, but after trying the first result got me excited and even trying to export the video and use it as my next launch. Well done guys. One more thing to think about adding is the animation sounds, background music, and voice over.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good job Peter! I was able to quickly make a decent video and with a few edits it’s just what I need. What new features are coming?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations @peter_tribelhorn I tried it on phone and went with the default prompt from my website, it did a good job with a good starter video that I can play around with for a little bit and end up with some great results. I felt loading took too much for the website fetch, I think even more than the actual video creation. Again, a great product and definitely solves a pain. Good luck with your launch.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jihad_mahmoud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jihad_mahmoud<\/a> thanks for the feedback! I have to say, we didn’t optimize the mobile experience at all so far, but it’s good feedback. We will definitely prioritize this. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3NTEC76ZWZD3U7\" class=\"app-title\">VideoOS by Jupitrr AI<\/a><\/p>\n<div class=\"one-liner\">Your all-in-one video workflow<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">353<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VideoOS\u662f\u4e00\u4e2a\u4e13\u4e3a\u521b\u59cb\u4eba\u548c\u8425\u9500\u56e2\u961f\u6253\u9020\u7684\u4e00\u7ad9\u5f0f\u89c6\u9891\u8425\u9500\u5e73\u53f0\uff0c\u901a\u8fc7\u96c6\u6210\u8d8b\u52bf\u53d1\u73b0\u3001AI\u811a\u672c\u751f\u6210\u3001\u63d0\u8bcd\u5668\u5f55\u5236\u3001\u81ea\u52a8\u526a\u8f91\u4e0e\u591a\u5e73\u53f0\u53d1\u5e03\u529f\u80fd\uff0c\u5c06\u539f\u5148\u9700\u89815-6\u4e2a\u5de5\u5177\u534f\u4f5c\u7684\u7e41\u7410\u6d41\u7a0b\u538b\u7f29\u4e3a\u5355\u4e00\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u5de5\u5177\u5207\u6362\u548c\u5236\u4f5c\u8017\u65f6\u5bfc\u81f4\u7684\u89c6\u9891\u5185\u5bb9\u8f93\u51fa\u4e0d\u6301\u7eed\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\/b879e4d0-b7d0-47d1-a6c3-44bf08db7fdc.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\/2f72666d-9ce8-442d-aa91-cfc10bcded34.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\/22f30b70-0b08-4244-b2f1-65ee551b56df.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\/4b1d0183-537a-444d-a76c-06b3f5590ec9.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\/82236918-f0dc-4232-bd8a-82f0b3c459d2.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\/9bb3f657-8eda-4342-9107-c4fe5230db3d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=UwE9rmnUe5I\"><source src=\"https:\/\/www.youtube.com\/watch?v=UwE9rmnUe5I\" 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\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u8425\u9500<\/span><br \/>\n <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u63d0\u8bcd\u5668\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">LinkedIn\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5c0f\u4f01\u4e1a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f16\u8f91<\/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\u540c\u6574\u5408\u5de5\u4f5c\u6d41\u7684\u4ef7\u503c\uff0c\u5e76\u5bf9\u9010\u884c\u63d0\u8bcd\u5668\u5f55\u5236\u529f\u80fd\u8868\u793a\u9ad8\u5ea6\u5173\u6ce8\uff0c\u8ba4\u4e3a\u5b83\u89e3\u51b3\u4e86\u91cd\u5f55\u75db\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1aAI\u811a\u672c\u5904\u7406\u6280\u672f\u672f\u8bed\u7684\u80fd\u529b\u3001\u54c1\u724c\u98ce\u683c\u81ea\u5b9a\u4e49B-roll\u3001\u8bed\u97f3\u514b\u9686\u6240\u9700\u6570\u636e\u91cf\u95e8\u69db\u3001\u4ee5\u53ca\u5355\u884c\u91cd\u5f55\u540eB-roll\u548c\u5b57\u5e55\u7684\u65f6\u5e8f\u8854\u63a5\u95ee\u9898\u3002\u4ea7\u54c1\u56e2\u961f\u56de\u5e94\u79f0\u6b63\u5728\u5f00\u53d1\u77e5\u8bc6\u5e93\u96c6\u6210\u548c\u98ce\u683c\u9002\u914d\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 VideoOS\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2aAI\u89c6\u9891\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u521b\u59cb\u4eba\u89c6\u9891\u5185\u5bb9\u8f93\u51fa\u201d\u8fd9\u4e00\u573a\u666f\u7684\u6839\u672c\u6027\u91cd\u6784\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u6838\u5fc3\u77db\u76fe\uff1a\u6280\u672f\u4e0a\uff0c\u89c6\u9891\u5236\u4f5c\u5404\u73af\u8282\u7684\u5de5\u5177\u6709\u65e0\u6570\u53ef\u9009\u65b9\u6848\uff1b\u800c\u4eba\u6027\u4e0a\uff0c\u521b\u59cb\u4eba\u7684\u65f6\u95f4\u788e\u7247\u5316\u548c\u91cd\u590d\u52b3\u52a8\u7684\u632b\u8d25\u611f\u624d\u662f\u5bfc\u81f4\u89c6\u9891\u8ba1\u5212\u6d41\u4ea7\u7684\u5143\u51f6\u3002\u4ea7\u54c1\u5c06\u201c\u7cfb\u7edf\u5316\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u901a\u8fc7\u5168\u94fe\u8def\u95ed\u73af\u964d\u4f4e\u51b3\u7b56\u75b2\u52b3\u4e0e\u64cd\u4f5c\u6210\u672c\uff0c\u8fd9\u662f\u6bd4\u5355\u7eaf\u8f93\u51fa\u201cAI\u8fc7\u65f6\u7684\u89c6\u9891\u201d\u66f4\u5177\u62a4\u57ce\u6cb3\u7684\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6700\u5173\u952e\u7684\u521b\u65b0\u5e76\u975eAI\u811a\u672c\u6216\u81ea\u52a8\u526a\u8f91\uff0c\u800c\u662f\u201c\u9010\u884c\u63d0\u8bcd\u5668\u5f55\u97f3+\u5355\u884c\u91cd\u5f55\u201d\u8fd9\u4e00\u770b\u4f3c\u5fae\u5c0f\u7684\u4ea7\u54c1\u8bbe\u8ba1\u3002\u5b83\u5c06\u5f55\u5236\u73af\u8282\u7684\u201c\u4e00\u6b21\u6210\u529f\u201d\u538b\u529b\u964d\u7ea7\u4e3a\u201c\u5206\u6279\u5b8c\u6210\u201d\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u521b\u59cb\u4eba\u7684\u5fc3\u7406\u5929\u82b1\u677f\u548c\u91cd\u62cd\u6210\u672c\uff0c\u8fd9\u662f\u9a71\u52a8\u201c\u6301\u7eed\u53d1\u5e03\u201d\u800c\u975e\u201c\u505a\u51fa\u4e00\u652f\u5b8c\u7f8e\u89c6\u9891\u201d\u7684\u52a1\u5b9e\u7b56\u7565\u3002\u4e0e\u4e4b\u914d\u5408\u7684\u201c\u57fa\u4e8e\u5386\u53f2\u8bed\u6599\u8fdb\u884c\u8bed\u97f3\u514b\u9686\u201d\uff0c\u5219\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86AI\u811a\u672c\u7684\u4e2a\u6027\u5316\uff0c\u907f\u514d\u843d\u5165\u201cAI\u5473\u201d\u7684\u9677\u9631\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u98ce\u9669\u540c\u6837\u5b58\u5728\u3002\u8fd9\u4e00\u5b9a\u4f4d\u4e8e\u201c\u521b\u59cb\u4eba\u7cfb\u7edf\u201d\u7684\u4ea7\u54c1\uff0c\u5bf9\u7528\u6237\u4f7f\u7528\u7684\u521d\u59cb\u6570\u636e\u91cf\u548c\u4e60\u60ef\u57f9\u517b\u8981\u6c42\u8f83\u9ad8\uff0c\u51b7\u542f\u52a8\u9636\u6bb5\u82e5\u65e0\u6cd5\u5feb\u901f\u8ba9\u7528\u6237\u4ea7\u51fa\u7b2c\u4e00\u6761\u201c\u6709\u6210\u5c31\u611f\u201d\u7684\u89c6\u9891\uff0c\u6781\u6613\u6d41\u5931\u3002\u4ea7\u54c1\u76ee\u524d\u5bf9\u624b\u52a8\u64cd\u4f5c\u4ecd\u6709\u4f9d\u8d56\uff0c\u56e2\u961f\u5766\u8bda\u201c\u5148\u5efa\u57fa\u7840\uff0c\u540e\u52a0\u81ea\u52a8\u5316\u201d\uff0c\u4f46\u5bf9\u624b\u7684\u8ffd\u8d76\u901f\u5ea6\u4e0d\u5bb9\u5c0f\u89d1\u3002\u672a\u6765\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\uff0c\u5176\u80fd\u5426\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u6570\u636e\u5f62\u6210\u201c\u5185\u5bb9\u4ea7\u51fa\u6548\u7387\u7684\u63a8\u8350\u5f15\u64ce\u201d\uff0c\u4ece\u800c\u4ece\u5de5\u5177\u8fdb\u5316\u4e3a\u521b\u59cb\u4eba\u89c6\u9891\u5316\u751f\u5b58\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u3002\u76ee\u524d\u6765\u770b\uff0c\u65b9\u5411\u6b63\u786e\uff0c\u6267\u884c\u5c1a\u9700\u9a8c\u8bc1\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\">VideoOS by Jupitrr AI<\/span>\n <\/div>\n<div class=\"comment-content\">VideoOS is the all-in-one video marketing platform for businesses. Find trending topics in your niche, write scripts with AI, record with our Auto Jump Cut teleprompter, auto-edit with subtitles and B-roll, and publish directly to your socials. One app instead of five. Go from idea to posted video faster.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>hey PH! \ud83d\udc4b Lee here with Harris and Jerome \u2014 co-founders of Jupitrr AI. Pumped to launch again in this new AI coding era.<\/p>\n<\/p>\n<p>We’ve been building video tools for 2 years, and if you’re a founder or consultant, you already know the pain:<\/p>\n<\/p>\n<p>You know <strong><em>you should be posting<\/em><\/strong> on LinkedIn, Instagram, YouTube, TikTok. Every VC, every founder you admire is doing it. But between shipping product, talking to customers, and closing deals, the idea of making a video always slips. <\/p>\n<\/p>\n<p>So we rebuilt everything into one workflow. <\/p>\n<\/p>\n<blockquote>\n<p><strong><em>VideoOS takes you from idea to published video in minutes.<\/em><\/strong><\/p>\n<\/blockquote>\n<p>Here’s the loop:<\/p>\n<\/p>\n<p>\u2192 Find trending videos in your niche (so you’re not guessing what works)<\/p>\n<p>\u2192 Remix them into your own briefs (fully collaborative with your team)<\/p>\n<p>\u2192 AI writes your script in your voice (we studies all your previous transcript)<\/p>\n<p>\u2192 Record with our Teleprompter App \u2014 line-by-line, auto-trimmed (we’re the first to do this)<\/p>\n<p>\u2192 Auto-edit with subtitles, B-roll, and music<\/p>\n<p>\u2192 Publish directly to LinkedIn, YouTube, TikTok, IG<br \/>\u2192 Cross-platform analytics (so you know what to improve on next)<\/p>\n<\/p>\n<p>We want to make making videos less overwhelming \u2014 no jumping in and out of Notion, Canva, CapCut, Buffer just to get one video out. <\/p>\n<\/p>\n<p>We want you to be consistent, because your builder story deserves more attention.<\/p>\n<\/p>\n<p><strong>Built for solo founders, consultants, and small marketing teams<\/strong> who want to show up on video without it eating their week. (Not the AI slop kind.)<\/p>\n<\/p>\n<p>Do try it out. Would love any feedback! \u270c\ufe0f<\/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\/@tszhoi_19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tszhoi_19<\/a> just voted 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\/@tszhoi_19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tszhoi_19<\/a> Let’s goooo\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tszhoi_19\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tszhoi_19<\/a> How does it handle customizing B-roll to match a specific brand style or niche like tech founders sharing builder stories? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the line by line teleprompter is the actual unlock here. one bad take in the middle of a 2 min recording means redoing the whole thing, which is why most founders quit after take 4 and never post. cutting that loop changes the math on shipping consistently.<\/p>\n<\/p>\n<p>does the voice indexing work with a small corpus, or does it need a decent backlog of transcripts before it stops sounding generic? curious where the floor is for someone just starting out<\/p>\n<p>congrats on the launch \u270c\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> great question, we are building features that allow you to integrate your existing tone of voice, stay tuned! (or email us for further 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>Absolute banger of an update! Jupitrr never stops leveling up and VideoOS feels like a whole new era. This trio of founders is built different! Can’t wait to see where they take it. Big Kidos! \ud83d\ude80<\/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\/@lakshya_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshya_singh<\/a> we dream big, we go big!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@lakshya_singh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshya_singh<\/a> Thanks for always supporting\ud83e\udef6\ud83c\udffb<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 PH folks!\ud83d\udc4b\ud83c\udffb Harris here, one of the co-founders of Jupitrr AI!<\/p>\n<p>We started as an AI video editor that helps businesses create videos.<br \/>As time goes by, we realized editing was never the real problem.<br \/>I mean, there are loads of video editors out there, but business creators still struggle.<\/p>\n<p>The real problem is that most people can’t stay consistent with video \u2014 not because they lack talent, but because they don’t have a system. <\/p>\n<p>We’re seeing users are on 6\u20138 different tools: research here, scripting there, recording somewhere else, editing in another app, publishing manually to each platform. It’s exhausting so most give up too early.<\/p>\n<p>So we rebuilt the whole product.<\/p>\n<p>VideoOS is a video engine. <\/p>\n<p>It learns your tone of voice, helps you research topics worth making, writes scripts that actually sound like you, guides you through filming, edits, and publishes to every channel \u2014 all in one place.<\/p>\n<p>We’ve been building Jupitrr for 3 years and have ~200k users, and we’re always listening, always shipping\ud83d\udea2<\/p>\n<\/p>\n<p>Would love your feedback \u2014 especially if you’re a marketing team or small business owner who wish to gain exposure and trust through videos!<\/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\/@harrischh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harrischh<\/a> we forgot that fact that we made the most videos in a month after using VideoOS ourselves. proof! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 to finally put this out here \ud83d\ude80<\/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\/@ronakagarwal3434\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronakagarwal3434<\/a> vs claude, who’s the better dev?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ronakagarwal3434\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ronakagarwal3434\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ronakagarwal3434<\/a> \ud83d\udd25\ud83d\udd25\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 trio-level founder energy is exactly what makes an update feel like a new era rather than just a patch. Curious \u2014 when you’re shipping this fast, how do you decide which user requests hit the cutting room floor vs. get fast-tracked into the next build?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@osakasaul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@osakasaul<\/a> thanks for checking us out! <\/p>\n<\/p>\n<p>I think it’s always comes down to “does it make sense” “will other users request similar thing” and “will we want to use this”<\/p>\n<\/p>\n<p>one core lesson we learnt is that you have to pre-qualify your users, don’t build for people that’s not aligned with your product vision.<\/p>\n<\/p>\n<p>For us it’s AI avatars, we don’t see and don’t believe it will have any success in long term, so no matter how many people ping us, We’ve been holding off from building it<\/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>Does it only support english 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\/@nick_marino\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nick_marino<\/a> Nope! It’s supporting 100+ languages. Yours is probably there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b Jerome here, CTO and the third co-founder of Jupitrr AI.<\/p>\n<p>Lee and Harris covered the why. Let me share the how \u2014 because building VideoOS broke a lot of our assumptions about what an AI video product even is.<\/p>\n<p><\/p>\n<p>The hardest part wasn’t the AI. It was the orchestration.<\/p>\n<\/p>\n<p>A single video in VideoOS touches: trend scraping \u2192 semantic search across your past transcripts \u2192 voice-cloned script generation \u2192 a native teleprompter app that auto-trims line-by-line as you record \u2192 multi-track auto-editing with B-roll\/subtitles\/music \u2192 cross-platform publishing \u2192 unified analytics.<\/p>\n<\/p>\n<p>That’s ~7 systems pretending to be one product. Stitching them so it feels like one button took most of the year.<\/p>\n<\/p>\n<p><strong>A few things I’m proud of we shipped:<\/strong><\/p>\n<p>\u2192 <strong>Line-by-line teleprompter recording <\/strong>\u2014 no one else does this. You read one line, it auto-cuts, you read the next. Bad take? Re-record just that line. Editing happens while you film.<\/p>\n<p>\u2192 <strong>Voice-aware scripting <\/strong>\u2014 we don’t just prompt an LLM with “write like a founder.” We index every transcript you’ve ever made on Jupitrr and ground generation in your actual phrasing.<\/p>\n<p>\u2192 <strong>One graph, many platforms<\/strong> \u2014 LinkedIn, YouTube, TikTok, IG each have different aspect ratios, hook windows, caption styles. We render once, adapt automatically. <\/p>\n<p>If you’re a builder, I’d love feedback on the recording flow specifically \u2014 that’s the piece I think changes the game, and<\/p>\n<p>the piece I most want to get right. Roast it. \ud83d\ude4f <\/p>\n<p>Built with Harris and Lee \u2014 and yes, a lot of Claude. \ud83d\ude04 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tsejerome97\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tsejerome97<\/a> Let’s keep shipping cool stuff!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@tsejerome97\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tsejerome97<\/a> When you re-record a single line, how does VideoOS handle continuity for downstream tasks like B-roll matching, auto-subtitles, and voice clone tone across cuts? Do those tracks auto-reconcile the timing and accent, or is there a manual review step today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Editing videos takes such a long time and it feels like such a time sink as a founder. I know that video content is what’s trending on LinkedIn but having to spend time editing feels like time that could be better spent on product or sales. When generating scripts, are you able to feed it context to better tailor the ideas to a specific topic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Yes, we’ll be able to synchronize it with you linkedin soon. Email us to share more of your amazing ideas!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Watch the whole product walk through. This was brilliant. Really well done, mate.<\/p>\n<p>The calendar, the B-roll, the research, the integration with the stock images, the teleprompter. It’s a great solution. Maybe feels a tad bit manual. But I’m not necessarily sure how much more you could automate there. I guess it’s just the back and forth between mobile and desktop. But it looks good nevertheless.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rawoyemi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rawoyemi<\/a> thanks for checking us out, this is exactly our plan. We believe content is always gonna be a “Human in the loop” process, that’s why we want to build the base first and add automation layer on top later, instead of going fully agentic and pray for good output.<\/p>\n<\/p>\n<p>Also this way we will be able to understand the exact workflow our users use and build exactly what they need. Great COMMENT! 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\">One workflow instead of 5 tools is the real unlock here.<\/p>\n<p>Execution speed wins distribution.<\/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\/@kishan007\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kishan007<\/a> Yes, and many ignored that the synchronization means the data is stored and trained better when centralized.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 mini pivot looks amazing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “idea \u2192 published video” gap is the real bottleneck for niche technical creators \u2014 and it’s underrated how much friction sits in the script + edit loop, not the recording itself. I run Mod3Loop, a financial modeling YouTube channel (<a href=\"https:\/\/www.youtube.com\/@Mod3Loop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/@Mod3Loop<\/a>), and the trending-topics + AI-script pairing is exactly the workflow I’ve been hand-stitching across five tools. Curious whether the script generator handles technical jargon (terms like LBO \/ IRR \/ DSCR) without flattening them into generic finance copy \u2014 that’s where most AI script tools fall down for finance content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> we’re building a feature that allows you to input your existing knowledge (e.g pdf, blogs) into the video script! email us for more 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>Awesome product! Congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sasha_pianist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sasha_pianist<\/a> thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats, guys! Finally, a tool that doesn’t make me bounce between five different apps to post one video, you rock 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\/@staygypsy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@staygypsy<\/a> this is everything we want, content is hard enough! we don’t need more hard tools<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks awesome. Congrats on the launch. Gotta try this asap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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 on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natella_nuralieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natella_nuralieva<\/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>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VTXQDFKI235QP6\" class=\"app-title\">Mintlify Editor<\/a><\/p>\n<div class=\"one-liner\">AI-native collaborative editor<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">314<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mintlify Editor \u662f\u4e00\u4e2a\u96c6\u6240\u89c1\u5373\u6240\u5f97\u3001\u5b9e\u65f6\u534f\u4f5c\u3001Git\u540c\u6b65\u4e0eAI\u539f\u751f\u80fd\u529b\u4e8e\u4e00\u4f53\u7684\u6587\u6863\u7f16\u8f91\u5668\uff0c\u65e8\u5728\u89e3\u51b3\u4f01\u4e1a\u8de8\u56e2\u961f\u77e5\u8bc6\u788e\u7247\u5316\u3001\u66f4\u65b0\u6ede\u540e\u4ee5\u53caAI\u4ee3\u7406\u56e0\u6570\u636e\u6df7\u4e71\u800c\u5931\u6548\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\/82fda2bf-8a69-433b-b5a3-c28b0218e334.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3d69dc5-3f33-40fc-aa68-71c98a2e7fd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/053cf645-375a-40b3-a6a9-9b05de0f2d2b.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\/f5db5e49-7d00-4843-89e2-1ea9e18dc6bc.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/OslziqSQw44\"><source src=\"https:\/\/youtu.be\/OslziqSQw44\" 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\">Notes<\/span><br \/>\n <span class=\"tag\">Text Editors<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f<\/span><br \/>\n <span class=\"tag\">Git\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">WYSIWYG<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u788e\u7247\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u4ea7\u54c1\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u5176\u89e3\u51b3\u77e5\u8bc6\u788e\u7247\u5316\u7684\u601d\u8def\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1aAI\u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\u5982\u4f55\u4fdd\u969c\uff08\u4e0e\u771f\u5b9e\u6570\u636e\u6e90\u5bf9\u9f50\uff09\uff1bAI\u539f\u751f\u529f\u80fd\u5c06\u5982\u4f55\u8fdb\u5316\u4ee5\u5e94\u5bf9\u4ee3\u7406\u66f4\u6df1\u5ea6\u5d4c\u5165\u7684\u65e5\u5e38\u6d41\u7a0b\uff1b\u975e\u6280\u672f\u4eba\u5458\u80fd\u5426\u8f7b\u677e\u8bad\u7ec3AI\u4ee3\u7406\u800c\u4e0d\u4f9d\u8d56\u5f00\u53d1\u4eba\u5458\uff1b\u4ee5\u53ca\u5f53\u591a\u6e90\u6570\u636e\u51b2\u7a81\u65f6\uff0c\u7f16\u8f91\u5668\u5982\u4f55\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u7248\u672c\u51b3\u7b56\u4f9d\u636e\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 Mintlify Editor \u7684\u53d1\u5e03\uff0c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u7f16\u8f91\u5668\u7248\u672c\u7684\u8fed\u4ee3\uff0c\u800c\u662f\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4e00\u4e2a\u6b63\u5728\u5feb\u901f\u81a8\u80c0\u7684\u75db\u70b9\u2014\u2014\u5f53AI\u4ee3\u7406\u5f00\u59cb\u6210\u4e3a\u516c\u53f8\u201c\u65b0\u5458\u5de5\u201d\u65f6\uff0c\u77e5\u8bc6\u5e93\u7684\u6df7\u4e71\u5c06\u76f4\u63a5\u4ece\u201c\u4eba\u7c7b\u6548\u7387\u95ee\u9898\u201d\u5347\u7ea7\u4e3a\u201c\u7cfb\u7edf\u51b3\u7b56\u707e\u96be\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201cAI-native\u201d\u7684\u5b9a\u4f4d\u975e\u5e38\u806a\u660e\u4e14\u7280\u5229\u3002\u4f20\u7edf\u7684\u534f\u4f5c\u6587\u6863\u5de5\u5177\uff08\u5982Notion\u3001Confluence\uff09\u5728\u8bbe\u8ba1\u65f6\uff0c\u5e76\u672a\u8003\u8651\u673a\u5668\u8bfb\u8005\u3002\u5b83\u4eec\u4f9d\u8d56\u4eba\u7c7b\u5224\u65ad\u4fe1\u606f\u4f18\u5148\u7ea7\uff0c\u800cAI\u4ee3\u7406\u4f1a\u201c\u5e73\u7b49\u5730\u201d\u4fe1\u4efb\u6240\u6709\u8001\u65e7\u3001\u51b2\u7a81\u3001\u672a\u7ecf\u7b5b\u9009\u7684\u5185\u5bb9\uff0c\u5bfc\u81f4\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u4ee5\u6307\u6570\u7ea7\u901f\u5ea6\u653e\u5927\u3002Mintlify\u5c06Git\u540c\u6b65\u4f5c\u4e3a\u57fa\u77f3\uff0c\u4e3aAI\u63d0\u4f9b\u53ef\u8ffd\u6eaf\u3001\u53ef\u7248\u672c\u7ba1\u7406\u7684\u7ed3\u6784\u5316\u77e5\u8bc6\u6e90\uff0c\u8fd9\u8fdc\u6bd4\u5355\u7eaf\u63d0\u4f9b\u4e00\u4e2a\u66f4\u6f02\u4eae\u7684\u7f16\u8f91\u5668\u66f4\u6709\u6df1\u5ea6\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u5728\u4e3aAI\u6784\u5efa\u4e00\u4e2a\u201c\u53ef\u4fe1\u7684\u4e0a\u4e0b\u6587\u73af\u5883\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7280\u5229\u80cc\u540e\u4e5f\u6709\u9690\u5fe7\u3002\u8bc4\u8bba\u4e2d\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u201c\u5982\u4f55\u4fdd\u8bc1AI\u751f\u6210\u5185\u5bb9\u7684\u51c6\u786e\u6027\u201d\u548c\u201c\u7248\u672c\u51b2\u7a81\u65f6AI\u5982\u4f55\u51b3\u7b56\u201d\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u4ea7\u54c1\u6700\u6838\u5fc3\u7684\u98ce\u9669\u3002Git\u540c\u6b65\u4fdd\u8bc1\u4e86\u201c\u7248\u672c\u201d\u7684\u5b58\u5728\uff0c\u4f46\u5e76\u672a\u89e3\u51b3\u201c\u6743\u5a01\u7248\u672c\u201d\u7684\u8ba4\u5b9a\u95ee\u9898\u3002\u5982\u679cAI\u7f16\u8f91\u3001\u4eba\u7c7b\u7f16\u8f91\u3001CLI\u5de5\u7a0b\u5e08\u90fd\u80fd\u6539\u540c\u4e00\u4e2a\u6bb5\u843d\uff0c\u4e14\u7f3a\u4e4f\u4e00\u4e2a\u5f3a\u5236\u7684\u4ef2\u88c1\u6216\u6743\u9650\u6821\u9a8c\u673a\u5236\uff0c\u90a3\u4e48Mintlify\u5f88\u53ef\u80fd\u53ea\u662f\u52a0\u901f\u4e86\u77e5\u8bc6\u6df7\u4e71\u7684\u4ea7\u751f\u901f\u5ea6\u2014\u2014\u4ece\u201c\u4eba\u7c7b\u624b\u5199\u9519\u8bef\u201d\u53d8\u6210\u4e86\u201cAI\u81ea\u4fe1\u5730\u80e1\u8bf4\u5e76\u540c\u6b65\u7ed9\u6240\u6709\u4eba\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u201c\u8de8\u804c\u80fd\u534f\u4f5c\u201d\u7684\u53d9\u4e8b\u4f9d\u7136\u5b58\u5728\u6280\u672f\u4e0e\u975e\u6280\u672f\u4e4b\u95f4\u7684\u9690\u5f62\u58c1\u5792\u3002\u867d\u7136\u5ba3\u79f0\u975e\u5f00\u53d1\u4eba\u5458\u65e0\u9700Markdown\uff0c\u4f46Git\u5e95\u5c42\u7684\u903b\u8f91\u3001\u5206\u652f\u3001\u5408\u5e76\u51b2\u7a81\u7b49\u6982\u5ff5\uff0c\u5bf9\u7eaf\u8425\u9500\u6216\u5e02\u573a\u4eba\u5458\u800c\u8a00\u4ecd\u8fc7\u4e8e\u62bd\u8c61\u3002\u5982\u679c\u4e0d\u80fd\u63d0\u4f9b\u4e00\u4e2a\u771f\u6b63\u65e0\u611f\u7684\u201cweb-native\u201d\u4f53\u9a8c\uff0c\u89e3\u51b3\u201c\u975e\u6280\u672f\u4eba\u5458\u4e0d\u6562\u70b9\u63d0\u4ea4\u201d\u7684\u6df1\u5c42\u6050\u60e7\uff0c\u90a3\u4e48Mintlify\u6700\u7ec8\u4ecd\u4f1a\u6ca6\u4e3a\u4e00\u4e2a\u201c\u66f4\u597d\u770b\u7684\u5f00\u53d1\u8005\u6587\u6863\u5de5\u5177\u201d\uff0c\u800c\u975e\u771f\u6b63\u901a\u7528\u7684\u4f01\u4e1a\u77e5\u8bc6\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMintlify Editor \u62ff\u5230\u4e86\u901a\u5f80\u4e0b\u4e00\u9636\u6bb5\u77e5\u8bc6\u7ba1\u7406\u7684\u8239\u7968\uff0c\u5176\u903b\u8f91\u6e05\u6670\u3001\u65b9\u5411\u6b63\u786e\u3002\u4f46\u80fd\u5426\u771f\u6b63\u4ece\u201c\u4f18\u79c0\u201d\u8715\u53d8\u5230\u201c\u5fc5\u9009\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u540e\u7eed\u80fd\u5426\u89e3\u51b3\u90a3\u4e2a\u6700\u68d8\u624b\u7684\u4fe1\u4efb\u95ee\u9898\uff1a\u5728\u4e00\u4e2a\u6240\u6709\u4eba\u90fd\u80fd\u7f16\u8f91\uff08\u5305\u62ecAI\uff09\u7684\u4e16\u754c\u91cc\uff0c\u8c01\u6765\u4e3a\u77e5\u8bc6\u7684\u771f\u5b9e\u6027\u548c\u6743\u5a01\u6027\u6700\u7ec8\u8d1f\u8d23\uff1f\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mintlify Editor<\/span>\n <\/div>\n<div class=\"comment-content\">The Mintlify editor is WYSIWYG, live-collaborative, git synced, and AI-native \u2014 so every teammate can contribute, from engineers pushing from the CLI to marketers editing in the browser to agents updating docs automatically.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Product Hunt community \ud83d\udc4b<\/strong><br \/>I’m Hahnbee, co-founder of Mintlify, and we’re excited to introduce the new Mintlify Editor – a new way for every team to build and maintain knowledge.<\/p>\n<p><strong>What is it?<\/strong><br \/>A git-synced, WYSIWYG, live-collaborative, and AI-native editor built for cross-functional collaboration.<\/p>\n<p><strong>Why now?<\/strong><br \/>Fragmented knowledge isn’t just a collaborative problem anymore, it\u2019s an agent problem. As organizations scale, knowledge sprawls. from different teams, tools, and sources of truth. AI agents need accurate, unified knowledge to participate effectively in your workflows.<\/p>\n<p><strong>What’s included?<\/strong><br \/>– WYSIWYG editing with slash commands, custom components, and navigation management. No markdown or yaml required.<br \/>– Bi-directional git sync: CLI and IDE-native for developers, web-native for everyone else<br \/>– Live collaboration so your whole team can jump in and ship together in real time<br \/>– AI-native support so agents can collaborate on your docs alongside your team<\/p>\n<p>Let us know what you think and any feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>33<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hahnbeelee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hahnbeelee<\/a> But how do you ensure AI generated or AI edited docs stay accurate and aligned with source of truth content as team 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\/@hahnbeelee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hahnbeelee<\/a> How do you see the AI-native features evolving to help teams handle knowledge sprawl even better as AI agents become more embedded in daily workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hahnbeelee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hahnbeelee<\/a> How easy is it for non-devs to train agents on custom docs without devs gatekeeping?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 put this out! A huge unblock for how teams create knowledge bases \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>just wow.<\/p>\n<p>i recently swapped our vibecoded docs site to mintlify and wish we had done it a long time ago. mintlify is unquestionably the best solution for docs – this release makes that even more crystal clear.<\/p>\n<p>huge congrats <a href=\"https:\/\/www.producthunt.com\/@hahnbeelee\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hahnbeelee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hahnbeelee<\/a> <a href=\"https:\/\/www.producthunt.com\/@han_wang6\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"han_wang6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@han_wang6<\/a> <a href=\"https:\/\/www.producthunt.com\/@shawn_lestage1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shawn_lestage1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawn_lestage1<\/a> and team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks for the feedback <a href=\"https:\/\/www.producthunt.com\/@anvisha_pai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anvisha_pai<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anvisha_pai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anvisha_pai<\/a> Thank you Anvisha! Glad you’re enjoying your experience<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Knowledge fragmentation is the same problem in finance, just dressed differently \u2014 every deal team rebuilds the same project finance scaffolding because the templates and assumptions live in a senior modeler’s local Excel folder, not in a shared, queryable layer. The git-synced + AI-native bit is what actually makes this an agent-friendly knowledge base instead of just a fancier Notion. Adjacent concept: I publish a library of project finance and valuation templates (renewables, M&A, LBO) on Eloquens (<a href=\"https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa<\/a>) and the structured-once-then-reused pattern collapses time-to-first-IC by weeks. Curious if Mintlify’s roadmap includes structured-data blocks (tables, formulas) for non-prose knowledge?<\/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\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> We already support tables and LaTeX out of the box! Let me know if that suffices or if you’re looking for more \ud83d\udc40 This is super interesting to me because I’m far less familiar with problems in finance. Thank you for sharing the analogy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Been using Mintlify only for a brief time but I absolutely love it. Even the workflows are amazing and help me generate daily changelogs for my products.<\/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\/@billchirico\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@billchirico<\/a> Thank you so much for the kind words! This is so great to hear \ud83d\udc9a I raised this to the engineers who built workflows. So glad you find them useful! Let us know how we can make it even better 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\">Congrats on the launch! Love the focus on unified knowledge. How do you see AI agents changing team collaboration?<\/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\/@odeth_negapatan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@odeth_negapatan1<\/a> <\/p>\n<p>The problem:<\/p>\n<ol>\n<li>\n<p>Knowledge bases suffer from content being out-of-date and not useful.<\/p>\n<\/li>\n<li>\n<p>AI is accelerating everything and contributing to the bloat.<\/p>\n<\/li>\n<\/ol>\n<p>Luckily, AI is good at…<\/p>\n<ol>\n<li>\n<p>Finding the needle in the haystack<\/p>\n<\/li>\n<li>\n<p>Summarizing large corpuses<\/p>\n<\/li>\n<li>\n<p>Synthesizing multiple sources<\/p>\n<\/li>\n<\/ol>\n<p>AI will lead to a new era of knowledge bases where they maintain themselves. We’ll finally be able to address the bloat problem with minimal effort. I’m really excited for the future of how AI will help us manage knowledge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have been using mintlify from a long time! its a great product.<\/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>Very cool, is it a webapp or desktop app? and can i do it from mobile<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@skyler_ji\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@skyler_ji<\/a> It’s a webapp! It works on mobile too, but a desktop app might not be too far out of the realm of possibilities here \ud83e\udd14<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’VE BEEN WAITING FOR 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\/@mbrodeururbas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mbrodeururbas<\/a> LETS GOOO<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “knowledge fragmentation is an agent problem now” framing is the right one. agents inheriting whatever sprawl ur org already has is the actual pain, not just humans not finding things.<\/p>\n<\/p>\n<p> curious if the editor surfaces conflicts when two sources of truth disagree, or if it just serves whichever one the agent hits first..<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>We have been using the editor every day and it’s an absolute game changer!!! <\/p>\n<p>I love this product and I think it’s one of the leading editor experiences I have tried. Also, the ability to publish customer facing docs is just amazing. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “knowledge fragmentation is an agent problem now” framing clicked immediately. We have a similar issue where agents picking up context from stale internal docs make worse decisions than agents with no context at all. Garbage in, garbage out, but at inference speed. Does the editor version-gate content in a way agents can reason about, or is it still just “latest wins”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have been using Mintlify at Helicone for a long time! The web editor is the thing that finally gets non-engineers contributing more to docs. No more “can you push this typo fix for me” pings.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re mostly a Git user with Mintlify but super pumped to try out the editor! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/KMBHRB52QH7BFG\" class=\"app-title\">Wonder<\/a><\/p>\n<div class=\"one-liner\">The AI design agent that works on your canvas<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">256<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Wonder\u662f\u4e00\u6b3e\u5c06AI\u8bbe\u8ba1\u4ee3\u7406\u76f4\u63a5\u5d4c\u5165\u753b\u5e03\u7684\u5de5\u5177\uff0c\u65e8\u5728\u89e3\u51b3\u8bbe\u8ba1\u5e08\u4e0e\u5f00\u53d1\u8005\u4e4b\u95f4\u56e0\u5de5\u5177\u5272\u88c2\u5bfc\u81f4\u7684\u201c\u8bbe\u8ba1-\u4ee3\u7801\u201d\u4ea4\u63a5\u5931\u771f\u95ee\u9898\uff0c\u8ba9\u7528\u6237\u4ece\u521b\u610f\u5230\u4ea7\u51fa\u80fd\u5728\u540c\u4e00\u5e73\u53f0\u5185\u5b9e\u65f6\u8fed\u4ee3\u548c\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\/8b99c683-1b62-41ec-8d98-2578cc7bb0e6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/666fea29-470b-455c-a54e-9c58629d7800.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37f6d26d-8304-4716-8cdf-a42a7700bbe9.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\/fabca791-116c-454f-b283-55b39ead28fd.octet-stream?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c8cd26c53957425eb1a2a8c8db614592\"><source src=\"https:\/\/www.loom.com\/share\/c8cd26c53957425eb1a2a8c8db614592\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Design<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u8f6c\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">MCP\u8fde\u63a5<\/span><br \/>\n <span class=\"tag\">UI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u56fe\u5f62\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u8bbe\u8ba1-\u4ee3\u7801\u201d\u5206\u79bb\u7684\u75db\u70b9\uff0c\u5e76\u8d5e\u8d4fWonder\u7684\u5b9e\u65f6\u534f\u4f5c\u4e0eMCP\u63a5\u5165\u80fd\u529b\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u4e0e\u540c\u7c7b\u5de5\u5177\uff08\u5982Pencil\u3001Claude Design\uff09\u7684\u533a\u522b\u3001\u8ba2\u9605\u6a21\u5f0f\u5bf9\u4e00\u6b21\u6027\u8bbe\u8ba1\u9700\u6c42\u7684\u9002\u7528\u6027\u3001\u4ee5\u53ca\u8bbe\u8ba1\u4fee\u6539\u80fd\u5426\u53cd\u5411\u540c\u6b65\u5230\u4ee3\u7801\u5e93\uff08\u5373\u53cc\u5411\u8fed\u4ee3\uff09\uff0c\u800c\u975e\u4ec5\u5355\u5411\u751f\u6210\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 Wonder\u7684\u53d9\u4e8b\u6781\u5ea6\u7cbe\u51c6\uff0c\u5b83\u6ca1\u6709\u91cd\u590d\u201cAI\u5e2e\u4f60\u505a\u8bbe\u8ba1\u201d\u7684\u8001\u751f\u5e38\u8c08\uff0c\u800c\u662f\u76f4\u51fb\u201c\u8bbe\u8ba1-\u4ee3\u7801\u4ea4\u63a5\u201d\u8fd9\u4e2a\u884c\u4e1a\u987d\u75be\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u8bbe\u8ba1\u6548\u679c\u6709\u591a\u60ca\u8273\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u7528\u201cMCP\u670d\u52a1\u5668\u201d\u6253\u901a\u4ece\u8bbe\u8ba1\u5230\u5f00\u53d1\u7684\u6700\u540e\u4e00\u516c\u91cc\uff0c\u5c06AI\u4ece\u201c\u751f\u6210\u5668\u201d\u5347\u7ea7\u4e3a\u201c\u534f\u4f5c\u4ee3\u7406\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6210\u4e5f\u8fde\u63a5\u53d7\u9650\u3002\u76ee\u524d\u5b83\u53ea\u662f\u4e00\u6b3e\u201c\u8bbe\u8ba1\u7aef\u201d\u5de5\u5177\uff0c\u5176\u4ee3\u7801\u5bfc\u51fa\u4f9d\u8d56\u7b2c\u4e09\u65b9\u7f16\u7801\u4ee3\u7406\uff08Cursor\/Claude Code\uff09\u3002\u8fd9\u610f\u5473\u7740\u8bbe\u8ba1\u7684\u201c\u6700\u7ec8\u89e3\u91ca\u6743\u201d\u5b9e\u9645\u4e0a\u4ecd\u638c\u63e1\u5728\u4ed6\u4eba\u624b\u91cc\u3002\u4e00\u65e6Coder\u89e3\u6790\u5176\u8f93\u51fa\u51fa\u73b0Token\u8ff7\u5931\u6216\u6837\u5f0f\u8d70\u6837\uff0c\u7528\u6237\u6240\u6709\u7684\u201c\u5b9e\u65f6\u534f\u4f5c\u201d\u5feb\u611f\u90fd\u5c06\u88ab\u73b0\u5b9e\u7684\u4e8c\u6b21\u8c03\u8bd5\u51b2\u6563\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u4e0a\uff0cWonder\u5e76\u65e0\u7edd\u5bf9\u62a4\u57ce\u6cb3\u3002Figma\u65e9\u5df2\u5728\u8fb9\u680f\u5185\u5d4cAI\uff0cCanva\u7684AI\u751f\u6210\u4e5f\u5728\u56f4\u8ffd\u5835\u622a\u3002Wonder\u6700\u5927\u7684\u8d4c\u6ce8\u5728\u4e8e\u201cMCP\u6807\u51c6\u201d\u2014\u2014\u5982\u679c\u8fd9\u4e2a\u534f\u8bae\u65e0\u6cd5\u5feb\u901f\u6210\u4e3a\u884c\u4e1a\u901a\u884c\u7684\u3001\u80fd\u4fdd\u8bc1\u9ad8\u4fdd\u771f\u53cc\u5411\u540c\u6b65\u7684\u4e8b\u5b9e\u6807\u51c6\uff0c\u5b83\u6781\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u6f02\u4eae\u4f46\u65e0\u529b\u7684\u4e2d\u95f4\u5c42\u201d\u3002\u76ee\u524d\u4ea7\u54c1\u5904\u4e8e\u516c\u5f00Alpha\u9636\u6bb5\uff0c\u8bf4\u660e\u5176\u7a33\u5b9a\u6027\u3001\u6027\u80fd\u548c\u590d\u6742\u573a\u666f\u9002\u5e94\u529b\u5c1a\u672a\u7ecf\u53d7\u5927\u89c4\u6a21\u751f\u4ea7\u9a8c\u8bc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u4e0a\uff0c\u4ece$20\u5230$200\u7684\u8ba2\u9605\u5236\u53ef\u80fd\u4f1a\u529d\u9000\u90a3\u4e9b\u53ea\u9700\u201c\u5feb\u6d88\u578b\u8bbe\u8ba1\u201d\u7684\u54c1\u724c\u6216\u521b\u59cb\u4eba\uff0c\u4ed6\u4eec\u66f4\u613f\u610f\u6309\u6b21\u4ed8\u8d39\u6216\u76f4\u63a5\u7528\u7edd\u5bf9\u514d\u8d39\u7684GPT-4o\/ Claude\u751f\u6210\u8349\u56fe\u3002Wonder\u7684\u957f\u671f\u4ef7\u503c\uff0c\u53d6\u51b3\u4e8e\u5b83\u662f\u5426\u80fd\u5728\u201c\u8bbe\u8ba1\u7aef\u201d\u5efa\u7acb\u8db3\u591f\u5f3a\u7684\u7f16\u8f91\u4f53\u9a8c\u7c98\u6027\uff0c\u5e76\u63a8\u52a8MCP\u6210\u4e3a\u8fde\u63a5\u8bbe\u8ba1\u4e0e\u4ee3\u7801\u7684\u901a\u7528\u534f\u8bae\u2014\u2014\u800c\u975e\u4ec5\u4ec5\u4f5c\u4e3a\u4e00\u4e2a\u201c\u597d\u770b\u7684\u8df3\u677f\u201d\u3002\u5426\u5219\uff0c\u5f53Coder\u4eec\u76f4\u63a5\u96c6\u6210\u672c\u5730AI\u7ed8\u56fe\u548c\u8bbe\u8ba1\u80fd\u529b\u65f6\uff0cWonder\u5b58\u5728\u7684\u5fc5\u8981\u6027\u5c06\u53d7\u5230\u4e25\u5cfb\u6311\u6218\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\">Wonder<\/span>\n <\/div>\n<div class=\"comment-content\">Wonder puts an AI design agent directly on the canvas. Generate UI, graphics, and pitch decks, then select any element to refine in real time. Connect MCP to coding agents like Cursor and Claude Code to ship straight from design. Now in public alpha.<\/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’m Aibek, co-founder and CEO of Wonder. Today is a big day for our team.<\/p>\n<p>\ud83d\udee0\ufe0f A bit of backstory<br \/>\nBefore Wonder, my co-founder Boris and I built Superflex, a Figma-to-code tool that helped thousands of designers and developers turn mockups into working code. We learned something important along the way: the handoff itself was the problem. Designers were building in one tool, developers were rebuilding the same thing in another, and a huge amount of craft and intent got lost in translation.<br \/>\nSo we asked a simple question. What if design and code lived on the same canvas from the start? <\/p>\n<p>That question became Wonder.<\/p>\n<p>\ud83c\udfa8 What Wonder is<br \/>\nWonder is an AI design agent that works directly on your canvas. You describe what you want, the agent designs it, and you can grab any element to refine, restyle, or rework in real time. Nothing is a static image. Everything you see is real, editable, and ready to ship.<\/p>\n<p>\u2728 What you can make<br \/>\n– Websites and landing pages<br \/>\n– Mobile screens and app UI<br \/>\n– Marketing graphics and social posts<br \/>\n– Pitch deck covers and presentation slides<br \/>\n– UI components you can drop into your product<br \/>\n– AI generated images directly on the canvas<\/p>\n<p>\ud83d\udd0c Connect to your coding agents<br \/>\nWonder ships with an MCP server, so you can plug it into Cursor, Claude Code, Claude Desktop, Codex, Antigravity, and Lovable. Design in Wonder, then have your favorite coding agent pull the work straight into your codebase. No more screenshots, no more rebuilding from scratch.<\/p>\n<p>\ud83d\udc9c Where we are<br \/>\nWe are in public alpha and growing carefully. Wonder is free to try with credits included, and Pro unlocks more generations plus code export.<br \/>\nHuge thanks to our early users and to the team in Serbia who has been shipping nonstop to make this real.<\/p>\n<p>Would love your feedback, your wishlist, and your honest reactions. Drop a comment, try it out, and tell us what you want to see next.<\/p>\n<p>Aibek \ud83e\ude84<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@superaibek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@superaibek<\/a> Love the origin story here – that handoff problem is so real. The idea of keeping design and code on the same canvas from day one is a solid insight from building Superflex. Curious how you’re handling the real-time collaboration aspect when teams are working on the same 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@superaibek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@superaibek<\/a> As someone who’s lost hours rebuilding designs, what’s one “aha” moment from early users that’s already shaping Wonder’s next features?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@superaibek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@superaibek<\/a> How well does Wonder hold up fidelity when agents like Cursor pull complex mobile UIs or animated components straight into dev?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fam \ud83d\udc4b<\/p>\n<\/p>\n<p>Thrilled to hunt Wonder on Product Hunt today. This one hits close to home.<\/p>\n<\/p>\n<p>I’ve watched the design-to-code handoff break teams for years. Designers craft something beautiful in Figma. Developers rebuild it from scratch. And somewhere in between, the original intent gets lost.<\/p>\n<\/p>\n<p>Aibek and Boris lived that pain firsthand building Superflex. Then they asked the right question:<\/p>\n<\/p>\n<p>What if design and code never had to be separate in the first place?<\/p>\n<p><strong>That’s Wonder.<\/strong><\/p>\n<\/p>\n<p>It’s an AI design agent that lives directly on the canvas. Not a generator you prompt and wait on. An actual agent you collaborate with in real time.<\/p>\n<\/p>\n<p>\u2192 Describe what you want. It designs it. <\/p>\n<p>\u2192 Click any element. Refine it on the spot. <\/p>\n<p>\u2192 Nothing is a static image. Everything is editable and ready to ship.<\/p>\n<\/p>\n<p>You can build websites, app UI, marketing graphics, pitch decks, and UI components \u2014 all from one canvas.<\/p>\n<\/p>\n<p><strong>And here’s the part that made me stop:<\/strong><\/p>\n<\/p>\n<p>Wonder ships with an MCP server. Connect it to Cursor, Claude Code, or Codex and your coding agent pulls the design straight into your codebase. No screenshots. No rebuilding. No lost craft.<\/p>\n<p>The gap between “I designed it” and “it’s in production” just got a lot smaller.<\/p>\n<\/p>\n<p>Still early \u2014 public alpha, free to try with credits included. But the vision is clear and the team in Serbia has been shipping nonstop to get here.<\/p>\n<\/p>\n<p>Big congrats to Aibek, Boris, and the whole Wonder team \ud83d\ude4c<\/p>\n<\/p>\n<p>Drop your questions and feedback below \ud83d\udc47<\/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\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> <\/p>\n<p>Appreciate the thoughtful feedback \ud83d\ude4c<\/p>\n<p>That handoff pain is exactly what led us here \u2014 we\u2019re trying to remove it entirely, not just improve it. MCP + integrations with tools like Cursor and Claude Code are a big part of that vision.<\/p>\n<p>Still early, but excited to keep pushing this forward \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Aibek! Love the idea. How is the business model? Is it like a subscription? Wondering if brands or founders that need one shot designs gonna take it if so. Anyway it looks awesome and I wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> hi German, thank you for the question! We are currently subscription-based and very generous in our free plan – if you connected to Claude Code or Cursor it’s basically free \ud83d\ude42 Or plans for start at $20\/mo which is perfect for hobbyists or those that need designs once in a while to $200\/mo for heavy users and agencies. Make sure you use the discount from Product Hunt 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\">I built my pitch deck using this. And made a lot of prototypes for our website! Thanks for the early alpha)<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rayimbek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rayimbek<\/a> thank you for your continuous feedback! It’s only getting better from here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice work! <\/p>\n<p>Over the past few months, a few tools have launched in this space.. how do you guys compare against them? (e.g. <a href=\"https:\/\/pencil.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/pencil.dev\/<\/a>, <a href=\"https:\/\/paper.design\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/paper.design\/<\/a>, <a href=\"http:\/\/figr.design\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/figr.design\/<\/a>, Claude Design, etc.)<\/p>\n<p>Great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhishekmathur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishekmathur<\/a> Hi Abhishek, great question! Wonder is the easiest one to use out of the three – no MCP or Claude Code set up is required. Also, we are diving more into ideation where you can explore an find incredible designs as well. Hope that helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>MCP handoff to Cursor\/Claude Code is the part I’d watch \u2014 most design-to-code tools fall apart on token consistency once you hit a real codebase. Curious what the round-trip looks like: do design tweaks in Wonder reflect back from code, or is it one-way generation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>lets goo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NWPUJCSQEF5ED4\" class=\"app-title\">Gemini Deep Research Agent<\/a><\/p>\n<div class=\"one-liner\">Web and MCP research agents, now in Gemini API<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">204<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gemini API \u63a8\u51fa\u7684\u53cc\u6a21\u5f0f\u7814\u7a76\u4ee3\u7406\uff0c\u901a\u8fc7\u4f4e\u5ef6\u8fdf\u4ea4\u4e92\u4e0e\u6df1\u5ea6\u5f02\u6b65\u5408\u6210\uff0c\u7ed3\u5408 MCP \u6570\u636e\u6e90\u548c\u539f\u751f\u56fe\u8868\u751f\u6210\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u4e0e AI \u5de5\u7a0b\u5e08\u5728\u590d\u6742\u4fe1\u606f\u68c0\u7d22\u4e0e\u591a\u6e90\u6574\u5408\u573a\u666f\u4e0b\u7684\u6548\u7387\u4e0e\u6df1\u5ea6\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\/e98303ac-2363-4595-8e04-e5242cb9e883.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f3049c48-c702-49b0-8d65-ffcfefa13ff2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27603ee0-8004-4ff6-a18d-6ddee7a6659e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30db7c1a-8be4-4628-b7ae-254ed1d0f0a2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/303e6588-d82e-4347-874c-5f46eee9788c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb3d4270-efaa-4229-9d9e-6c1d06cfd435.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0efcc2aa-825f-4b56-81ae-06b5e7b44d4a.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\/389453f7-d0f5-419e-aea8-2173e85ca07d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=CfYx8FF26u8\"><source src=\"https:\/\/www.youtube.com\/watch?v=CfYx8FF26u8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7814\u7a76\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u591a\u6e90\u6570\u636e\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u56fe\u8868\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u5f02\u6b65\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Gemini API<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u7814\u7a76<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u4ea4\u4e92<\/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\u5bf9MCP\u539f\u751f\u96c6\u6210\u8868\u793a\u8ba4\u53ef\uff0c\u4f46\u91cd\u70b9\u5173\u6ce8\u6570\u636e\u51b2\u7a81\u65f6\u7684\u5904\u7406\u673a\u5236\u2014\u2014\u662f\u76f4\u63a5\u63a9\u76d6\u5206\u6b67\u8fd8\u662f\u5728\u5f15\u6587\u4e2d\u5448\u73b0\uff1f\u540c\u65f6\u62c5\u5fe7\u5f02\u6b65\u4efb\u52a1\u201cDeep Research Max\u201d\u7684\u9884\u7b97\u4e0d\u53ef\u89c1\u6027\uff0c\u53ef\u80fd\u5bfc\u81f4\u65e0\u9884\u8b66\u8d85\u652f\u3002\u4e5f\u6709\u7528\u6237\u671f\u5f85\u4e0e\u7ade\u54c1Parallel\u7684\u6a2a\u5411\u5bf9\u6bd4\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 \u8fd9\u6b3e\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u5de5\u5177\u7bb1\u5316\u201d\u5347\u7ea7\uff0c\u800c\u975e\u98a0\u8986\u6027\u521b\u65b0\u3002\u5c06 Deep Research \u62c6\u5206\u4e3a\u4f4e\u5ef6\u8fdf\u4ea4\u4e92\u4e0e\u5f02\u6b65\u6df1\u5ea6\u4e24\u4e2a\u6a21\u5f0f\uff0c\u786e\u5b9e\u5207\u4e2d\u4e86\u4e0d\u540c\u573a\u666f\u7684\u521a\u9700\u2014\u2014\u524d\u8005\u9002\u5408\u5b9e\u65f6\u8f85\u52a9\u51b3\u7b56\uff0c\u540e\u8005\u7528\u4e8e\u751f\u6210\u5206\u6790\u62a5\u544a\u3002\u771f\u6b63\u7684\u4eae\u70b9\u5728\u4e8e MCP \u652f\u6301\uff1a\u5b83\u4e0d\u4ec5\u517c\u5bb9\u516c\u5f00\u7f51\u9875\uff0c\u8fd8\u5f00\u653e\u4e86\u79c1\u6709\u6570\u636e\u6e90\u63a5\u53e3\u3002\u8fd9\u6253\u5230\u4e86\u8bb8\u591a\u7ade\u54c1\uff08\u5982\u4ec5\u9650\u95ed\u6e90\u641c\u7d22\u7684 ChatGPT Deep Research\uff09\u7684\u8f6f\u808b\uff0c\u8ba9\u91d1\u878d\u3001\u751f\u547d\u79d1\u5b66\u7b49\u884c\u4e1a\u7684\u5185\u90e8\u6570\u636e\u6cbb\u7406\u6210\u4e3a\u53ef\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u201c\u6570\u636e\u51b2\u7a81\u201d\u4e0e\u201c\u9884\u7b97\u5931\u63a7\u201d\u95ee\u9898\uff0c\u51e0\u4e4e\u662f\u6240\u6709\u8ffd\u6c42\u6df1\u5ea6\u5408\u6210\u7684 agent \u7684\u901a\u75c5\u3002\u76ee\u524d\u4ea7\u54c1\u53ea\u662f\u5c06\u6700\u7ec8\u62a5\u544a\u5305\u88c5\u5f97\u201c\u7cbe\u7f8e\u201d\uff0c\u4f46\u5e76\u672a\u89e3\u51b3\u4fe1\u606f\u7504\u9009\u8fc7\u7a0b\u4e2d\u7684\u900f\u660e\u5ea6\u95ee\u9898\u2014\u2014\u7528\u6237\u4e0d\u77e5\u9053\u6a21\u578b\u5728\u4f17\u591a\u6765\u6e90\u4e2d\u662f\u5982\u4f55\u505a\u201c\u526a\u679d\u201d\u6216\u201c\u504f\u5411\u201d\u51b3\u7b56\u7684\u3002\u8fd9\u5c06\u5bfc\u81f4\u4e25\u91cd\u7684\u4fe1\u606f\u8327\u623f\uff1a\u5de5\u5177\u8d8a\u667a\u80fd\uff0c\u7528\u6237\u4fe1\u5f97\u8d8a\u6df1\u7684\u8c0e\u8a00\u5c31\u53ef\u80fd\u8d8a\u7cbe\u81f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5f02\u6b65 agent \u7684\u9690\u85cf\u6210\u672c\u4e5f\u662f\u4e00\u5927\u9690\u60a3\u3002\u5bf9\u4e8e\u89c4\u6a21\u5316\u90e8\u7f72\u7684\u56e2\u961f\u6765\u8bf4\uff0c\u7f3a\u4e4f\u7cbe\u786e\u7684 token \u914d\u989d\u53cd\u9988\u548c\u63a7\u5236\u9600\u95e8\uff0c\u610f\u5473\u7740\u60ca\u559c\u4e0e\u60ca\u5413\u5e76\u5b58\u3002\n <\/p>\n<p class=\"ai-content\">\n Gemini Deep Research Agent \u5728\u4ea7\u54c1\u5b9a\u4e49\u4e0a\u6b63\u786e\uff0c\u5e02\u573a\u5b9a\u4f4d\u6e05\u6670\uff0c\u4f46\u76ee\u524d\u66f4\u50cf\u662f\u201c\u5f3a\u5927\u7684\u521d\u7248\u201d\uff0c\u800c\u975e\u201c\u6210\u719f\u7684\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5c06\u5728\u540e\u7eed\u80fd\u5426\u66b4\u9732\u63a8\u7406\u94fe\u6761\u3001\u63d0\u4f9b\u6210\u672c\u63a7\u5236\u3001\u4ee5\u53ca\u5141\u8bb8\u7528\u6237\u624b\u52a8\u4ecb\u5165\u51b2\u7a81\u6570\u636e\u6e90\u65f6\u624d\u88ab\u5151\u73b0\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\">Gemini Deep Research Agent<\/span>\n <\/div>\n<div class=\"comment-content\">Two research agents in the Gemini API: Deep Research for low-latency interactive workflows, Deep Research Max for exhaustive async synthesis. Both support MCP data sources and native chart generation. For developers and AI engineers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Deep Research Max by Google DeepMind is a powerful autonomous research agent built on Gemini 3.1 Pro \ud83d\ude80<\/p>\n<\/p>\n<p>It tackles the biggest problem in research today… time-consuming, fragmented, and shallow analysis by automating deep, multi-source research workflows into fully cited, high-quality reports.<\/p>\n<\/p>\n<p>What stands out is its ability to combine open web + proprietary data (via MCP), generate native charts\/infographics, and iteratively refine insights for expert-grade output.<\/p>\n<\/p>\n<p><strong>Key features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Autonomous long-horizon research workflows<\/p>\n<\/li>\n<li>\n<p>MCP support for custom data integration<\/p>\n<\/li>\n<li>\n<p>Native visualizations (charts & infographics)<\/p>\n<\/li>\n<li>\n<p>Multimodal inputs (PDFs, CSVs, media)<\/p>\n<\/li>\n<li>\n<p>Real-time reasoning + collaborative planning<\/p>\n<\/li>\n<\/ul>\n<p>Perfect for analysts, enterprises, and teams in finance, life sciences, and market research who need fast, reliable, and deep insights.<\/p>\n<\/p>\n<p>If you’re building or scaling with AI agents, this is worth exploring!<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How does Deep Research Max handle edge cases like conflicting data from multiple proprietary sources; does it flag uncertainties or biases in the final report to build even more 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ALready got my Claude Code on 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\">\n<p>MCP-native research agent in the Gemini API is a smart positioning play vs hosted-only Deep Research alternatives. Two q’s: when sources contradict, does it surface the disagreement in citations or just pick one? And any quota visibility for async DR Max jobs before they blow past budgets?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very keen to see how it stacks against Parallel in my workflow:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/QH3WOZ3COBXHWN\" class=\"app-title\">Tabstack<\/a><\/p>\n<div class=\"one-liner\">Extract web data and automate browsers, no scraper required.<\/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>Tabstack \u662f\u4e00\u6b3e\u5185\u7f6e\u667a\u80fd\u7684 API\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u7ef4\u62a4\u722c\u866b\u5373\u53ef\u4ece\u4efb\u610f\u7f51\u9875\u63d0\u53d6\u7ed3\u6784\u5316 JSON \u6570\u636e\u3001\u81ea\u52a8\u6267\u884c\u6d4f\u89c8\u5668\u64cd\u4f5c\uff0c\u5f7b\u5e95\u89e3\u51b3\u6570\u636e\u7ba1\u7ebf\u8106\u5f31\u3001\u6613\u88ab\u7f51\u7ad9\u53cd\u722c\u673a\u5236\u6253\u7834\u7684\u96be\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\/135b2ba8-b41d-4054-9b6b-baa4a7477137.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ff7381cd-85e6-412b-8eef-47e71e1fd2d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/88f5aa31-2c82-44b8-bc6a-995e39871154.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0db57642-796b-45d1-bc26-c81a50d0ca4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/32e158aa-6874-48b0-ac72-1955ff515e00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/73a39024-c176-4876-9726-c87030f23054.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\">API<\/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\">\u7f51\u9875\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">JSON\u7ed3\u6784\u5316\u8f93\u51fa<\/span><br \/>\n <span class=\"tag\">AI\u722c\u866b<\/span><br \/>\n <span class=\"tag\">\u96f6\u7ef4\u62a4<\/span><br \/>\n <span class=\"tag\">\u79d1\u7814\u5f15\u7528<\/span><br \/>\n <span class=\"tag\">Mozilla\u51fa\u54c1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u4f20URL\u548cschema\u5373\u8fd4\u56deJSON\u201d\u7684\u80fd\u529b\uff0c\u8ba4\u4e3a\u80dc\u8fc7\u540c\u7c7b\u5de5\u5177\u5e76\u964d\u4f4e\u4e86LLM\u6210\u672c\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\uff1a1\uff09\u5982\u4f55\u5904\u7406\u7f51\u7ad9\u53cd\u81ea\u52a8\u5316\u5c01\u9501\uff1b2\uff09\u5b57\u6bb5\u7f3a\u5931\u65f6\u662f\u786c\u5931\u8d25\u8fd8\u662f\u8fd4\u56denull\uff1b3\uff09\u662f\u5426\u652f\u6301\u52a8\u6001\u7f51\u7ad9\uff08\u5982\u7535\u5546\uff09\u3002\u56e2\u961f\u56de\u5e94\uff1a\u8fd4\u56denull\u800c\u975e\u5931\u8d25\uff0c\u5df2\u901a\u8fc7\u771f\u5b9e\u6d4f\u89c8\u5668\u5b9e\u4f8b\u4e0e\u81ea\u9002\u5e94\u903b\u8f91\u6210\u529f\u5904\u7406\u591a\u6570\u52a8\u6001\u7f51\u7ad9\uff0c\u4f46\u5728G2\u3001LinkedIn\u7b49\u5f3a\u53cd\u722c\u7ad9\u70b9\u9047\u963b\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 Tabstack \u89e3\u51b3\u7684\u4e0d\u662f\u201c\u6293\u53d6\u201d\u95ee\u9898\uff0c\u800c\u662f\u201c\u4ece\u7f51\u9875\u5230\u53ef\u7528\u6570\u636e\u201d\u8fd9\u4e00\u6574\u6bb5\u7cdf\u5fc3\u7684\u7ba1\u7ebf\u5de5\u7a0b\u3002\u5b83\u7528\u201cschema as contract\u201d\u7684\u8303\u5f0f\uff0c\u628a\u4f20\u7edf\u722c\u866b\u4e2d\u7ef4\u62a4\u6210\u672c\u6700\u9ad8\u7684\u89e3\u6790\u3001\u6e05\u6d17\u3001\u9002\u914d\u73af\u8282\uff0c\u538b\u7f29\u6210\u4e00\u4e2aAPI\u8c03\u7528\u3002\u8fd9\u79cd\u5185\u7f6e\u667a\u80fd\u7684\u67b6\u6784\uff0c\u672c\u8d28\u4e0a\u662f\u628a\u5927\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u63a5\u5165\u4e86\u6570\u636e\u62bd\u53d6\u8fc7\u7a0b\u2014\u2014\u5f53\u7f51\u7ad9DOM\u6539\u53d8\u65f6\uff0c\u4e0d\u662f\u544a\u8b66\uff0c\u800c\u662f\u81ea\u52a8\u9002\u5e94\u3002\u8fd9\u662f\u6280\u672f\u4e0a\u6700\u806a\u660e\u7684\u5192\u72af\uff1a\u8ba9\u201c\u5468\u4e00\u65e9\u4e0a\u53d1\u73b0\u6570\u636e\u6ca1\u4e86\u201d\u8fd9\u79cd\u4f20\u7edf\u5f00\u53d1\u8005\u7684\u5669\u68a6\uff0c\u53d8\u6210\u522b\u4eba\u7684\u5386\u53f2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4e5f\u5fc5\u987b\u6307\u51fa\uff0c\u5b83\u7684\u5f3a\u9879\u4e5f\u662f\u5b83\u7684\u8f6f\u808b\u3002\u4f9d\u8d56API\u5185\u7f6e\u7684\u667a\u80fd\u610f\u5473\u7740\u5f00\u53d1\u8005\u5bf9\u62bd\u53d6\u8fc7\u7a0b\u7684\u5e72\u9884\u624b\u6bb5\u6709\u9650\uff0c\u4e00\u65e6\u9047\u5230\u5f3a\u53cd\u722c\u3001\u590d\u6742\u4ea4\u4e92\u6216\u591a\u6a21\u6001\u5185\u5bb9\uff0cTabstack\u7684\u201c\u4e00\u5207\u4ea4\u7ed9API\u201d\u7684\u54f2\u5b66\u5c31\u4f1a\u663e\u51fa\u8fb9\u754c\u3002\u7528\u6237\u53cd\u6620G2\u548cLinkedIn\u65e0\u6cd5\u62bd\u53d6\uff0c\u6070\u6070\u8bc1\u660e\u4e86\u5728\u5546\u4e1a\u7ade\u4e89\u573a\u666f\u4e2d\uff0c\u6570\u636e\u6301\u6709\u65b9\u7684\u53cd\u5236\u6c38\u8fdc\u6bd4API\u7684\u667a\u80fd\u8fed\u4ee3\u5feb\u4e00\u6b65\u3002\u6b64\u5916\uff0cSaaS\u5316\u670d\u52a1\u610f\u5473\u7740\u6570\u636e\u7ecf\u8fc7\u4ed6\u4eba\u4e4b\u624b\uff0c\u5373\u4fbf\u662fMozilla\u8840\u7edf\u7684\u201c\u4e0d\u8bad\u7ec3\u3001\u5c0a\u91cdrobots.txt\u201d\u627f\u8bfa\uff0c\u5bf9\u9ad8\u5408\u89c4\u9700\u6c42\u7684\u4f01\u4e1a\u4ecd\u662f\u9690\u5fe7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5546\u4e1a\u89d2\u5ea6\u770b\uff0cTabstack\u7784\u51c6\u7684\u662fAI Agent\u548c\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7684\u4e2d\u575a\u57fa\u5efa\u5c42\u3002\u5b83\u7684\u771f\u6b63\u62a4\u57ce\u6cb3\u4e0d\u662f\u6280\u672f\u58c1\u5792\u2014\u2014\u8fd9\u79cd\u201cAPI+\u667a\u80fd\u201d\u7684\u914d\u65b9\u53ef\u590d\u5236\u2014\u2014\u800c\u662f\u62a2\u5148\u5360\u636e\u4e86\u201c\u4ece\u6293\u53d6\u5230\u7406\u89e3\u201d\u4e4b\u95f4\u7684\u5fc3\u667a\u951a\u70b9\u3002\u5f53\u5f00\u53d1\u8005\u4e60\u60ef\u4e86\u201c\u4f20schema\u53d6JSON\u201d\u7684\u6e05\u723d\uff0c\u6050\u6015\u518d\u4e5f\u56de\u4e0d\u53bb\u624b\u52a8\u5199\u89e3\u6790\u5668\u7684\u65e5\u5b50\u3002\u8fd9\u624d\u662f\u6700\u72e0\u7684\u4e00\u5200\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\">Tabstack<\/span>\n <\/div>\n<div class=\"comment-content\">Tabstack is a web data and automation API that delivers reliable structured output. Pass a URL and a schema, get back JSON that matches every time. Run research in one call and get cited answers back. Automate browsers without running infrastructure. The intelligence is built into every API call. No scraper to build, maintain, or watch break when a site changes. Built at Mozilla.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Builders! \ud83d\udc4b I’m Tessa, founding [technical] GTM at Tabstack.<\/p>\n<p>Tabstack is a web data and automation API with intelligence built into every call. You don’t get raw content back to parse, clean, or run through another LLM. You get the output your product or agent needs, already done.<\/p>\n<p>Five endpoints:<\/p>\n<ul>\n<li>\n<p><strong>\/extract\/json<\/strong> \u2014 pass a URL and a schema, get back JSON that matches it<\/p>\n<\/li>\n<li>\n<p><strong>\/extract\/markdown<\/strong> \u2014 clean markdown from any URL<\/p>\n<\/li>\n<li>\n<p><strong>\/generate\/json<\/strong> \u2014 custom instructions, structured output back<\/p>\n<\/li>\n<li>\n<p><strong>\/research<\/strong> \u2014 multi-source research with citations, one call, no orchestration<\/p>\n<\/li>\n<li>\n<p><strong>\/automate<\/strong> \u2014 managed browser agent for JS-heavy pages, forms, multi-step flows<\/p>\n<\/li>\n<\/ul>\n<p>No scraper to maintain. No pipeline to build. No Monday morning incident because a site changed its data structure.<\/p>\n<\/p>\n<p>I joined this team because Mozilla has always believed the web should stay open and your data should stay yours. Ephemeral data, zero model training, robots.txt compliant. That’s not a feature\u2014it’s the foundation.<\/p>\n<\/p>\n<p>Add it to Claude, Cursor, or Claude Code via MCP in 30 seconds. <a href=\"https:\/\/docs.tabstack.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Check out the docs \u2192<\/a><\/p>\n<p>What use case are you reaching for first? I vastly improved a messy data parsing pipeline the first time I tried it.<\/p>\n<p>A few other things I’ve built since joining Tabstack just 4 weeks ago:<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/rivaldemo.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Rival<\/strong><\/a> \u2014 open source competitive intelligence tool powered by Tabstack. Tracks competitors daily, detects changes across their site, pricing, docs, jobs and social, and surfaces live intel via MCP whenever you need it for strategy. Uses all five Tabstack endpoints.<\/p>\n<\/li>\n<li>\n<p><strong>LocalPlate<\/strong> \u2014 open source self-hosted meal planner. Imports recipes from any URL using Tabstack’s extraction and automation endpoints.<\/p>\n<\/li>\n<li>\n<p><strong>Scout<\/strong> \u2014 prospect intelligence, signal feed and CRM. Uses Tabstack to enrich prospects with structured profile data, synthesize ICP fit scores and outreach briefs, and run deep-dive research \u2014 all automated.<\/p>\n<\/li>\n<\/ul>\n<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tessak22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessak22<\/a> \ud83d\udc10<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tessak22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessak22<\/a> the “schema you pass, JSON you get back” framing is the actual axis to compare these tools on. we hit similar territory building a voice\u2192form widget \u2014 when the source is messy (transcribed speech, not HTML), the gap between “got something parseable” and “got exactly the schema fields, every time” is where the work actually lives.<\/p>\n<p>the case that usually exposes it: a field in the schema that’s genuinely missing from the source. whether the API returns null, hallucinates a guess, or explicitly surfaces the absence \u2014 that’s the decision that determines whether downstream code can trust the output.                        <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@tessak22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessak22<\/a> That’s the key challenge with any browser automation tool. Tabstack uses real browser instances rather than headless requests, which helps bypass some detection methods, but sites with sophisticated bot detection (like Cloudflare’s advanced rules) will still present obstacles. The best approach is usually to build in delays and rotate through different browser configurations to stay under detection thresholds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We’re using Tabstack internally with some of our products b\/c it out-performs many of the others we have tried against sites that have traditionally been harder to extract structured data from. <\/p>\n<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@mobileraj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mobileraj<\/a> felt the same exact way when I first tried the product and swapped it out for my complicated data extraction pipeline. It was a game-changer in terms of decreasing LLM costs AND vastly improving the quality of the results, too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting, does it handle different site format?<\/p>\n<\/p>\n<p>Also dynamic sites?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tessak22\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tessak22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessak22<\/a> I have tried to use it on E-commerce sites. Could you please guide me throught it. Thanks<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b1950bb-18c0-47af-bbaf-ec69e343201e.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" 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\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hamza_addi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_addi<\/a> it sure does! That’s how we’re different than other tools. Other tools you’re dealing with the data extraction pipeline and when something changes, your scraper is broken. Tabstack does all of your task needs inside the API call so it handles the dynamic changes, adapts, and still delivers the end results you need\u2014markdown or json. Give it a try and let me know how it goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch! Does it require any integrations or extensions for Mozilla specifically or browser agnostic? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@j1ngg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@j1ngg<\/a> Nope! Its a stand-alone product. Should be super simple to setup, too! Reach out if you need anything. \ud83d\ude0a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\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 does it handle sites that actively block automations?<\/div>\n<div class=\"comment-actions\">\n<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\/@anusuya_bhuyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anusuya_bhuyan<\/a> you should give it a try and find out! I wasn’t able to get data from G2 or LinkedIn, but otherwise, I’ve found success on a lot of tricky websites.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 schema-as-contract model is the right call. Most scraping tools dump raw content and make you figure out the mess. Curious what happens when a field can’t be populated though, does the call fail hard or return a partial result with nulls? That distinction matters a lot for pipelines that chain multiple calls.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ng_junsheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ng_junsheng<\/a> I agree and have witnessed the same. Its a chaotic mess, and then when data structures changes, things break. To answer your question, though, partial result with nulls, not a hard fail. The call succeeds as long as the request is valid and the page is reachable. Fields that can’t be populated come back as null.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Pass a URL and a schema, get back JSON that matches every time” \u2014 what does “every time” mean in practice? Does the schema act as a strict contract where the call fails if a field can’t be populated, or does it return partial data with nulls? Would change how I’d design error handling around it.<\/p>\n<p>Also The “cited answers” from research calls is the detail I keep coming back to. Are the citations actual source URLs pulled from the pages it visited, or more like attribution to the top-level domain? Big difference if you’re building something where the downstream user needs to verify the source.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sounak_bhattacharya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sounak_bhattacharya<\/a> Best-effort, not strict. The schema defines the shape you want; the API extracts what it can find and returns nulls for fields it can’t populate. The call itself won’t fail because a field is missing from the page. What will fail is a bad request (400\/422) if your schema is malformed. <\/p>\n<p>Actual source URLs, not domains. Each citedPage in the complete event’s metadata.citedPages array has a url field (full page URL, always present) and a claims array that maps specific assertions to that source. If you’re building something where users need to verify, you get enough to link directly to the page and show which claims came from 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>So sick!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@corey_haines\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@corey_haines<\/a> Thanks for the kind words! Check it out. You’ll love 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<\/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\/CVW4SIMAWOG26F\" class=\"app-title\">File Generation in Gemini<\/a><\/p>\n<div class=\"one-liner\">Generate production-ready files directly in your chat<\/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>Gemini\u5728\u804a\u5929\u754c\u9762\u5185\u76f4\u63a5\u751f\u6210\u53ef\u4e0b\u8f7d\u7684Google\u6587\u6863\u3001PDF\u3001Word\u3001Excel\u3001LaTeX\u7b49\u5341\u4f59\u79cd\u683c\u5f0f\u6587\u4ef6\uff0c\u514d\u53bb\u7528\u6237\u590d\u5236\u7c98\u8d34\u548c\u624b\u52a8\u6392\u7248\u7684\u7e41\u7410\u6d41\u7a0b\uff0c\u5c06AI\u5bf9\u8bdd\u4e0e\u65e5\u5e38\u529e\u516c\u6587\u6863\u521b\u4f5c\u65e0\u7f1d\u8854\u63a5\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\/4945d767-3ff9-4f1e-80f6-1bd02fd893c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04727f89-c0bc-4996-a070-420e6711bb0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a8a0b635-fe07-42fd-9a04-0a26f69c5e4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/807e91c1-4a2f-4cf7-9adf-64d9618d98ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ef2c29e-12fe-47e4-9df4-541c2000a4d8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7049af8a-a466-43cc-b998-9c496d3f1604.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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u4ef6\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Google Workspace\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">LaTeX\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u591a\u683c\u5f0f\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u673a\u5668\u4eba<\/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\u770b\u597d\u6b64\u529f\u80fd\uff0c\u8ba4\u4e3a\u5176\u8d34\u8fd1\u65e5\u5e38\u5de5\u4f5c\u6d41\uff0c\u514d\u53bb\u4e86\u624b\u52a8\u590d\u5236\u548c\u4fee\u6b63\u683c\u5f0f\u7684\u9ebb\u70e6\u3002\u4e5f\u6709\u6280\u672f\u7528\u6237\u63d0\u51fa\u5177\u4f53\u5173\u5207\uff1a\u751f\u6210\u7684LaTeX\u6587\u4ef6\u662f\u5426\u5305\u542b\u5b8c\u6574\u6a21\u677f\u548c\u5305\u58f0\u660e\uff0c\u8fd8\u662f\u4ec5\u8f93\u51fa\u539f\u59cb\u5185\u5bb9\u5bfc\u81f4\u65e0\u6cd5\u76f4\u63a5\u7f16\u8bd1\u3002\u8fd9\u53cd\u6620\u51fa\u9ad8\u7ea7\u7528\u6237\u5bf9\u8f93\u51fa\u8d28\u91cf\u7684\u4e25\u683c\u9884\u671f\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 File Generation in Gemini\u7684\u53d1\u5e03\uff0c\u8868\u9762\u4e0a\u662f\u65b0\u589e\u4e86\u6587\u4ef6\u5bfc\u51fa\u80fd\u529b\uff0c\u5b9e\u5219\u6697\u542b\u4e00\u4e2a\u6218\u7565\u4fe1\u53f7\uff1aGoogle\u6b63\u5728\u8bd5\u56fe\u5c06Gemini\u4ece\u201c\u5bf9\u8bdd\u5f0f\u52a9\u624b\u201d\u5347\u7ea7\u4e3a\u201c\u751f\u4ea7\u529b\u64cd\u4f5c\u7cfb\u7edf\u201d\u7684\u5165\u53e3\u3002\u8fc7\u53bb\uff0cAI\u751f\u6210\u7684\u5185\u5bb9\u5fc5\u987b\u7ecf\u8fc7\u201c\u590d\u5236\u2192\u7c98\u8d34\u2192\u6392\u683c\u5f0f\u201d\u8fd9\u4e00\u6469\u64e6\u73af\u8282\u624d\u80fd\u5b9e\u9645\u6295\u5165\u4f7f\u7528\uff0c\u800c\u73b0\u5728\u8fd9\u4e2a\u94fe\u6761\u88ab\u4e00\u952e\u526a\u65ad\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u751f\u6210\u4e86\u591a\u5c11\u79cd\u683c\u5f0f\uff0c\u800c\u5728\u4e8e\u5c06AI\u8f93\u51fa\u76f4\u63a5\u5bf9\u9f50\u5230\u7528\u6237\u7684\u5de5\u4f5c\u6d41\u7ec8\u70b9\uff08\u53ef\u5206\u4eab\u3001\u53ef\u7f16\u8f91\u3001\u53ef\u7f16\u8bd1\u7684\u6587\u4ef6\uff09\uff0c\u4ece\u800c\u5927\u5e45\u964d\u4f4eAI\u4ece\u201c\u6709\u7528\u201d\u5230\u201c\u88ab\u7528\u201d\u4e4b\u95f4\u7684\u5fc3\u7406\u4e0e\u64cd\u4f5c\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6e05\u9192\u770b\u5230\uff0c\u8fd9\u4e00\u529f\u80fd\u7684\u6210\u8d25\u53d6\u51b3\u4e8e\u8d28\u91cf\uff0c\u800c\u975e\u6570\u91cf\u3002\u5f53\u524d\u8bc4\u8bba\u4e2d\u5bf9LaTeX\u7684\u652f\u6301\u53cd\u9988\u5c31\u66b4\u9732\u4e86\u6f5c\u5728\u9690\u5fe7\uff1a\u5982\u679c\u201c\u751f\u6210\u6587\u4ef6\u201d\u53ea\u662f\u5c06\u539f\u6709\u5bf9\u8bdd\u6587\u672c\u6362\u4e86\u4e2a\u540e\u7f00\u540d\uff0c\u800c\u6ca1\u6709\u8fdb\u884c\u9488\u5bf9\u6027\u7684\u683c\u5f0f\u6a21\u677f\u5316\uff08\u5982LaTeX\u7684preamble\u7ed3\u6784\u3001Excel\u7684\u5355\u5143\u683c\u5e03\u5c40\u3001Slides\u7684\u6392\u7248\u903b\u8f91\uff09\uff0c\u90a3\u4e48\u7528\u6237\u4ecd\u7136\u9700\u8981\u5927\u91cf\u7684\u4e8c\u6b21\u624b\u8c03\uff0c\u6240\u8c13\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201d\u5c06\u6ca6\u4e3a\u8425\u9500\u8bdd\u672f\u3002\u6b64\u5916\uff0c\u8be5\u529f\u80fd\u76ee\u524d\u4ecd\u9ad8\u5ea6\u7ed1\u5b9aGoogle\u751f\u6001\uff08Docs\/Sheets\/Slides\uff09\uff0c\u5bf9\u4e8e\u4f7f\u7528Office 365\u6216\u672c\u5730\u529e\u516c\u5957\u4ef6\u7684\u7528\u6237\uff0c\u5176\u5438\u5f15\u529b\u5927\u6253\u6298\u6263\u3002Gemini\u5fc5\u987b\u8bc1\u660e\u5b83\u7406\u89e3\u201c\u6587\u4ef6\u683c\u5f0f\u201d\u80cc\u540e\u7684\u7ed3\u6784\u89c4\u5219\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6269\u5c55\u540d\u6620\u5c04\u3002\u4e00\u53e5\u8bdd\uff1a\u8fd9\u573a\u4ece\u201c\u804a\u5929\u201d\u5230\u201c\u521b\u4f5c\u7a7a\u95f4\u201d\u7684\u8dc3\u8fc1\uff0c\u65b9\u5411\u662f\u5bf9\u7684\uff0c\u4f46\u6267\u884c\u6df1\u5ea6\u5c06\u662f\u51b3\u5b9a\u5176\u662f\u5426\u53ea\u662f\u53c8\u4e00\u679a\u8868\u9762\u5149\u9c9c\u7684\u201c\u73a9\u5177\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">File Generation in Gemini<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini can now generate downloadable files directly in chat, including Google Docs, Sheets, Slides, PDFs, Word, Excel, CSV, LaTeX, Markdown, TXT, and RTF. Go from prompt to ready-to-share file without copying, pasting, or reformatting.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>Gemini App keeps choosing to go broad.<\/p>\n<p>This update brings the output much closer to everyday workflows: Docs, Sheets, Slides, PDFs, Word, Excel, CSV, Markdown, LaTeX, and more can now be generated directly inside the chat. No more copying a good answer, pasting it elsewhere, and fixing the formatting by hand.<\/p>\n<p>That says a lot about Gemini app\u2019s direction. It is trying to be a wider productivity surface that fits into the apps and file formats people already use every day.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> looking great!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> How has this file generation feature changed your own daily workflow; like, are you using it to skip back-and-forth between chat and Google Docs more often now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The LaTeX support is the interesting one here. Generating a `.tex` file is easy enough, but does it come pre-structured with proper packages declared in the preamble, or is it more of a raw content dump that still needs a working template wrapped around it before it’ll actually compile?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QB6RTH5OYVGS2X\" class=\"app-title\">Quarkdown<\/a><\/p>\n<div class=\"one-liner\">Markdown wit LaTeX in a modern typesetting system<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">123<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Quarkdown \u662f\u4e00\u6b3e\u57fa\u4e8e Markdown \u5e76\u6df1\u5ea6\u878d\u5408 LaTeX \u7684\u73b0\u4ee3\u6392\u7248\u7cfb\u7edf\uff0c\u5e2e\u52a9\u7528\u6237\u5728 VS Code \u6216\u7ec8\u7aef\u4e2d\u9ad8\u6548\u5b8c\u6210\u8bba\u6587\u3001\u6f14\u793a\u6587\u7a3f\u3001\u77e5\u8bc6\u5e93\u548c\u7f51\u7ad9\u7684\u5236\u4f5c\uff0c\u89e3\u51b3\u6280\u672f\u5199\u4f5c\u8005\u5728\u201c\u6613\u5199\u201d\u4e0e\u201c\u4e13\u4e1a\u8f93\u51fa\u201d\u4e4b\u95f4\u7684\u957f\u671f\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\/0063e319-b398-4f4d-bee3-3ebddcc75be1.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\/e8a1a10b-6903-4e15-8f65-6be6aeb93b84.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\/480e2ac8-cebb-40c5-b728-54e74309b576.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\/27762f03-c1d2-4d39-8e52-08333e9414a3.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\/265bb0ab-9d1c-4017-8152-b63db07f3ea5.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\/dfc28c56-f765-4f53-9a28-8a89cb5bb1c2.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\/3c491827-ef16-4c8c-9a94-c2c58c7b3eba.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\/318c276c-ac75-4372-8d1b-beb32fe656ee.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\/d19f826e-5be0-48cc-980e-25f692e87d9a.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Writing<\/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\">Markdown\u6392\u7248<\/span><br \/>\n <span class=\"tag\">LaTeX\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5b66\u672f\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u6587\u7a3f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">VS Code\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u52a8\u6001\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\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\u5173\u6ce8 Markdown \u4e0e LaTeX \u8bed\u6cd5\u51b2\u7a81\uff08\u5982\u4e0b\u5212\u7ebf\u6b67\u4e49\uff09\uff0c\u671f\u5f85\u4e0a\u4e0b\u6587\u63a8\u65ad\u6216\u6a21\u5f0f\u5207\u6362\u65b9\u6848\u3002\u597d\u5947\u540c\u4e00\u6e90\u6587\u4ef6\u5982\u4f55\u9002\u914d\u5b66\u672fPDF\uff08\u6d6e\u52a8\u56fe\u3001\u53c2\u8003\u6587\u732e\u3001\u53cc\u680f\uff09\u4e0e\u5e7b\u706f\u7247\uff0c\u8be2\u95ee\u516c\u5f0f\u5bfc\u51fa\u662f\u5426\u4e3a\u53ef\u9009\u4e2d\u6587\u5b57PDF\u3002\u5f00\u53d1\u8005\u6b63\u5904\u7406\u6807\u9898\u62fc\u5199\u9519\u8bef\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 Quarkdown \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u201cMarkdown + LaTeX\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5f25\u5408\u4e24\u79cd\u5199\u4f5c\u8303\u5f0f\u7684\u201c\u5373\u5199\u5373\u6240\u5f97\u201d\u9e3f\u6c9f\u3002Typst \u7b49\u65b0\u79c0\u5728\u6392\u7248\u5185\u6838\u4e0a\u66f4\u5148\u8fdb\uff0c\u4f46\u727a\u7272\u4e86 Markdown \u7684\u76f4\u89c9\u4e0e\u751f\u6001\uff1bQuarkdown \u806a\u660e\u5730\u9009\u62e9\u5728 VS Code \u4e0e\u7ec8\u7aef\u4e24\u5927\u5f00\u53d1\u8005\u8179\u5730\u751f\u6839\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u5207\u6362\u73af\u5883\u5373\u53ef\u83b7\u5f97 LaTeX \u7ea7\u7684\u6392\u7248\u63a7\u5236\u529b\uff0c\u8fd9\u662f\u5bf9\u201c\u5b66\u672f\u5199\u4f5c\u5de5\u5177\u94fe\u201d\u7684\u4e00\u6b21\u52a1\u5b9e\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u662f\u8bed\u6cd5\u51b2\u7a81\u7684\u201c\u810f\u6d3b\u201d\u2014\u2014\u7528\u6237\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u4e0b\u5212\u7ebf\u6b67\u4e49\u5c31\u662f\u5178\u578b\u3002\u82e5\u4ec5\u9760 $..$ \u5206\u9694\u7b26\u505a\u7b80\u5355\u6a21\u5f0f\u5207\u6362\uff0c\u5b9e\u9645\u4e0a\u662f\u5728\u5f3a\u8feb\u7528\u6237\u8bb0\u4f4f\u53e6\u4e00\u5957\u89c4\u5219\uff0c\u5e76\u672a\u771f\u6b63\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\u3002\u771f\u6b63\u7684\u75db\u70b9\u5728\u4e8e\uff0c\u7528\u6237\u60f3\u5728\u540c\u4e00\u4e2a\u601d\u8def\u4e0a\u540c\u65f6\u4e66\u5199\u6b63\u6587\u548c\u516c\u5f0f\uff0c\u800c\u975e\u5728\u4e24\u4e2a\u8bed\u6cd5\u4e16\u754c\u95f4\u9891\u7e41\u8df3\u8f6c\u3002\u82e5 Quarkdown \u4e0d\u80fd\u5728\u4e0a\u4e0b\u6587\u611f\u77e5\u4e0a\u505a\u51fa\u66f4\u667a\u80fd\u7684\u63a8\u65ad\uff08\u6bd4\u5982\u81ea\u52a8\u8bc6\u522b\u6570\u5b66\u73af\u5883\uff09\uff0c\u5b83\u5c06\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u529f\u80fd\u62fc\u51d1\u201d\u800c\u975e\u201c\u4f53\u9a8c\u878d\u5408\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ece\u8bc4\u8bba\u4e2d\u80fd\u770b\u51fa\uff0c\u6559\u5e08\u4e0e\u5185\u5bb9\u521b\u4f5c\u8005\u7684\u6f5c\u5728\u9700\u6c42\u6781\u5927\u2014\u2014\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u4ec5\u662f\u5b66\u672f PDF\uff0c\u8fd8\u6709\u53ef\u4ea4\u4e92\u6216\u53ef\u590d\u5236\u7684\u516c\u5f0f\u5bfc\u51fa\u80fd\u529b\u3002\u5982\u679c\u80fd\u505a\u5230 PDF \u4e2d\u516c\u5f0f\u6587\u5b57\u53ef\u9009\u3001\u540c\u65f6\u517c\u5bb9\u5e7b\u706f\u7247\u548c\u7f51\u7ad9\u751f\u6210\uff0cQuarkdown \u5c31\u80fd\u501f\u201c\u4e00\u4e2a\u6e90\uff0c\u591a\u683c\u5f0f\u201d\u7684\u627f\u8bfa\u771f\u6b63\u5403\u6389\u4ece\u8bfe\u4ef6\u3001\u8bb2\u4e49\u5230\u535a\u5ba2\u7684\u6574\u6761\u5185\u5bb9\u751f\u4ea7\u94fe\u3002\u5f53\u524d 123 \u7968\u7684 Launch \u70ed\u5ea6\u4e0d\u7b97\u7206\u70b8\uff0c\u4f46\u5f00\u53d1\u8005\u7684\u5341\u5e74\u5f00\u6e90\u80cc\u666f\u53ca\u5bf9\u53cd\u9988\u7684\u5f00\u653e\u6001\u5ea6\u662f\u52a0\u5206\u9879\u3002\u5efa\u8bae\u4e0b\u4e00\u6b65\u805a\u7126\u201c\u7f16\u8bd1\u7ba1\u9053\u201d\u7684\u7075\u6d3b\u6027\uff1a\u5141\u8bb8\u7528\u6237\u6309\u8f93\u51fa\u7aef\u5b9a\u5236\u6e32\u67d3\u89c4\u5219\uff0c\u6bd4\u5982 PDF \u4e25\u683c\u5b66\u672f\uff0c\u7f51\u9875\u5219\u4f18\u5148\u53ef\u8bbf\u95ee\u6027\u3002Quarkdown \u6709\u6f5c\u529b\u6210\u4e3a\u7c7b Notion \u7b14\u8bb0\u4e0e LaTeX \u8bba\u6587\u95f4\u7684\u6865\u6881\uff0c\u4f46\u524d\u63d0\u662f\u8fd9\u6865\u4e0d\u80fd\u4fee\u5f97\u6447\u6447\u6643\u6643\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\">Quarkdown<\/span>\n <\/div>\n<div class=\"comment-content\">Quarkdown is a modern, fast, Markdown-based typesetting system to create papers, presentations, knowledge bases and websites. Write in the markup language you’re already familiar with for a flat learning curve, but juice it up with powerful extensions for full control over your documents, and live preview to enter flow state faster. Quarkdown runs on VS Code or your terminal.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Hunters!<\/p>\n<p>I’m the author and project lead of Quarkdown. What started as a simple university research project eventually evolved into a full-fledged typesetting system for writers, developers, and anyone who cares about control.<\/p>\n<p>I’ve been building open source software for the past 10 years. Making things is what I love the most, and I’m driven by passion for what I do.<\/p>\n<p>If you try it out, please share your feedback! And if not, a star goes a long way \u2b50\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@iamgio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iamgio<\/a> Hey Giorgio, congrats on the launch! markdown + latex in one system is an achievement by itself, but the syntactic ambiguity is brutal. How are you resolving the underscore problem (italic in markdown vs subscript in latex)? mode-switch on $..$ delimiters, or some smarter context inference? anyway, best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey all, thanks for the support!<\/p>\n<\/p>\n<p>I\u2019m aware of the typo in the subtitle: a Product Hunt moderator changed my original description right before launch and left a typo there that I\u2019m not able to edit out! I\u2019m waiting for support to edit it for me<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Giorgio, congrats on the launch! markdown + latex in one system is an achievement by itself, but the syntactic ambiguity is brutal. How are you resolving the underscore problem (italic in markdown vs subscript in latex)? mode-switch on $..$ delimiters, or some smarter context inference? anyway, best of luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Markdown-syntax-with-LaTeX-power angle is the right pitch \u2014 Typst nails the latter but loses the muscle memory most writers already have. Curious how the same source compiles for academic PDFs (figure floats, refs, two-column) vs slide decks \u2014 same renderer, or separate backends?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Markdown + LaTeX in one toolchain solves a real pain for anyone teaching technical material \u2014 the eternal trade-off between “easy to write” and “professional output” usually forces a Word doc or a Notion page that can’t render formulas properly. From a curriculum design angle, this could be a meaningful unlock: I teach Excel for Financial Modelling on Udemy (<a href=\"https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/<\/a>) and the supporting handouts (DCF formulas, IRR derivations, NPV calc walkthroughs) are exactly the case where a Markdown-first authoring flow with proper math rendering would have saved me weeks. Quick question \u2014 does Quarkdown export to printable PDF with selectable formulas, or are equations rasterized?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YEXOF3T4VVYHYX\" class=\"app-title\">Symphony<\/a><\/p>\n<div class=\"one-liner\">An open-source spec for Codex orchestration<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Symphony\u662f\u4e00\u4e2a\u5f00\u6e90\u89c4\u8303\uff0c\u5c06\u4efb\u52a1\u8ffd\u8e2a\u5668\uff08\u5982Linear\uff09\u8f6c\u53d8\u4e3a\u59cb\u7ec8\u5728\u7ebf\u7684\u4ee3\u7801\u6267\u884c\u5f15\u64ce\uff0c\u8ba9AI\u4ee3\u7406\u81ea\u52a8\u5904\u7406\u4efb\u52a1\uff0c\u5f00\u53d1\u8005\u53ea\u9700\u805a\u7126\u5ba1\u67e5\u4e0e\u65b9\u5411\uff0c\u89e3\u51b3\u591a\u4ee3\u7406\u534f\u4f5c\u65f6\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u4e0e\u91cd\u590d\u76d1\u7763\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\/41c7be5e-4f4e-4797-aa7e-dcb2e06c8eba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8641bcc0-efde-47e3-aeae-c93c27b5c13d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c866aff5-b0ca-41b2-a2ad-1b2ab2b06643.svg?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\/16cbe7f2-de95-4951-956f-c7d8d3a6adc1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/bSX5vTt0p8c\"><source src=\"https:\/\/youtu.be\/bSX5vTt0p8c\" 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\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u81ea\u52a8\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u7ebf\u6027\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/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\u4ee3\u7406\u5931\u8d25\u65f6\u7684\u7ea0\u9519\u673a\u5236\uff0c\u62c5\u5fc3\u53cd\u590d\u63d0\u4ea4\u6df7\u4e71\u4ee3\u7801\u5bfc\u81f4\u540e\u7eed\u6e05\u7406\u6210\u672c\u9ad8\u3002\u53e6\u6709\u5f00\u53d1\u8005\u8be2\u95ee\u5bf9\u4e8e5\u4eba\u5c0f\u56e2\u961f\u7684\u5177\u4f53\u5de5\u4f5c\u6d41\u6539\u53d8\uff0c\u6697\u793a\u9700\u8981\u66f4\u843d\u5730\u573a\u666f\u3002\u5c11\u6570\u8bc4\u8bba\u63d0\u53caChatGPT-5.5\u66ff\u4ee3\u4f5c\u7528\uff0c\u4f46\u975e\u76f4\u63a5\u9488\u5bf9\u4ea7\u54c1\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 Symphony\u7684\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u5de5\u5177\uff0c\u5b83\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u201c\u4efb\u52a1\u201d\u4e0e\u201c\u4ee3\u7801\u201d\u4e4b\u95f4\u7684\u751f\u4ea7\u5173\u7cfb\u3002\u5c06Issue Trackers\u4f5c\u4e3a\u63a7\u5236\u5e73\u9762\uff0c\u672c\u8d28\u662f\u628a\u5de5\u7a0b\u7ba1\u7406\u7684\u201c\u8ba1\u5212\u201d\u4e0eAI\u4ee3\u7406\u7684\u201c\u6267\u884c\u201d\u505a\u4e86\u4e00\u6b21\u786c\u6027\u89e3\u8026\uff0c\u8fd9\u6bd4\u73b0\u6709\u788e\u7247\u5316\u7684Copilot\u63d2\u4ef6\u6216\u72ec\u7acbAgent\u5e73\u53f0\u66f4\u5f7b\u5e95\u2014\u2014\u56e0\u4e3a\u5b83\u501f\u7528\u4e86\u56e2\u961f\u5df2\u6709\u7684\u534f\u4f5c\u8bed\u4e49\uff0c\u800c\u975e\u521b\u9020\u65b0\u5b64\u5c9b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u540c\u6837\u8d64\u88f8\uff1a\u8bc4\u8bba\u4e2d\u201c\u4ee3\u7406\u4e00\u76f4\u5728\u91cd\u590d\u72af\u9519\u201d\u7684\u8d28\u7591\u51fb\u4e2d\u4e86\u6838\u5fc3\u8f6f\u808b\u3002\u5f53\u524d\u65b9\u6848\u4f9d\u8d56\u201c\u81ea\u52a8\u91cd\u8bd5\u201d\u548c\u201cDAG\u6267\u884c\u201d\uff0c\u5374\u672a\u660e\u786e\u5982\u4f55\u963b\u65ad\u574f\u6a21\u5f0f\u6269\u6563\u3002\u5f53\u4ee3\u7406\u5728\u9519\u8bef\u65b9\u5411\u4e0a\u8fde\u7eed\u4ea7\u51faPR\uff0c\u4eba\u7c7b\u5ba1\u67e5\u538b\u529b\u4e0d\u964d\u53cd\u5347\uff0c\u6240\u8c13\u7684\u201c500%PR\u589e\u957f\u201d\u53ef\u80fd\u6ca6\u4e3a\u5783\u573e\u4ee3\u7801\u751f\u4ea7\u673a\u3002\u53e6\u5916\uff0c\u5c0f\u56e2\u961f\u7684\u5b9e\u9645\u75db\u70b9\u5e76\u975e\u201c\u591a\u4ee3\u7406\u7ba1\u7406\u201d\u800c\u662f\u201c\u5355\u4ee3\u7406\u9760\u8c31\u201d\uff0cSymphony\u5bf95\u4eba\u961f\u7684\u5438\u5f15\u529b\u5fc5\u7136\u5f31\u4e8e\u5927\u5382\u57fa\u5efa\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u6709\u4ef7\u503c\u7684\uff0c\u662f\u5b83\u5bf9\u201c\u5de5\u4f5c\u6d41\u6807\u51c6\u201d\u7684\u8bd5\u63a2\u2014\u2014\u5982\u679c\u7a33\u5b9a\u4e0b\u6765\uff0c\u5b83\u80fd\u5c06AI\u7f16\u7a0b\u4ece\u201c\u4e00\u4eba\u4e00IDE\u7684\u9b54\u672f\u201d\u53d8\u6210\u201c\u7ec4\u7ec7\u7ea7\u7684\u751f\u4ea7\u7ba1\u9053\u201d\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u5fc5\u987b\u56de\u7b54\u90a30\u70b9\u8d5e\u7684\u8ffd\u95ee\uff1a\u8c01\u6765\u7ea0\u504f\uff1f\u6210\u672c\u8f6c\u5ac1\u5230\u54ea\u91cc\uff1f\u4ea7\u54c1\u73b0\u5728\u66f4\u50cf\u4e00\u5f20\u7406\u60f3\u84dd\u56fe\uff0c\u800c\u975e\u53ef\u843d\u5730\u7684\u751f\u4ea7\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Symphony<\/span>\n <\/div>\n<div class=\"comment-content\">What if every open issue had a Codex agent? That\u2019s the idea behind Symphony, an open-source agent orchestrator for Codex that turns task trackers into always-on systems for agentic work, letting humans focus on review and direction.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Symphony \u2013 Open-source spec for orchestrating coding agents \ud83d\ude80<\/strong><\/p>\n<\/p>\n<p><strong>What it is:<\/strong> Symphony is an open-source specification from OpenAI for orchestrating coding agents, turning your issue tracker into an always-on execution engine.<\/p>\n<\/p>\n<p><strong>Problem \u2192 Solution:<\/strong> Managing multiple coding agents creates context-switching overhead. Symphony solves this by assigning agents directly to tasks, automating execution without constant human supervision.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong> Instead of managing sessions, Symphony uses your task tracker (like Linear) as the control plane, agents continuously pick up and execute work in parallel.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Agent-per-task orchestration<\/p>\n<\/li>\n<li>\n<p>Continuous execution + auto-retries<\/p>\n<\/li>\n<li>\n<p>Workspace isolation per issue<\/p>\n<\/li>\n<li>\n<p>Built-in observability & logging<\/p>\n<\/li>\n<li>\n<p>Scales parallel work via DAG-based execution<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Up to 500% increase in shipped PRs<\/p>\n<\/li>\n<li>\n<p>Reduced cognitive load for engineers<\/p>\n<\/li>\n<li>\n<p>Faster experimentation & iteration<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it\u2019s for:<\/strong> Engineering teams, AI-native dev workflows, and builders leveraging coding agents at scale<\/p>\n<\/p>\n<p><strong>Use cases:<\/strong><\/p>\n<ul>\n<li>\n<p>Automating feature development<\/p>\n<\/li>\n<li>\n<p>Large-scale refactoring<\/p>\n<\/li>\n<li>\n<p>Parallel task execution across repos<\/p>\n<\/li>\n<li>\n<p>AI-driven product development<\/p>\n<\/li>\n<\/ul>\n<p>If you’re building with AI agents, this is a glimpse into the future of software workflows.<\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> If an agent keeps retrying or working on a task, how do you make sure it does not keep making the same mistake or create messy code that someone has to clean up later?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> How do you see Symphony changing the day-to-day for a small engineering team; like 5 devs already juggling Linear and a few coding agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Chatgpt-5.5 has came back after a while of being on the DL. This is now doing more of my work than any other model, quite nice to use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/IIUFNY2TSPG4ED\" class=\"app-title\">Mistral Medium 3.5<\/a><\/p>\n<div class=\"one-liner\">A 128B model for coding, reasoning, and long tasks<\/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>Mistral Medium 3.5 \u662f\u4e00\u6b3e\u5c06\u7f16\u7801\u3001\u63a8\u7406\u4e0e\u6307\u4ee4\u9075\u5faa\u878d\u5408\u4e8e\u5355\u4e00\u6743\u91cd\u7684128B\u7a20\u5bc6\u6a21\u578b\uff0c\u652f\u6301256K\u4e0a\u4e0b\u6587\u4e0e\u53ef\u914d\u7f6e\u63a8\u7406\u6df1\u5ea6\uff0c\u8ba9\u5f00\u53d1\u8005\u548c\u56e2\u961f\u80fd\u57284\u5757GPU\u4e0a\u672c\u5730\u8fd0\u884c\u539f\u672c\u9700\u8981\u5e9e\u5927\u57fa\u7840\u8bbe\u65bd\u7684\u524d\u6cbf\u7ea7\u6a21\u578b\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\/4b2073ed-0e4a-4830-bf29-a95bf32fc740.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4d271b37-be6c-428a-a018-fc1a2fcea16d.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\/2d2ccfc9-dc07-4e94-b593-0fe41d4977c6.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\/0c225e7c-c0c2-4aae-9747-c097eb8daadb.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\/6b4b3b9e-e515-479b-b288-411e794a03eb.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Newsletters<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5927\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u903b\u8f91\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u6307\u4ee4\u5fae\u8c03<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7AI<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">256K\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">SWE-Bench<\/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\u5f3a\u8c03\u8be5\u6a21\u578b\u662fMistral\u8fc4\u4eca\u6700\u5f3a\u6a21\u578b\uff0c\u53ef\u81ea\u6258\u7ba1\u4e8e4GPU\uff0c\u5728SWE-Bench\u4e0a\u9886\u5148Qwen3.5 397B\u3002\u5176\u201c\u6709\u914d\u7f6e\u7684\u63a8\u7406\u52aa\u529b\u201d\u662f\u4eae\u70b9\uff0c\u517c\u987e\u7b80\u5355\u56de\u590d\u4e0e\u6df1\u5ea6\u63a8\u7406\u3002\u5f00\u653e\u6743\u91cd\u4e0e\u4fee\u6539\u7248MIT\u8bb8\u53ef\u5229\u4e8e\u5fae\u8c03\u548c\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 Mistral Medium 3.5 \u7684\u53d1\u5e03\u770b\u4f3c\u662f\u4e00\u6b21\u5e38\u89c4\u7684\u6a21\u578b\u5347\u7ea7\uff0c\u5b9e\u5219\u6697\u85cf\u4e86\u5bf9\u5f53\u524dAI\u884c\u4e1a\u4e24\u5927\u75db\u70b9\u7684\u7cbe\u51c6\u6253\u51fb\uff1a\u6210\u672c\u4e0e\u590d\u6742\u6027\u3002\u5728\u591a\u6570\u5b9e\u9a8c\u5ba4\u4ecd\u6267\u7740\u4e8e\u5806\u53c2\u6570\u3001\u5206\u62c6\u4e13\u7528\u6a21\u578b\uff08\u63a8\u7406\u3001\u7f16\u7801\u3001\u6307\u4ee4\u5404\u4e00\u4e2a\uff09\u65f6\uff0cMistral\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u7528\u201c\u5408\u5e76\u6743\u91cd+\u53ef\u914d\u7f6e\u63a8\u7406\u201d\u7684\u8bbe\u8ba1\uff0c\u5c06\u4e00\u4e2a128B\u7684\u7a20\u5bc6\u6a21\u578b\u585e\u8fdb\u56db\u5f20\u6d88\u8d39\u7ea7\u663e\u5361\u3002\u8fd9\u79cd\u201c\u505a\u51cf\u6cd5\u201d\u7684\u601d\u8def\uff0c\u76f4\u63a5\u6311\u6218\u4e86OpenAI\u3001Google\u7b49\u4f9d\u8d56\u95ed\u6e90API\u548c\u96c6\u7fa4\u786c\u4ef6\u7684\u5382\u5546\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u8dd1\u5206\uff0877.6% SWE-Bench\u56fa\u7136\u4eae\u773c\uff09\uff0c\u800c\u5728\u4e8e\u5c06\u201c\u4f01\u4e1a\u7ea7\u201d\u7684\u95e8\u69db\u62c9\u4f4e\u5230\u4e86\u56e2\u961f\u7ea7\u3002\u4e00\u4e2a\u80fd\u81ea\u6258\u7ba1\u3001\u53ef\u5fae\u8c03\u3001API\u6210\u672c\u53ef\u63a7\uff0c\u4e14\u80fd\u517c\u987e\u95f2\u804a\u4e0e\u957f\u5468\u671f\u7f16\u7801\u4efb\u52a1\u7684\u5168\u80fd\u6a21\u578b\uff0c\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u4f46\u8ffd\u6c42\u6570\u636e\u5b89\u5168\u4e0e\u6a21\u578b\u53ef\u63a7\u6027\u7684\u4e2d\u5c0f\u56e2\u961f\u800c\u8a00\uff0c\u662f\u586b\u8865\u5f00\u6e90\u4e0e\u95ed\u6e90\u4e4b\u95f4\u201c\u5229\u6da6\u7a7a\u767d\u533a\u201d\u7684\u5229\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u5bc6\u96c6\u53c2\u6570\u6a21\u578b\u5728\u80fd\u8017\u4e0e\u5355\u5361\u5185\u5b58\u5e26\u5bbd\u4e0a\u5929\u7136\u52a3\u52bf\u660e\u663e\uff0c128B\u57284GPU\u4e0a\u80fd\u5426\u4fdd\u6301\u4f4e\u5ef6\u8fdf\u7684\u4ea4\u4e92\u4f53\u9a8c\u4ecd\u6709\u5f85\u89c2\u5bdf\u3002\u4e14\u201c\u5408\u5e76\u5f0f\u201d\u67b6\u6784\u610f\u5473\u7740\u5728\u6781\u7aef\u8ffd\u6c42\u5355\u79d1\u6027\u80fd\u7684\u573a\u666f\u4e0b\uff08\u5982\u7eaf\u7ade\u8d5b\u7ea7\u6570\u5b66\u63a8\u7406\uff09\uff0c\u5b83\u672a\u5fc5\u80fd\u80dc\u8fc7\u4e13\u7cbe\u6a21\u578b\u3002Mistral\u7684\u8d4c\u6ce8\u5728\u4e8e\uff1a99%\u7684\u65e5\u5e38\u5de5\u4f5c\u9700\u8981\u7684\u662f\u201c\u591f\u7528\u4e14\u4fbf\u5b9c\u201d\uff0c\u800c\u4e0d\u662f\u201c\u6781\u81f4\u4e14\u6602\u8d35\u201d\u3002\u5982\u679c\u8fd9\u4e00\u5224\u65ad\u6210\u7acb\uff0c\u8fd9\u5c06\u662f\u6a21\u578b\u4ea7\u54c1\u5316\u601d\u8def\u7684\u8f6c\u6298\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mistral Medium 3.5<\/span>\n <\/div>\n<div class=\"comment-content\">Mistral Medium 3.5 is a 128B dense model merging coding, reasoning, and instruction-following in one set of weights. 256k context, configurable reasoning effort. Open weights on HuggingFace for engineers and teams running self-hosted inference.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Mistral just shipped their most capable model yet, and it runs self-hosted on four GPUs.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> Mistral Medium 3.5 is a 128B dense model that merges instruction-following, reasoning, and coding into a single set of weights, with a 256k context window and configurable reasoning effort per request.<\/p>\n<\/p>\n<p>Most frontier-class models either require massive infrastructure to self-host or lock you into proprietary APIs.<\/p>\n<\/p>\n<p>Mistral Medium 3.5 sits in an interesting position: it scores 77.6% on SWE-Bench Verified, ahead of models like Qwen3.5 397B A17B, while running on as few as four GPUs.<\/p>\n<\/p>\n<p>The reasoning effort is configurable per call, so you’re not paying or waiting for deep reasoning on a simple reply, but the same model can handle a multi-step agentic run.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong> This is Mistral’s first “merged” flagship model, meaning instruction-following, reasoning, and coding live in one set of weights rather than being split across specialised variants.<\/p>\n<\/p>\n<p>The open weights are released under a modified MIT license on Hugging Face, and it’s already the default model in both Mistral Vibe and Le Chat.<\/p>\n<\/p>\n<p>The vision encoder was trained from scratch to handle variable image sizes and aspect ratios.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>128B dense model, 256k context window<\/p>\n<\/li>\n<li>\n<p>Configurable reasoning effort per request<\/p>\n<\/li>\n<li>\n<p>77.6% on SWE-Bench Verified<\/p>\n<\/li>\n<li>\n<p>Open weights on Hugging Face under a modified MIT license<\/p>\n<\/li>\n<li>\n<p>Self-hostable on 4 GPUs<\/p>\n<\/li>\n<li>\n<p>API at $1.5\/M input tokens and $7.5\/M output tokens<\/p>\n<\/li>\n<li>\n<p>Powers Vibe remote coding agents and Le Chat Work mode (Pro\/Team\/Enterprise plans)<\/p>\n<\/li>\n<li>\n<p>Available on NVIDIA <a href=\"http:\/\/build.nvidia.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">build.nvidia.com<\/a> and as an NIM container<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Run a frontier-class model on your own infrastructure without a large GPU cluster<\/p>\n<\/li>\n<li>\n<p>Tune reasoning depth at the API level, useful for cost-sensitive agentic pipelines<\/p>\n<\/li>\n<li>\n<p>Single model handles the full range from quick chat replies to long-horizon coding tasks<\/p>\n<\/li>\n<li>\n<p>Open weights means fine-tuning, auditing, and on-prem deployment are all on the table<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Backend and ML engineers evaluating open-weight alternatives to proprietary frontier models for agentic pipelines, coding tools, or self-hosted inference.<\/p>\n<\/p>\n<p>The interesting design choice here is the merged weights architecture.<\/p>\n<\/p>\n<p>Most labs at this capability tier still ship separate reasoning and instruction models.<\/p>\n<\/p>\n<p>Collapsing them with configurable effort per call is a practical tradeoff that’s worth watching as other labs respond.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/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\/SJ7XHAL6VV2LOG\" class=\"app-title\">Invite Only<\/a><\/p>\n<div class=\"one-liner\">The event invite that actually gets people to show up<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Invite Only\u662f\u4e00\u4e2a\u4e13\u4e3aWhatsApp\u4f18\u5148\u5e02\u573a\u8bbe\u8ba1\u7684\u6d3b\u52a8\u9080\u8bf7\u5de5\u5177\uff0c\u8ba9\u4e3b\u529e\u65b92\u5206\u949f\u5185\u521b\u5efa\u7cbe\u7f8e\u9080\u8bf7\u9875\uff0c\u901a\u8fc7\u94fe\u63a5\u5206\u4eab\u540e\uff0c\u53d7\u9080\u8005\u65e0\u9700\u4e0b\u8f7dApp\u5373\u53ef\u572830\u79d2\u5185\u901a\u8fc7OTP\u5b8c\u6210RSVP\u5e76\u96c6\u6210UPI\u652f\u4ed8\uff0c\u5c06\u793e\u4ea4\u804a\u5929\u4e2d\u7684\u201c\u53e3\u5934\u7b54\u5e94\u201d\u8f6c\u5316\u4e3a\u53ef\u786e\u8ba4\u7684\u51fa\u5e2d\u540d\u5355\uff0c\u89e3\u51b3\u6d3b\u52a8\u9080\u7ea6\u4e2d\u201c\u8bf4\u6765\u4e0d\u6765\u201d\u7684\u5931\u7ea6\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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/ea9d9434-b04b-46c3-a093-66fd109f20e7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=C1Qr3z9hGz4\"><source src=\"https:\/\/www.youtube.com\/watch?v=C1Qr3z9hGz4\" 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\/77fd2d8c-1bb4-4069-aa7f-f74bfee47fcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/037f3a33-959b-4eb0-a184-0d22c26e4e5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82beb441-f614-4a23-b9ed-bb3194681256.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe39638c-d809-4a82-b16c-09d920cdc4a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a63bc5f-cec8-4c9a-82a3-73e75596f1c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6b9aca9-103b-49ba-b303-371ffd146fea.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Live Events<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d3b\u52a8\u9080\u8bf7<\/span><br \/>\n <span class=\"tag\">RSVP\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">WhatsApp\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">UPI\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u96f6\u4e0b\u8f7d\u4f53\u9a8c<\/span><br \/>\n <span class=\"tag\">\u5370\u5ea6\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u4e8b\u4ef6\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u88c2\u53d8<\/span><br \/>\n <span class=\"tag\">\u7b7e\u5230\u786e\u8ba4<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u4f18\u5148<\/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\u5feb\u901fRSVP\u548cUPI\u96c6\u6210\u7684\u4ef7\u503c\uff0c\u4f46\u53cd\u9988\u96c6\u4e2d\u4e8e\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u4e00\u662f\u4ec5\u652f\u6301\u5370\u5ea6\u624b\u673a\u53f7\uff0c\u975e\u5370\u5ea6\u7528\u6237\u65e0\u6cd5\u53d1\u5e03\u6d3b\u52a8\uff1b\u4e8c\u662f\u5b58\u5728\u53d1\u5e03\u540e\u72b6\u6001\u663e\u793a\u4e3a\u8349\u7a3f\u3001\u94fe\u63a5404\u7b49\u53d1\u5e03bug\u3002\u6709\u7528\u6237\u8d28\u7591\u4ec5\u9760RSVP\u65e0\u6cd5\u89e3\u51b3\u4eba\u6027\u201c\u653e\u9e3d\u5b50\u201d\u95ee\u9898\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u4fee\u590d\u6b63\u5e38\u5e76\u8bf7\u6c42\u7528\u6237\u63d0\u4f9b\u5177\u4f53\u73af\u5883\u4ee5\u4fbf\u6392\u67e5\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 Invite Only\u5207\u4e2d\u4e86\u4e00\u4e2a\u6781\u5176\u5177\u4f53\u4e14\u521a\u6027\u7684\u573a\u666f\uff1a\u5370\u5ea6\u53caWhatsApp\u6e17\u900f\u7387\u6781\u9ad8\u7684\u5e02\u573a\uff0c\u6d3b\u52a8\u9080\u7ea6\u5e38\u6df9\u6ca1\u5728\u7fa4\u804a\u7684\u201cbhai coming\u201d\u4e2d\uff0c\u7ec4\u59d4\u4f1a\u9760\u6570\u804a\u5929\u8bb0\u5f55\u7edf\u8ba1\u4eba\u5934\uff0c\u5931\u7ea6\u7387\u6781\u9ad8\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u66f4\u7f8e\u89c2\u7684\u9080\u8bf7\u9875\u201d\uff0c\u800c\u662f\u901a\u8fc7OTP+UPI\u652f\u4ed8\u5f62\u6210**\u4f4e\u6210\u672c\u4f46\u5f3a\u7ea6\u675f\u7684\u51fa\u5e2d\u786e\u8ba4\u673a\u5236**\u2014\u2014\u4ed8\u4e86\u94b1\u5c31\u610f\u5473\u7740\u627f\u8bfa\uff0c\u8fd9\u662f\u5bf9\u201c\u4eba\u8bdd\u201d\u505a\u6280\u672f\u7ffb\u8bd1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u76ee\u524d\u4ec5\u9650\u5370\u5ea6\u624b\u673a\u53f7\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u9ad8\u5ea6\u672c\u5730\u5316\u7684\u5c01\u95ed\u5b9e\u9a8c\u3002\u5b83\u597d\u5c31\u597d\u5728\u514b\u5236\uff1a\u4e0d\u505aApp\uff0c\u53ea\u505aWhatsApp\u91cc\u7684\u4e00\u5f20\u201c\u951a\u201d\u3002\u7136\u800c\uff0c\u5355\u4e00\u5e02\u573a\u4f9d\u8d56UPI\uff0c\u610f\u5473\u7740\u8d70\u51fa\u5370\u5ea6\u5c31\u662f\u5e9f\u589f\uff1b\u800c\u5bf9\u201c\u4eba\u4e00\u5b9a\u4f1a\u653e\u9e3d\u5b50\u201d\u7684\u8d28\u7591\uff0c\u8bc4\u8bba\u533a\u7684\u53cd\u9a73\u662f\u201c\u6263\u94b1\u201d\uff0c\u4f46UPI\u672c\u8eab\u662f\u5c0f\u989d\u5373\u65f6\u8f6c\u8d26\uff0c\u65e0\u6cd5\u89e3\u51b3\u5927\u89c4\u6a21\u9884\u6388\u6743\u6216\u5b9a\u91d1\u573a\u666f\uff0c\u4e5f\u7f3a\u4e4f\u7f3a\u5e2d\u60e9\u7f5a\u673a\u5236\uff08\u5982\u62bc\u91d1\u6263\u9664\uff09\u3002\u6362\u53e5\u8bdd\u8bf4\uff0cRSVP+\u8f6c\u8d26\u53ef\u4ee5\u8fc7\u6ee4\u201c\u968f\u53e3\u5e94\u4ed8\u201d\uff0c\u4f46\u6321\u4e0d\u4f4f\u201c\u4e34\u65f6\u6361\u5230\u66f4\u9999\u7684\u6d3b\u52a8\u201d\u6216\u201c\u5929\u592a\u70ed\u4e0d\u60f3\u51fa\u95e8\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u8bc4\u8bba\u533a\u7684Bug\u53cd\u9988\u6307\u5411\u53d1\u5e03\u6d41\u7a0b\u7a33\u5b9a\u6027\u95ee\u9898\uff0c\u5bf9\u4e8e\u4e00\u4e2a2\u5468\u8d76\u5de5\u51faV2\u7684\u4ea7\u54c1\uff0c\u8fd9\u53ef\u80fd\u662f\u5e38\u6001\u800c\u975e\u610f\u5916\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728**\u751f\u6001\u7ed1\u5b9a**\uff1a\u4e00\u65e6\u7528\u6237\u7684RSVP\u5386\u53f2\u548c\u7fa4\u4e3b\u4fe1\u8a89\u79ef\u7d2f\u5728Invite Only\uff0c\u8fc1\u79fb\u6210\u672c\u5c31\u4f1a\u5347\u9ad8\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u50cf\u4e2aMVP\u7ea7\u5de5\u5177\uff0c\u800c\u975e\u5e73\u53f0\u3002\u8981\u60f3\u771f\u6b63\u201c\u8ba9\u7b54\u5e94\u6709\u610f\u4e49\u201d\uff0c\u4e0b\u4e00\u6b65\u5fc5\u987b\u5f15\u5165\u7f3a\u5e2d\u8d54\u4ed8\u3001Google Calendar\u540c\u6b65\u3001\u4ee5\u53ca\u975e\u5370\u5ea6\u5e02\u573a\u7684\u652f\u4ed8\u9002\u914d\u2014\u2014\u5426\u5219\u5b83\u53ea\u662fWhatsApp\u7fa4\u804a\u91cc\u4e00\u5f20\u66f4\u597d\u770b\u7684\u201c\u9493\u9c7c\u56fe\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\">Invite Only<\/span>\n <\/div>\n<div class=\"comment-content\">Invite Only is an event hosting platform built for WhatsApp-first markets. Create a beautiful event page in under 2 minutes, share one link on WhatsApp, and watch RSVPs roll in. No app download needed. Guests RSVP in 30 seconds via OTP. UPI built in – guests pay, share their transaction ID, done. Real confirmed guest list. Not chat history. We built this because “yes bhai coming” means nothing. Now it means something.<\/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>\n<p>We built <a href=\"https:\/\/joininviteonly.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Invite Only<\/a> because WhatsApp was never meant to host events – we just never had anything better.<\/p>\n<p>Until now.<\/p>\n<\/p>\n<p>One link. Your guests see a stunning invite, RSVP in 30 seconds, and pay via UPI – all without downloading anything. You get a real guest list, not a chat thread.<\/p>\n<\/p>\n<p>We shipped this in 2 weeks. Try it for your next event. It’ll feel like cheating.<\/p>\n<\/p>\n<p>Would love your feedback \ud83d\ude4f<\/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\/@himanshutripathi10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himanshutripathi10<\/a> Love the constraint-driven design here – making RSVPs actually count instead of living in a chat graveyard is a real problem. The 30-second RSVP flow sounds smooth, and UPI integration is smart for your market. One question: how are you thinking about the post-RSVP experience for hosts who want to engage guests before the event actually happens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work with phone numbers outside India? I tried to create an event but can’t publish because I lack an indian phone number…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@besensteil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@besensteil<\/a> i encountered the same issue, the idea is pretty but with only indian phone number is not usable.<\/p>\n<\/p>\n<p>Btw i’m also working on something similar with qr ticket creation and a scanner for the entrance. I’m still working on the rsvp section tho.<\/p>\n<p>It also have a nice shopping list calculator based on spirits and cocktail preferences<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>After a lot of sleepless nights, hundreds of commits, and more edge cases than I’d like to admit – <strong>Invite Only v2<\/strong> is finally live. Built the entire stack from scratch – real-time <strong>RSVPs<\/strong>, <strong>UPI integration<\/strong>, <strong>glassmorphic UI <\/strong>that actually works on budget Android. Proud of what we shipped. <\/p>\n<p>Can’t wait to see it in the wild \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Unless you charge $500 for people to RSVP, which will be refunded if they show up, I don\u2019t see how you will solve the human flakiness problem.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We\u2019re encountering an issue with event publishing. Even after marking an event as \u201cLive,\u201d its status continues to remain in \u201cDraft.\u201d Additionally, the event link results in a 404 error, indicating that the event is not being properly published or routed.<\/p>\n<p>This suggests a possible gap between the publish action and the backend\/state update or routing layer. Needs investigation on event status sync and URL mapping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aaditya_jain01\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaditya_jain01<\/a> Hi! Thanks for flagging this. We just tested the full flow on our end and everything is working correctly, event goes live, link resolves properly. Could you share the steps you followed and which browser\/device you were on? That’ll help us pinpoint if there’s a specific edge case we’re missing \ud83d\ude4f. Thank you 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<\/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\/QC4NXK7LQEK62P\" class=\"app-title\">Rova AI<\/a><\/p>\n<div class=\"one-liner\">Autonomous, goal-driven testing for web & mobile apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">108<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Rova AI \u901a\u8fc7\u201c\u76ee\u6807\u9a71\u52a8\u201d\u7684\u81ea\u4e3b\u63a2\u7d22\u5f0f\u6d4b\u8bd5\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u81ea\u52a8\u5316\u6d4b\u8bd5\u811a\u672c\u8106\u5f31\u3001\u7ef4\u62a4\u6210\u672c\u9ad8\u3001UI\u53d8\u66f4\u5373\u5931\u6548\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u5199\u811a\u672c\u5373\u53ef\u5b8c\u6210Web\u548c\u79fb\u52a8\u5e94\u7528\u7684\u7aef\u5230\u7aef\u9a8c\u8bc1\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\/87f124b0-411f-4adf-bd8c-bc6658ab1c1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/041cc83c-ad6e-4216-bcb2-997f494185d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2344b4bf-53dd-4475-b24e-3359d0b4a35a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f37689b-aa9c-4a1d-8288-173eb630936f.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\/c7b8c782-5e31-4a2e-8e13-b726068b5740.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=o4d3JH2modc\"><source src=\"https:\/\/www.youtube.com\/watch?v=o4d3JH2modc\" 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\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u65e0\u811a\u672c\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">AI\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">UI\u81ea\u9002\u5e94<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u4fdd\u969c<\/span><br \/>\n <span class=\"tag\">Jira\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u7aef\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6d4b\u8bd5\u62a5\u544a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86\u201c\u9009\u62e9\u5668\u8106\u5f31\u201d\u7684\u75db\u70b9\uff0c\u4f46\u5173\u6ce8\u590d\u6742\u7528\u6237\u65c5\u7a0b\u7684\u4e0a\u4e0b\u6587\u51b3\u7b56\u673a\u5236\uff08\u662f\u5426\u9700\u521d\u59cb\u914d\u7f6e\uff09\u53ca\u542b\u8ba4\u8bc1\u7684\u591a\u6b65\u9aa4\u6d41\u7a0b\u7684\u4f1a\u8bdd\u7ba1\u7406\uff08\u652f\u6301\u4e24\u79cd\u6a21\u5f0f\uff1a\u5168\u6d41\u7a0b\u5e72\u51c0\u542f\u52a8\/\u94fe\u5f0f\u4fdd\u7559\u4f1a\u8bdd\u72b6\u6001\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 Rova AI\u7684\u91ce\u5fc3\u5728\u4e8e\u7528\u201c\u76ee\u6807\u9a71\u52a8\u201d\u7ec8\u7ed3\u4f20\u7edf\u81ea\u52a8\u5316\u6d4b\u8bd5\u7684\u201c\u811a\u672c\u5730\u72f1\u201d\u3002\u5b83\u786e\u5b9e\u5207\u4e2d\u4e86\u5f53\u524dDevOps\u8282\u594f\u4e0b\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014UI\u8fed\u4ee3\u8d8a\u9891\u7e41\uff0c\u6d4b\u8bd5\u7ef4\u62a4\u6210\u672c\u8d8a\u9ad8\uff0c\u6700\u7ec8\u5bfc\u81f4CI\/CD\u7ba1\u9053\u4e2d\u6700\u6162\u7684\u73af\u8282\u6070\u6070\u662f\u201c\u52a0\u901f\u5668\u201d\u3002\u4ece\u6280\u672f\u89d2\u5ea6\uff0cRova\u7528AI\u63a2\u7d22\u66ff\u4ee3\u56fa\u5b9a\u811a\u672c\uff0c\u7406\u8bba\u4e0a\u80fd\u89e3\u51b3\u5b9a\u4f4d\u5668\u5931\u6548\u7684\u987d\u75be\uff0c\u4f46\u201c\u9002\u5e94UI\u53d8\u5316\u201d\u7684\u8fb9\u754c\u5728\u54ea\u91cc\uff1f\u5982\u679c\u9762\u5bf9\u52a8\u6001\u6e32\u67d3\u7684\u590d\u6742\u5355\u9875\u5e94\u7528\u6216\u9891\u7e41\u91cd\u6392\u7684\u79fb\u52a8\u7ec4\u4ef6\u5e93\uff0c\u5176\u201c\u5b66\u4e60\u80fd\u529b\u201d\u662f\u4f9d\u8d56\u521d\u59cb\u6a21\u578b\u8fd8\u662f\u5b9e\u65f6\u63a8\u7406\uff1f\u8fd9\u662f\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u6f14\u793a\u7ea7\u201d\u8fc8\u5411\u201c\u751f\u4ea7\u7ea7\u201d\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u503c\u5f97\u5173\u6ce8\u7684\u662f\u7528\u6237\u8bc4\u8bba\u66b4\u9732\u7684\u77ed\u677f\uff1a\u591a\u6b65\u9aa4\u6d41\u7a0b\u4e2d\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u5e76\u975e\u201c\u5168\u81ea\u52a8\u201d\u9b54\u6cd5\uff0c\u4ecd\u9700\u4eba\u5de5\u914d\u7f6e\u4f1a\u8bdd\u7b56\u7565\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u5e76\u672a\u5b8c\u5168\u8131\u79bb\u201c\u811a\u672c\u201d\u7684\u601d\u7ef4\uff0c\u53ea\u662f\u5c06\u7ef4\u62a4\u5de5\u4f5c\u4ece\u5143\u7d20\u5b9a\u4f4d\u8f6c\u79fb\u5230\u4e86\u4e1a\u52a1\u903b\u8f91\u7684\u201c\u72b6\u6001\u8fb9\u754c\u201d\u5b9a\u4e49\u4e0a\u3002\u6b64\u5916\uff0c\u4ece108\u7968\u7684\u4f53\u91cf\u770b\uff0c\u5176\u5e02\u573a\u58f0\u91cf\u5c1a\u672a\u5f15\u7206\uff0c\u4e0ePlaywright\u3001Cypress\u7b49\u751f\u6001\u5e9e\u5927\u7684\u6846\u67b6\u7ade\u4e89\u65f6\uff0cRova\u5fc5\u987b\u56de\u7b54\u4e00\u4e2a\u66f4\u6df1\u5c42\u95ee\u9898\uff1a\u5f53\u7528\u6237\u5df2\u7ecf\u63a5\u53d7\u4e86\u5199\u811a\u672c\u7684\u6210\u672c\uff0c\u4e3a\u4f55\u8981\u4e3a\u4e00\u4e2a\u9700\u8981\u91cd\u65b0\u5b66\u4e60\u201c\u76ee\u6807\u5b9a\u4e49\u201d\u4e14\u53ef\u80fd\u9762\u4e34\u9ed1\u76d2\u4e0d\u786e\u5b9a\u6027\u7684\u65b9\u6848\u4e70\u5355\uff1f\u66f4\u7280\u5229\u7684\u5224\u65ad\u662f\uff1aRova\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u201c\u53d6\u4ee3\u811a\u672c\u201d\uff0c\u800c\u5728\u4e3a\u201c\u5feb\u901f\u63a2\u7d22\u9a8c\u8bc1\u201d\u8fd9\u7c7b\u975e\u56de\u5f52\u6d4b\u8bd5\u573a\u666f\u63d0\u4f9b\u4f4e\u6210\u672c\u8def\u5f84\uff0c\u4f8b\u5982\u4e34\u65f6\u73af\u5883\u7684\u624b\u52a8\u6d4b\u8bd5\u8f85\u52a9\u3001Bug\u590d\u73b0\u7684\u81ea\u52a8\u5316\u5feb\u7167\u2014\u2014\u8fd9\u624d\u662f\u5b83\u533a\u522b\u4e8e\u4f20\u7edf\u6846\u67b6\u7684\u5dee\u5f02\u5316\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Rova AI<\/span>\n <\/div>\n<div class=\"comment-content\">Rova AI explores your web and mobile apps, validates real user workflows, adapts to UI changes, and generates clear reports, without writing test scripts. Simply tag ROVA on your issue tickets like Jira, Linear etc, and ROVA does the magic of testing the ticket and reporting the feedback.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt<br \/>\nWe built Rova AI because we were frustrated with how fragile traditional test automation is, especially across web and mobile apps.<\/p>\n<p>Every UI update meant broken selectors. Every release meant maintenance work. Automation started slowing teams down instead of accelerating them.<\/p>\n<p>So we asked: \u201cWhat if testing focused on outcomes instead of scripts?\u201d<\/p>\n<p>Rova AI is our answer.<br \/>\nInstead of writing step-by-step automation, you define a goal. Rova explores your web or mobile app, validates workflows, adapts to changes, and reports its findings.<\/p>\n<p>We\u2019re excited to share this with the PH community and would genuinely love your feedback.<br \/>\nHappy to answer any technical or product questions below \ud83d\udc47<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@azscandium\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@azscandium<\/a> This hits a real pain point. The shift from brittle selector-based automation to outcome-driven testing is exactly what teams need as apps change faster. Curious how Rova handles complex user journeys that require contextual decisions\u2014does it learn expected vs unexpected outcomes, or does that require initial configuration. Oh! And see my PH general category discussion today – I think you would love what I’m doing for us guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@azscandium\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@azscandium<\/a>Congratulations on the launch! This is an impressive innovation, especially as the QA and automation space continues to evolve<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! I was curious, how do you handle multi step flows with authentication like does it manage session state across or does each test start fresh?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prateek_kumar28\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prateek_kumar28<\/a> Thanks so much, really appreciate it!<\/p>\n<p>Great question. For multi\u2011step flows with authentication, Rova can work in two ways:<\/p>\n<p> – \u2060For most regression suites, each test starts from a clean state. Rova will handle the full auth flow (login, OTP, etc.) as part of the goal so you\u2019re not accidentally depending on a \u201cdirty\u201d session.<\/p>\n<p>\u2060 – \u2060For longer or more complex journeys, we support preserving session state across a scenario, so Rova can chain multiple goals within the same authenticated context while still isolating runs from each other.<\/p>\n<p>Under the hood, we track cookies\/tokens and other relevant state per run, so you get realistic, end\u2011to\u2011end coverage without flaky cross\u2011test leakage. If you have a specific auth setup (SSO, magic links, JWTs, etc.), happy to share how we\u2019d plug into that as well.<\/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<\/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\/D5JUWFKX5LMXWZ\" class=\"app-title\">AstroGrid – Universe Engine<\/a><\/p>\n<div class=\"one-liner\">Explore the entire universe in your browser, in real 3D<\/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>AstroGrid \u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u5185\u5b9e\u65f6\u8fd0\u884c\u76843D\u5b87\u5b99\u63a2\u7d22\u5f15\u64ce\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u5b89\u88c5\u6216\u6ce8\u518c\u5373\u53ef\u4ece\u5730\u7403\u8868\u9762\u98de\u8d8a\u81f3\u53ef\u89c2\u6d4b\u5b87\u5b99\u8fb9\u7f18\uff0c\u5c06\u67af\u71e5\u7684\u5929\u6587\u6570\u636e\u8f6c\u5316\u4e3a\u76f4\u89c2\u7684\u6c89\u6d78\u5f0f\u4f53\u9a8c\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\/d0958148-b298-41e7-b7f8-ee601beb8545.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30324f1d-fc5e-4506-8e91-57ba7cdc395f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3cb98b64-849f-4663-a8cc-4692696be956.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3d1fc4d-2933-41df-94da-58d50f974205.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/425d0b64-7c71-46dc-9777-ffb8978959f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fce8c7ef-b8fc-4114-84e3-ef9bfa2f04a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/82e872d3-3beb-4f19-a1a6-04a3cc492df8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9569d8a-c8a3-4f53-9c9b-b97d2d06845b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e17df9b-a1dc-4086-bc35-5b2da8ede21d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd300a01-2f17-4f6f-8613-e7e5f8ddda72.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\/852da0cc-3787-4650-8f19-0362affd8b83.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=K7U9jRCuPOo\"><source src=\"https:\/\/www.youtube.com\/watch?v=K7U9jRCuPOo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Space<\/span><br \/>\n <span class=\"tag\">Science<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5929\u6587\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">3D\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5b87\u5b99\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">NASA\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u5929\u4f53\u76ee\u5f55<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u7a7a\u95f4\u63a2\u7d22<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u79d1\u5b66\u6570\u636e<\/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\u5c06\u9759\u6001\u56fe\u8868\u8f6c\u5316\u4e3a\u201c\u53ef\u98de\u8d8a\u201d\u7684\u4ea4\u4e92\u4f53\u9a8c\uff0c\u5e76\u7279\u522b\u5173\u6ce8\u6280\u672f\u5b9e\u73b0\uff1a\u5982\u4f55\u5e73\u8861\u771f\u5b9e\u661f\u8868\u4e0e\u7a0b\u5e8f\u5316\u586b\u5145\uff1f\u5efa\u8bae\u589e\u52a0\u5f15\u5bfc\u5f0f\u63a2\u7d22\u8def\u5f84\uff08\u5982\u65c5\u884c\u8005\u63a2\u6d4b\u5668\u8f68\u8ff9\uff09\uff0c\u4e5f\u6709\u7528\u6237\u597d\u5947\u6559\u5ba4\u4f7f\u7528\u573a\u666f\u662f\u5426\u5f71\u54cd\u8bbe\u8ba1\u51b3\u7b56\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u6240\u6709\u6570\u636e\u6765\u81ea\u516c\u5f00\u5929\u6587\u76ee\u5f55\uff0c\u4ec5\u7528\u7a0b\u5e8f\u5316\u586b\u5145\u7a7a\u767d\u533a\u57df\uff0c\u5df2\u5185\u7f6e\u90e8\u5206\u573a\u666f\u5bfc\u89c8\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 AstroGrid \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a3D\u5929\u4f53\u53ef\u89c6\u5316\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u6355\u6349\u4e86\u5929\u6587\u6559\u5b66\u4e2d\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u6211\u4eec\u4ece\u672a\u771f\u6b63\u201c\u611f\u53d7\u201d\u5b87\u5b99\u7684\u5c3a\u5ea6\u4e0e\u8fd0\u52a8\u3002\u6559\u79d1\u4e66\u7684\u6570\u636e\u548c\u9759\u6001\u63d2\u56fe\u65e0\u6cd5\u4f20\u9012\u201c\u4e3a\u4ec0\u4e48\u6708\u7403\u8f68\u9053\u503e\u89d2\u5bfc\u81f4\u975e\u6bcf\u6708\u6708\u98df\u201d\u8fd9\u7c7b\u52a8\u6001\u7a7a\u95f4\u5173\u7cfb\uff0c\u800cYouTube\u89c6\u9891\u4ecd\u662f\u5355\u5411\u704c\u8f93\u3002AstroGrid \u628a\u6d4f\u89c8\u5668\u53d8\u6210\u4e00\u8258\u53ef\u81ea\u7531\u64cd\u63a7\u7684\u98de\u8239\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u201c\u73a9\u201d\u6765\u5185\u5316\u5f00\u666e\u52d2\u5b9a\u5f8b\u6216\u9ed1\u6d1e\u5f15\u529b\u900f\u955c\u6548\u5e94\u2014\u2014\u8fd9\u662f\u5178\u578b\u7684\u8ba4\u77e5\u811a\u624b\u67b6\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u4e0a\uff0c\u5b83\u5c55\u793a\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684\u6df7\u5408\u7b56\u7565\uff1a\u6838\u5fc3\u5929\u4f53\uff08\u6052\u661f\u3001\u884c\u661f\u3001\u6df1\u7a7a\u76ee\u6807\uff09\u57fa\u4e8eHYG\u3001NASA JPL\u7b49\u5b98\u65b9\u76ee\u5f55\uff0c\u4fdd\u8bc1\u89c2\u6d4b\u51c6\u786e\u6027\uff1b\u5927\u89c4\u6a21\u7ed3\u6784\u7528\u7b97\u6cd5\u586b\u5145\uff0c\u4f46\u201c\u586b\u5f97\u806a\u660e\u201d\u2014\u2014\u53ea\u586b\u7528\u6237\u65e0\u6cd5\u9a8c\u8bc1\u7684\u7a7a\u767d\u533a\u57df\u3002\u8fd9\u907f\u5f00\u4e86\u6e38\u620f\u5316\u6a21\u62df\u201c\u770b\u8d77\u6765\u9177\u4f46\u6570\u636e\u5047\u201d\u7684\u9677\u9631\uff0c\u4e5f\u7ed5\u8fc7\u4e86\u7eafLOD\u6d41\u5f0f\u52a0\u8f7d\u7684\u5de5\u7a0b\u96be\u9898\uff0c\u662f\u201c\u79d1\u5b66\u6559\u80b2\u5de5\u5177\u201d\u800c\u975e\u201c\u89c6\u89c9\u5f71\u7247\u201d\u7684\u660e\u786e\u9009\u62e9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u5c1a\u672a\u89e3\u51b3\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5176\u4e00\uff0c\u5f15\u5bfc\u8def\u5f84\u4ecd\u504f\u8584\u5f31\uff0c\u5bf9\u4e8e\u201c\u6211\u53ea\u662f\u597d\u5947\u4f46\u4e0d\u61c2\u5929\u6587\u201d\u7684\u65b0\u624b\uff0c\u81ea\u7531\u63a2\u7d22\u53ef\u80fd\u53d8\u6210\u65e0\u4e8b\u53ef\u505a\u76843D\u7f29\u653e\uff1b\u5176\u4e8c\uff0c\u6027\u80fd\u53d7\u9650\u4e8e\u6d4f\u89c8\u5668\u7aef\uff0c130K\u661f\u4f53+\u5b9e\u65f6\u8f68\u9053\u529b\u5b66\u5728\u79fb\u52a8\u7aef\u6216\u8001\u65e7\u8bbe\u5907\u4e0a\u53ef\u80fd\u662f\u707e\u96be\u3002\u672a\u6765\u82e5\u80fd\u5728\u201c\u96f6\u5b89\u88c5\u201d\u57fa\u7840\u4e0a\u589e\u52a0\u667a\u80fd\u6559\u5b66\u8def\u5f84\u3001\u5206\u5c42\u96be\u5ea6\uff08\u5982\u513f\u7ae5\u6a21\u5f0f\uff09\uff0c\u5e76\u4f18\u5316\u8fb9\u7f18\u8bbe\u5907\u6027\u80fd\uff0c\u5b83\u6709\u673a\u4f1a\u6210\u4e3aK-12\u5929\u6587\u8bfe\u7684\u6807\u914d\u66ff\u4ee3\u54c1\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u201c\u6781\u5ba2\u73a9\u5177\u201d\uff0c\u800c\u975e\u6559\u80b2\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">AstroGrid – Universe Engine<\/span>\n <\/div>\n<div class=\"comment-content\">AstroGrid turns your browser into a spaceship. Fly from Earth’s surface to the edge of the observable universe, all in real 3D. \u2022 119K real stars (HYG catalog) with accurate B-V colors \u2022 NASA JPL orbital mechanics for the Solar System, in real time \u2022 14K deep-sky objects, black holes with gravitational lensing, pulsars, supernovae, and gravitational-wave events \u2022 Runs entirely client-side. No install, no signup. Built for the curious students, educators, and space nerds.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey John! The ‘in your browser’ bit is the hard part I guess! universe-scale rendering means lod strategy is the make-or-break call. Are you streaming pre-built tiles for the deep zoom, or is it procedural extrapolation outward from real catalogs (gaia, sdss) with hand-curated near-sol detail? curious how you handle the seam between real data and the procedural fill. congrats on the launch, good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiyamojo<\/a> all real celestial objects come from actual catalogs(hyg, 2mrs, sdss, jpl..), procedural generation is only used to fill large-scale structures and the truly empty regions where catalogs fade out, so the seam sits where there’s nothing to compare against. stays observationally correct where it matters. thanks for the great question!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 everyone,<\/p>\n<\/p>\n<p>Quick context on why I built AstroGrid : I wanted to make something for anyone who’s curious about the universe, whether you’re a student, a self-learner, a teacher, or just someone who likes staring at space at 2am. Every explainer I could find was either a flat textbook diagram or a YouTube video you’d zone out of in 30 seconds. I wanted something you could just grab, tilt, spin, and fly through.<\/p>\n<\/p>\n<p>It kept growing, and now it’s a 3D atlas of the universe you can explore in your browser. No install, no signup. Built with classroom and self-learner use in mind.<\/p>\n<\/p>\n<p>A few things you can actually figure out by using it<\/p>\n<\/p>\n<blockquote>\n<p><strong>How big things really are.<\/strong> Park Earth next to Jupiter, then next to the Sun. Numbers like “100x larger” don’t really land until you see it. Same with distance: flying from Earth to Mars at a fixed speed feels very different from reading “225 million km.”<\/p>\n<p><strong>Why Kepler’s laws look the way they do.<\/strong> Crank the time speed up and watch Mercury whip around while Neptune barely moves. You stop needing to memorize the law and just see why it has to be true.<\/p>\n<p><strong>Why eclipses don’t happen every month.<\/strong> The Moon’s orbit is tilted, and that’s almost impossible to picture from a 2D diagram. In 3D it’s obvious in about five seconds.<\/p>\n<p><strong>Constellations aren’t flat.<\/strong> Fly sideways out of the solar system and watch Orion fall apart. The “belt” is actually three stars at wildly different distances. This one tends to genuinely surprise people.<\/p>\n<p><strong>What a black hole does to light.<\/strong> There’s a real general-relativity lensing effect around the black holes, and you can orbit one and watch the background stars bend around it. Hard to forget once you’ve seen it.<\/p>\n<p><strong>The scale of the universe.<\/strong> Zoom out from your street to the Solar System, to the Milky Way, to the Local Group, to the cosmic web. The sheer emptiness between things is the part that hits hardest.<\/p>\n<\/p>\n<\/blockquote>\n<p>Everything is based on real astronomical data (NASA JPL for the Solar System, the HYG catalog for stars, OpenNGC for deep-sky objects, LIGO data for gravitational wave events, etc.), so what you’re seeing isn’t decorative. It’s where those things actually are.<\/p>\n<\/p>\n<p>If you teach, or you’re just curious about space, I’d really love to hear what’s confusing, what’s missing, or what you wish you could do next. That feedback is what shapes the next update.<\/p>\n<\/p>\n<p>Thanks for taking a look.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “flat textbook diagram \u2192 actually fly through it” reframe is exactly what’s missing from most explanatory media. We’ve been overusing static visuals for things that only make intuitive sense in motion. Adjacent take from a different domain: I built StoryRoute (<a href=\"https:\/\/storyroute.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/storyroute.netlify.app\/<\/a>), an interactive city-walk app that does the same thing for travel \u2014 instead of reading a top-10 list, you walk the city as a narrative. Same instinct: replace passive consumption with embodied exploration. Curious whether AstroGrid plans curated guided tours (Voyager probe trajectory, Kepler’s discovery walkthrough), or stays open-ended exploration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@samir_asadov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samir_asadov<\/a> both, free exploration is the default but theres a growing layer of scenario tours on top, voyager trajectory is already in, kepler walkthrough is on the list. thanks for taking interest!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 constellations point is the one that actually changes how you think about them permanently. once you know Orion’s belt stars are at completely different distances it’s impossible to unsee. curious whether the classroom use case shaped any specific design decisions, or did that come later once you saw how people were actually using it?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Knowledge base api?<\/div>\n<div class=\"comment-actions\">\n<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\/@jacksonburch\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacksonburch<\/a> no external kb behind it, all data comes from open scientific catalogs (hyg, 2mrs, openngc, sdss, nasa exoplanet archive, jpl\u2026) bundled with the app.thanks for taking interest!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4T3543LN4TDKGP\" class=\"app-title\">Basedash Dashboard Agent<\/a><\/p>\n<div class=\"one-liner\">Builds entire dashboards from a single prompt<\/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>Basedash Dashboard Agent\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u81ea\u52a8\u751f\u6210\u5b8c\u6574\u7684\u6570\u636e\u4eea\u8868\u677f\uff0c\u7701\u53bb\u624b\u52a8\u7f16\u5199SQL\u548c\u9010\u4e2a\u914d\u7f6e\u56fe\u8868\u7684\u7e41\u7410\u6d41\u7a0b\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u79d2\u83b7\u53ef\u89c6\u5316\u7684\u4e1a\u52a1\u6d1e\u5bdf\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\/22c4e586-bd40-443d-84f8-ea135e8718a6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/tcpRed_GMTc\"><source src=\"https:\/\/youtu.be\/tcpRed_GMTc\" 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\/9b84260d-1dc5-4d23-85a2-ab97ffbed757.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/874a7cc3-1a69-4e67-bdcb-72b2c9af3e7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a979e11-8e37-473b-9ecb-136d51f0af97.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5afcafbb-a7c8-4b31-a5f9-c9726ca8478c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4eea\u8868\u677f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u67e5\u8be2<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8SQL\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5e03\u5c40<\/span><br \/>\n <span class=\"tag\">Product Hunt\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u4ece\u6a21\u7cca\u63cf\u8ff0\u5230\u6709\u7528\u4eea\u8868\u677f\u7684\u8f6c\u5316\u6548\u7387\uff1b\u8d28\u7591\u70b9\u96c6\u4e2d\u5728\uff1a\u5f53AI\u7684SQL\u89e3\u8bfb\u4e0e\u7528\u6237\u610f\u56fe\u4e0d\u7b26\u65f6\u5982\u4f55\u4fee\u6b63\uff0c\u4ee5\u53ca\u6570\u636e\u6a21\u578b\u542b\u591a\u5f20\u76f8\u4f3c\u8868\uff08\u5982\u201c\u6536\u5165\u201d\uff09\u65f6\u662f\u4e3b\u52a8\u6f84\u6e05\u8fd8\u662f\u9ed8\u8ba4\u9009\u62e9\uff0c\u907f\u514d\u53d8\u6210\u65e0\u4f11\u6b62\u7684\u5bf9\u8bdd\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 Dashboard Agent\u7684\u201c\u4e00\u53e5\u8bdd\u751f\u6210\u4eea\u8868\u677f\u201d\u786e\u5b9e\u62c9\u4f4e\u4e86\u6570\u636e\u53ef\u89c6\u5316\u7684\u95e8\u69db\uff0c\u4f46\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201cAI\u5199SQL\u201d\uff08\u8fd9\u7c7b\u5de5\u5177\u5df2\u6709\u4e0d\u5c11\uff09\uff0c\u800c\u5728\u4e8e\u201c\u8bed\u4e49\u7406\u89e3+\u667a\u80fd\u5e03\u5c40\u201d\u7684\u7ec4\u5408\u2014\u2014\u5b83\u8bd5\u56fe\u89e3\u51b3\u4e00\u4e2a\u66f4\u672c\u8d28\u7684\u75db\u70b9\uff1a\u7528\u6237\u4e0d\u77e5\u9053\u81ea\u5df1\u8be5\u770b\u4ec0\u4e48\u3002\u5f53\u4f60\u8bf4\u201c\u65b0\u7528\u6237\u6ce8\u518c\u7684\u4e00\u5207\u201d\uff0cAI\u9700\u8981\u7406\u89e3\u4f60\u7684\u89d2\u8272\u3001\u95ee\u9898\u4f18\u5148\u7ea7\u548c\u53d9\u4e8b\u903b\u8f91\uff0c\u8fd9\u6bd4\u5355\u7eaf\u8f6c\u6362SQL\u96be\u5f97\u591a\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u6838\u5fc3\u95ee\u9898\u4e0d\u5bb9\u56de\u907f\uff1a\u6570\u636e\u6a21\u578b\u6620\u5c04\u7684\u6b67\u4e49\u3002\u5982\u679cAI\u5728\u591a\u4e2a\u201c\u6536\u5165\u201d\u8868\u95f4\u64c5\u81ea\u9009\u62e9\uff0c\u7528\u6237\u5f97\u5230\u7684\u53ef\u80fd\u662f\u4e00\u4e2a\u6f02\u4eae\u4f46\u9519\u8bef\u7684\u4eea\u8868\u677f\u3002\u8fd9\u65f6\u5019\uff0c\u8981\u4e48\u5f15\u5165\u663e\u5f0f\u6d88\u6b67\u6b65\u9aa4\uff08\u4f46\u7834\u574f\u201c\u4e00\u53e5\u641e\u5b9a\u201d\u7684\u4f53\u9a8c\uff09\uff0c\u8981\u4e48\u4f9d\u8d56\u66f4\u6df1\u7684\u5143\u6570\u636e\u5b66\u4e60\u3002\u8be5\u4ea7\u54c1\u76ee\u524d\u66f4\u50cf\u662f\u201c\u4f18\u79c0\u539f\u578b\u201d\uff0c\u800c\u975e\u7ec8\u6781\u65b9\u6848\u3002\u771f\u6b63\u62c9\u5f00\u5dee\u8ddd\u7684\uff0c\u662f\u5176\u80fd\u5426\u5728\u201c\u667a\u80fd\u731c\u6d4b\u201d\u548c\u201c\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\u627e\u5230\u4e34\u754c\u70b9\uff0c\u5e76\u5728\u7528\u6237\u9996\u6b21\u51fa\u9519\u65f6\uff0c\u7528\u6700\u5c11\u7684\u6b65\u9aa4\u8ba9\u7528\u6237\u7ea0\u6b63\uff0c\u800c\u4e0d\u662f\u8ba9\u7528\u6237\u9000\u56de\u5230SQL\u7f16\u8f91\u5668\u3002\u5bf9\u4e8e\u4e2d\u578bSaaS\u56e2\u961f\uff0c\u5b83\u8db3\u591f\u597d\u7528\uff1b\u4f46\u5bf9\u4e8e\u6570\u636e\u6a21\u578b\u6df7\u4e71\u7684\u4f01\u4e1a\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u66f4\u5feb\u7684\u9519\u8bef\u751f\u6210\u5668\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 Dashboard Agent<\/span>\n <\/div>\n<div class=\"comment-content\">The Dashboard Agent builds entire dashboards from a single prompt. Describe what you want to see \u2014 “Everything about new user signups” or “MRR and churn this quarter” \u2014 and the agent picks the charts, writes the SQL, and lays them out for you. You get KPIs, a hero chart, and the breakdowns that actually answer your question, all connected to live data. No SQL. No composing dashboards chart by chart. Describe a dashboard. Get a dashboard.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re launching the Dashboard Agent: describe a dashboard in plain English and the AI builds the whole thing \u2014 picks the chart types, writes the SQL, and lays everything out.<\/p>\n<p>Before, you’d compose a dashboard chart by chart: add a chart, describe it, add another, arrange the grid. Now you just say what you want to see \u2014 “Everything about new user signups this week”, “Revenue, churn, and expansion this quarter”, or “Support health \u2014 ticket volume, response time, CSAT”.<\/p>\n<p>Vague prompts get a thoughtful default. Prescriptive prompts get exactly what you asked for. Either way you land on a useful dashboard in seconds instead of an afternoon.<\/p>\n<p>We’ve been using it internally for months across growth, support, and ops. Dashboards that used to be afternoon projects are now things we ask for before a meeting.<\/p>\n<p>PH community gets an extra week on their trial this week. Happy to answer anything.<\/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\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> This is a genuinely clever approach to dashboard creation. The ability to go from vague prompt to useful output in seconds while still respecting more specific requests is the hard part most tools get wrong. Curious how you handle cases where the AI’s SQL interpretation doesn’t match what the user actually meant\u2014do you surface that discrepancy easily so they can correct 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>Super pumped about this. The part that took the longest wasn’t generating SQL, it was figuring out what “a thoughtful default” actually means.<\/p>\n<\/p>\n<p>When someone types “everything about new signups,” what do they really want to see first? Which chart type carries the headline number vs. the breakdown? How many KPIs before it stops feeling useful? We rebuilt the layout logic a bunch of times, and the version that shipped is the one where dashboards started feeling like something a person made, not something a model generated. Which is super cool!<\/p>\n<\/p>\n<p>Would love to hear what kinds of dashboards you try it on… the weirder the prompt, the more useful the feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kris_lachance\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kris_lachance<\/a> it’s so much fun to watch the agent stream in charts as they’re built and figure out the optimal layout.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so good. Feels like the result of a lot of hard work, product vision and full-stack polish coming together. This is <strong>the way<\/strong> to interact with 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Appreciate it <a href=\"https:\/\/www.producthunt.com\/@dexter_storey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dexter_storey<\/a>! Definitely a lot of hard work coming together on this 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>The “thoughtful defaults” piece is where I’d expect this to break down in practice. If I ask for “MRR and churn this quarter” and my data model has three different tables that could plausibly be “revenue” \u2014 does the agent ask me to clarify, or does it just pick one and hope? How does it handle ambiguous schema without turning into a back-and-forth chatbot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PH6LF2UQNYWZ2J\" class=\"app-title\">Tinfoil<\/a><\/p>\n<div class=\"one-liner\">AI chat and API that keeps your conversations fully private<\/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>Tinfoil\u662f\u4e00\u4e2a\u8fd0\u884c\u5728\u4e91\u7aef\u4f46\u5229\u7528NVIDIA GPU\u786c\u4ef6\u5b89\u5168\u533a\u6280\u672f\u7684AI\u804a\u5929\u4e0eAPI\u670d\u52a1\uff0c\u786e\u4fdd\u7528\u6237\u4e0eAI\u6a21\u578b\u7684\u5bf9\u8bdd\u5728\u5b58\u50a8\u3001\u5904\u7406\u8fc7\u7a0b\u4e2d\u5168\u7a0b\u7aef\u5230\u7aef\u52a0\u5bc6\u4e14\u53ef\u8fdc\u7a0b\u9a8c\u8bc1\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u62c5\u5fc3\u4e3b\u6d41AI\u5382\u5546\u7aa5\u63a2\u6216\u6ee5\u7528\u4e2a\u4eba\u79c1\u5bc6\u5bf9\u8bdd\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\/7aad3eca-51d1-4c9d-a41d-72083f121d61.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d4026f4-2b81-46e8-bf79-1aafd84cd254.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/81ebae68-6b73-4bb6-99f6-68eae7a5b36b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b900ba0d-c430-439c-bd2c-2c2a8c85d6d9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1bb2492-c01c-4cfd-88cb-1c71579d7a88.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\/4368cbf5-4b35-4eb0-9e29-2b606663ca38.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/d2b5ef51f11a4c8b90f2e700303a1f58\"><source src=\"https:\/\/www.loom.com\/share\/d2b5ef51f11a4c8b90f2e700303a1f58\" 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\">Encryption<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u9690\u79c1AI<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u52a0\u5bc6<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u5b89\u5168\u533a<\/span><br \/>\n <span class=\"tag\">\u53ef\u4fe1\u6267\u884c\u73af\u5883<\/span><br \/>\n <span class=\"tag\">NVIDIA H100<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u6a21\u578bAPI<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u53ef\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">AIChat<\/span><br \/>\n <span class=\"tag\">\u673a\u5bc6\u8ba1\u7b97<\/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\u89e3\u51b3\u9690\u79c1\u4e0eAI\u80fd\u529b\u77db\u76fe\u7684\u521b\u65b0\u4ef7\u503c\u3002\u6838\u5fc3\u7591\u95ee\u805a\u7126\u4e8e\uff1a\u786c\u4ef6\u5b89\u5168\u6a21\u578b\u662f\u5426\u5b8c\u5168\u6392\u9664NVIDIA\u53caTinfoil\u81ea\u8eab\u8bbf\u95ee\u6570\u636e\u7684\u53ef\u80fd\uff08\u5df2\u5f97\u5230\u660e\u786e\u5426\u5b9a\u56de\u590d\uff09\uff1b\u9690\u79c1\u9a8c\u8bc1\u4e0e\u4ea7\u54c1\u6613\u7528\u6027\/\u6027\u80fd\u7684\u5e73\u8861\uff1b\u65e9\u671f\u6062\u590d\u6d41\u7a0b\u6709\u7c97\u7cd9\u4e4b\u5904\u4f46\u56e2\u961f\u54cd\u5e94\u79ef\u6781\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 Tinfoil\u5207\u5165\u4e86\u4e00\u4e2a\u73b0\u5b9e\u4e14\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\uff1a\u5f53AI\u804a\u5929\u4ece\u5de5\u5177\u6f14\u53d8\u4e3a\u201c\u6570\u5b57\u65e5\u8bb0\u201d\u548c\u201c\u601d\u60f3\u4f34\u4fa3\u201d\uff0c\u7528\u6237\u5bf9\u9690\u79c1\u7684\u6e34\u6c42\u5df2\u8d85\u8d8a\u5355\u7eaf\u7684\u201c\u4e0d\u4f7f\u7528\u6570\u636e\u8bad\u7ec3\u201d\u7684\u627f\u8bfa\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u66f4\u79c1\u5bc6\u7684AI\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u53ef\u9a8c\u8bc1\u7684\u3001\u96f6\u4fe1\u4efb\u7684AI\u8fd0\u884c\u73af\u5883\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6280\u672f\u8def\u7ebf\u4e0a\uff0c\u7ed3\u5408NVIDIA H100\u7684\u673a\u5bc6\u8ba1\u7b97\u548c\u5f00\u6e90\u56fa\u4ef6+\u8fdc\u7a0b\u8ba4\u8bc1\uff0c\u786e\u5b9e\u5728\u201c\u4e91AI\u201d\u4e0e\u201c\u672c\u5730AI\u201d\u4e4b\u95f4\u627e\u5230\u4e86\u4e00\u4e2a\u6781\u5177\u8bf4\u670d\u529b\u7684\u6298\u4e2d\u65b9\u6848\u3002\u5b83\u907f\u514d\u4e86\u672c\u5730\u90e8\u7f72\u7684\u6027\u80fd\u548c\u6a21\u578b\u9009\u62e9\u9650\u5236\uff0c\u53c8\u901a\u8fc7\u786c\u4ef6\u7ea7\u9694\u79bb\u5c06\u4f20\u7edf\u4e91\u670d\u52a1\u7684\u4fe1\u4efb\u8fb9\u754c\u4ece\u201c\u670d\u52a1\u5546\u627f\u8bfa\u201d\u5b9e\u8d28\u6027\u5730\u63a8\u8fdb\u5230\u4e86\u201c\u5236\u9020\u5546\u786c\u4ef6\u5b9e\u73b0\u201d\u3002\u8fd9\u79cd\u4ece\u8f6f\u4fe1\u4efb\u5230\u786c\u8bc1\u660e\u7684\u8dc3\u8fc1\uff0c\u5bf9\u4e8e\u5904\u7406\u5546\u4e1a\u673a\u5bc6\u3001\u6cd5\u5f8b\u6587\u4ef6\u3001\u4e2a\u4eba\u5065\u5eb7\u7b49\u9ad8\u5ea6\u654f\u611f\u573a\u666f\uff0c\u5177\u6709\u98a0\u8986\u6027\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4e0d\u80fd\u56de\u907f\u7684\u662f\uff1a\u8be5\u6a21\u578b\u7684\u6700\u7ec8\u4fe1\u4efb\u951a\u70b9\u4ecd\u843d\u5728NVIDIA\u4f5c\u4e3a\u786c\u4ef6\u5236\u9020\u5546\u4e4b\u4e0a\uff0c\u8fd9\u5e76\u975e\u54f2\u5b66\u610f\u4e49\u4e0a\u7edd\u5bf9\u7684\u96f6\u4fe1\u4efb\u3002\u5176\u6b21\uff0c\u5f53\u524d\u6a21\u578b\u5217\u8868\u867d\u5305\u542b\u70ed\u95e8\u5f00\u6e90\u6a21\u578b\uff0c\u4f46\u5e76\u672a\u8986\u76d6\u6240\u6709\u9876\u5c16\u95ed\u6e90\u6a21\u578b\uff0c\u8fd9\u662f\u5176\u5728\u80fd\u529b\u4e0a\u9650\u4e0a\u505a\u51fa\u7684\u660e\u786e\u53d6\u820d\u3002\u6700\u540e\uff0c$20\/\u6708\u7684\u804a\u5929\u8ba2\u9605\u5b9a\u4ef7\u5904\u4e8e\u4e2d\u9ad8\u4f4d\uff0c\u5176\u5e02\u573a\u6210\u8d25\u5c06\u9ad8\u5ea6\u53d6\u51b3\u4e8e\u76ee\u6807\u7528\u6237\u662f\u5426\u8ba4\u4e3a\u201c\u53ef\u9a8c\u8bc1\u7684\u9690\u79c1\u201d\u503c\u8fd9\u4e2a\u6ea2\u4ef7\u3002Tinfoil\u6ca1\u6709\u89e3\u51b3AI\u9690\u79c1\u7684\u5168\u90e8\u95ee\u9898\uff0c\u4f46\u5b83\u4e3a\u89e3\u51b3\u5176\u4e2d\u6700\u5173\u952e\u7684\u4e00\u73af\u2014\u2014\u6570\u636e\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u4e0d\u88ab\u7aa5\u63a2\u2014\u2014\u63d0\u4f9b\u4e86\u76ee\u524d\u6700\u4f18\u96c5\u3001\u6700\u53ef\u64cd\u4f5c\u7684\u5de5\u7a0b\u5316\u7b54\u6848\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u503c\u5f97\u4e66\u5199\u7684\u6545\u4e8b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Tinfoil<\/span>\n <\/div>\n<div class=\"comment-content\">Don\u2019t want OpenAI seeing all your conversations? We don\u2019t either. That\u2019s why we built Tinfoil – an AI that keeps your conversations strictly between you and the AI model, everyone else is locked out. It\u2019s like a local AI but running in the cloud, using secure hardware. Tinfoil leverages hardware security features available on NVIDIA GPUs to deliver verifiable privacy. No pinky promises required: you can check for yourself that your conversations are end-to-end private.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi there! I\u2019m Sacha, cofounder of Tinfoil. Excited to share what we\u2019ve been building!<\/p>\n<\/p>\n<p>Tinfoil gives you a familiar <a href=\"https:\/\/chat.tinfoil.sh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>AI chat<\/strong><\/a><strong> <\/strong>(browser and iOS) and an <a href=\"https:\/\/tinfoil.sh\/inference\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>inference API<\/strong><\/a>, featuring the latest open-source models like DeepSeek V4, Gemma 4, Kimi K2.6, and GLM 5.1. However, with Tinfoil all data is stored end-to-end encrypted and processed privately, even during inference.<\/p>\n<\/p>\n<p>Backstory: my cofounders and I have always been very aware of how important privacy is, especially with tools like AI chatbots that we use daily for personal discussions and to process our thoughts. We strongly believe nobody should be privy to these chats.<\/p>\n<\/p>\n<p>I did my PhD in cryptography and internet privacy, and was an early user of ChatGPT. My cofounders and I quickly realized that the amount of control we were giving up to get access to powerful AI like ChatGPT was simply unprecedented, and frankly creepy. We found ourselves hesitating when sharing certain things or wondering if our deleted conversations would end up in the next training cycle. Today, we\u2019re all leaking our brains to AI labs. Tinfoil is the Flex Tape to stop that.<\/p>\n<\/p>\n<p>The latest NVIDIA GPUs have built-in support for secure enclaves. These are security mechanisms built into the hardware that allow running LLMs in a way that keeps data private during processing. Nobody, not even the operators of the GPUs, can see the data being processed. Secure enclaves also allow you to perform remote attestation, which means the chip can return a signed fingerprint of the code and security configuration currently running inside the enclave. This means you don\u2019t have to take our word that your data is secure, you can actually check it yourself:<\/p>\n<ol>\n<li>\n<p>All the code running in the enclave is open source and it\u2019s fingerprint is pinned to a transparency log, Sigstore. You can inspect this code yourself and verify that it\u2019s secure.<\/p>\n<\/li>\n<li>\n<p>When you connect to our chat or inference API, the client fetches the attestation report from the enclave it is connecting to.<\/p>\n<\/li>\n<li>\n<p>The client checks that the fingerprints match. If they do, the server is running exactly the code that we claimed it would be running.<\/p>\n<\/li>\n<\/ol>\n<p>This whole process happens automatically, so you always know that you are connecting to a trustworthy service. If you\u2019re curious, you can read more about that in our docs: <a href=\"https:\/\/docs.tinfoil.sh\/verification\/verification-in-tinfoil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.tinfoil.sh\/verification\/verification-in-tinfoil<\/a><\/p>\n<\/p>\n<p>Apple, Meta and others have been using secure enclaves to build private AI for their own apps and services, but Tinfoil\u2019s goal is to give everyone else the ability to build verifiably private AI applications with state-of-the-art open source models. We put a lot of effort into removing the friction that security & privacy tends to introduce, so we\u2019re excited to hear what you think!<\/p>\n<\/p>\n<p>Pricing:<\/p>\n<ul>\n<li>\n<p>Chat: $20\/month but you can try it out for free!<\/p>\n<\/li>\n<li>\n<p>API: $5 in free credits when you sign up.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sachaservan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachaservan<\/a> upvoted check out my launch<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sachaservan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sachaservan<\/a> This is a genuinely important problem you’re solving. The tension between wanting access to capable models and maintaining privacy over sensitive thoughts is real\u2014especially as people start using AI for everything from therapy-like reflection to competitive strategy. The E2E encryption during inference is the technical detail that actually matters here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>At my last employer in the nuclear space, I remember how much effort there was put into security and privacy — those concerns definitely put a damper on AI adoption that would have otherwise accelerated development. Glad to see that there is innovation in this space so that privacy is less of a concern (and provably so).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@michael_trehan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_trehan1<\/a> thank you for the perspective! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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. Really thoughtful product and the verification piece is especially compelling.<\/p>\n<p>One question I had: for teams or developers building on the API, where have you seen the biggest tradeoff between verifiable privacy and product usability or performance, and how have you tried to minimise that?<\/p>\n<p>Feels like that balance is probably where a lot of adoption decisions get made.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@paul_sangle_ferriere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_sangle_ferriere1<\/a> thanks for the question! We really believe that privacy should be seamless to ensure usability. We made our API OpenAI compatible, which means it is very easy to go from using an inference provider like OpenRouter to using Tinfoil – it’s just a one line import change. We also have SDKs in several languages like Python and TypeScript that automatically verify the hardware attestation and security on each connection for you. So if you’re using an OpenAI SDK right now, it’s enough to swap out the import line to something like `import TinfoilAI` and you should be good to go! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 NVIDIA GPU secure hardware angle is interesting. Are you using confidential computing features like TEEs (Trusted Execution Environments) on the H100s, or something else? And does the privacy model hold if someone at NVIDIA has access to firmware-level hardware behavior?<\/p>\n<p>Secondly “Everyone else is locked out” \u2014 does that include Tinfoil itself? Like, can your team see conversation logs for debugging, abuse monitoring, or anything else? That’s usually where the asterisk hides in these 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\">@sounak_bhattacharya thanks for questions! <\/p>\n<p>Yes, we use NVIDIA\u2019s Confidential Computing mode on H100s creating a trusted execution environment that includes the GPU. Everything is hardware-secured where the keys protecting your data are generated by the enclave every session. NVIDIA never sees those keys, so they can\u2019t access your data. Neither can Tinfoil. <\/p>\n<p>The real trust point is NVIDIA as the manufacturer itself. You trust NVIDIA to implement the hardware correctly. They burn an *identity* key into each chip at the factory to verify it\u2019s genuine via attestation. <\/p>\n<p>We aim to be very precise about what we claim and you can read our docs to learn more. There are no logs and we cannot see your data. Moreover everything is open source and people have audited us independently.<\/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>Amazing api! Literally just works, and they really ahead of the times \ud83d\ude42 <\/p>\n<\/p>\n<p>Will be huge<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@wylans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wylans<\/a> thank you! Glad to hear 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>we love using tinfoil!! not enough people are thinking about security, and are sending all their private data to claude and openai. tinfoil solves that! happy customer here \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\">@hazhubble thanks Haz! Appreciate the kind words!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 building proprietary systems, and didn’t want my IP sitting in a mainstream AI provider’s logs or training pipeline. Tinfoil has been a huge unlock for me.<\/p>\n<p>I leaned on it heavily during design and prototyping to have a strong LLM thinking partner. Tinfoil has let me keep my existing LLM workflow without running a local model that would roast my laptop.<\/p>\n<p>The architecture they’re using- hardware enforced privacy via secure enclaves with client-side attestation of the CPU\/GPU inference server is the best approach I’ve seen for capable and private AI.<\/p>\n<p>A few specifics:<\/p>\n<ul>\n<li>\n<p>In-session UX is comparable to mainstream non-private chat services.<\/p>\n<\/li>\n<li>\n<p>Passkey\/recovery flow had a couple rough edges early on, but the team is actively improving this and Sacha was super responsive to help me.<\/p>\n<\/li>\n<li>\n<p>Also recommend the documentation if you’re the type of person that wants a primer on secure enclaves and a detailed breakdown of their architecture. I had a fun time nerding out on it<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andrew_forman1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_forman1<\/a> Thank you for the feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/Y5N7DKK2MB7ZCH\" class=\"app-title\">ElevenMusic<\/a><\/p>\n<div class=\"one-liner\">AI-assisted music creation with built-in discovery, royalty<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ElevenMusic\u662f\u4e00\u4e2a\u5c06AI\u8f85\u52a9\u97f3\u4e50\u521b\u4f5c\u3001\u72ec\u7acb\u827a\u4eba\u53d1\u73b0\u4e0e\u4e92\u52a8\u5206\u8d26\u673a\u5236\u76f8\u7ed3\u5408\u7684\u5e73\u53f0\uff0c\u5e2e\u52a9\u72ec\u7acb\u97f3\u4e50\u4eba\u89e3\u51b3\u5206\u53d1\u96be\u548c\u53d8\u73b0\u96be\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 <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/acac18cf-59ef-4286-97ef-bcc0eba124da.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\/f347f811-7c3e-42a3-a0ea-bfa8b33b6736.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57abc4f8-f204-4cb4-89f1-844560341dfe.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\/3ebc08b9-aa32-453b-8def-f87c2f6b3859.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\/bcfb6549-44d5-49a8-92f9-3279295ddebd.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\/aca06a2c-8127-4189-aed6-62e71e4142ff.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\/fa49664d-88a6-4c7d-803b-f4b4d803a898.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\/8b7752c5-8834-495a-bf97-d2c2a5ced5d1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6mrpjlZxQ-g\"><source src=\"https:\/\/www.youtube.com\/watch?v=6mrpjlZxQ-g\" 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\">Music<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u97f3\u4e50\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u97f3\u4e50\u4eba\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u6df7\u97f3<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u6536\u76ca<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u7248\u6743\u5206\u8d26<\/span><br \/>\n <span class=\"tag\">\u97f3\u4e50\u53d1\u73b0<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u7aef<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u5173\u5fc3\u4e24\u4e2a\u95ee\u9898\uff1a\u4e00\u662fremix\u529f\u80fd\u4e0b\u539f\u521b\u4f5c\u8005\u4e0e\u6df7\u97f3\u8005\u4e4b\u95f4\u7684\u7248\u6743\u5206\u6210\u673a\u5236\u662f\u5426\u81ea\u52a8\uff0c\u8fd8\u662f\u9700\u8981\u539f\u521b\u8005\u4e3b\u52a8\u9009\u62e9\u52a0\u5165\uff1b\u4e8c\u662f\u5bf9\u4ea7\u54c1\u7406\u5ff5\u8868\u793a\u8ba4\u53ef\uff0c\u671f\u5f85\u5176\u6210\u529f\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 ElevenMusic\u8bd5\u56fe\u5728AI\u97f3\u4e50\u5de5\u5177\u6cdb\u6ee5\u7684\u8d5b\u9053\u91cc\u6253\u4e00\u5f20\u201c\u751f\u6001\u724c\u201d\u2014\u2014\u5b83\u806a\u660e\u5730\u628aAI\u521b\u4f5c\u5f15\u64ce\u3001\u72ec\u7acb\u827a\u4eba\u53d1\u73b0\u548cElevenLabs\u9a8c\u8bc1\u8fc7\u7684\u58f0\u7eb9\u5206\u8d26\u6a21\u5f0f\u7f1d\u5408\u5728\u4e00\u8d77\u3002\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\u201c\u5185\u5bb9\u5148\u884c\u201d\uff1a\u5148\u7b7e\u7ea64000+\u72ec\u7acb\u521b\u4f5c\u8005\u4f5c\u4e3a\u5e95\u5c42\u8d44\u4ea7\uff0c\u7136\u540e\u7528AI remix\u548c\u521b\u4f5c\u5de5\u5177\u964d\u4f4e\u95e8\u69db\uff0c\u6700\u540e\u7528\u201c\u4e92\u52a8\u5373\u6536\u76ca\u201d\u7684\u673a\u5236\u5438\u5f15\u53cc\u65b9\u8fdb\u573a\u3002\u8fd9\u89e3\u51b3\u4e86\u4e24\u4e2a\u75db\u70b9\uff1a\u72ec\u7acb\u827a\u4eba\u4e0d\u7528\u518d\u4e3a\u5206\u53d1\u548c\u53d8\u73b0\u4e24\u5934\u8dd1\uff0c\u542c\u4f17\u5219\u6709\u4e86\u6bd4\u7b80\u5355\u6d88\u8d39\u66f4\u6709\u521b\u9020\u529b\u7684\u53c2\u4e0e\u65b9\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u201c\u4e92\u52a8\u6536\u76ca\u201d\u6a21\u578b\u5728\u8bed\u97f3\u9886\u57df\u6210\u529f\uff0c\u4e0d\u610f\u5473\u7740\u5728\u97f3\u4e50\u9886\u57df\u80fd\u5e73\u6ed1\u8fc1\u79fb\u3002\u97f3\u4e50\u6d88\u8d39\u7684\u505c\u7559\u65f6\u957f\u3001\u4e92\u52a8\u6df1\u5ea6\u548c\u4ed8\u8d39\u610f\u613f\uff0c\u4e0e\u8bed\u97f3\u5e93\u6837\u672c\u622a\u7136\u4e0d\u540c\uff1b\u5982\u679c\u5355\u66f2\u5e73\u5747\u4e92\u52a8\u4ef7\u503c\u8fc7\u4f4e\uff0c\u6240\u8c13\u7684\u201c\u6548\u80fd\u9a8c\u8bc1\u201d\u5c31\u4f1a\u53d8\u6210\u6570\u5b57\u5e7b\u89c9\u3002\u5176\u6b21\uff0cremix\u529f\u80fd\u653e\u5927\u4e86\u7248\u6743\u5212\u5206\u7684\u590d\u6742\u6027\u2014\u2014\u76ee\u524d\u5b98\u65b9\u5bf9\u201c\u6df7\u97f3\u540e\u6536\u76ca\u5982\u4f55\u81ea\u52a8\u5206\u8d26\u201d\u7684\u56de\u7b54\u76f8\u5f53\u6a21\u7cca\uff0c\u8fd9\u51e0\u4e4e\u662f\u6240\u6709UGC\u97f3\u4e50\u793e\u533a\u7684\u81f4\u547d\u4f24\u3002\u4e00\u65e6\u6469\u64e6\u8fc7\u9ad8\uff0c\u539f\u521b\u8005\u53ef\u80fd\u9009\u62e9\u9000\u573a\uff0c\u751f\u6001\u4f1a\u8fc5\u901f\u51b7\u542f\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7ade\u4e89\u683c\u5c40\u770b\uff0cElevenMusic\u4e00\u9762\u8981\u9762\u5bf9Suno\u3001Udio\u7b49\u7eafAI\u751f\u6210\u5de5\u5177\u5bf9\u7528\u6237\u65f6\u95f4\u7684\u4e89\u593a\uff0c\u53e6\u4e00\u9762\u8981\u8bf4\u670dBandcamp\u3001SoundCloud\u4e0a\u7684\u72ec\u7acb\u4f5c\u8005\u8fc1\u79fb\u3002\u5176\u771f\u6b63\u7684\u8d4c\u6ce8\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u80fd\u5426\u8ba9\u201c\u5206\u8d26\u201d\u53d8\u6210\u4e00\u4e2a\u8db3\u591f\u4f4e\u95e8\u69db\u3001\u9ad8\u900f\u660e\u5ea6\u7684\u4fe1\u4efb\u673a\u5236\u3002\u5982\u679c\u53ea\u662f\u628aElevenLabs\u7684\u5408\u7ea6\u6a21\u677f\u7167\u642c\u8fc7\u6765\uff0c\u800c\u6ca1\u6709\u4e3a\u97f3\u4e50\u573a\u666f\u8bbe\u8ba1\u66f4\u7cbe\u7ec6\u7684\u5f52\u5c5e\u548c\u5ba1\u8ba1\u89c4\u5219\uff0c\u90a3\u4e48\u8fd9\u66f4\u50cf\u4e00\u4e2a\u6f02\u4eae\u7684\u201c\u5305\u88c5\u5668\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u8fd9\u4ea7\u54c1\u503c\u5f97\u5173\u6ce8\uff0c\u4f46\u522b\u6025\u7740\u7ed9\u201c\u72ec\u7acb\u97f3\u4e50\u7684\u65b0\u672a\u6765\u201d\u53eb\u597d\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\">ElevenMusic<\/span>\n <\/div>\n<div class=\"comment-content\">ElevenMusic lets you discover independent artists, remix their tracks, create original music with AI assistance, and earn royalties when listeners engage. Available on web and iOS.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ElevenLabs built a creator royalty model for music, and ElevenMusic is where it lives.<\/p>\n<\/p>\n<p><strong>What it is:<\/strong> A music platform combining AI-assisted creation, remix tools, independent artist discovery, and an engagement-based earnings model, on web and iOS.<\/p>\n<\/p>\n<p><strong>Problem and solution:<\/strong> Independent artists building audiences outside mainstream platforms have a distribution problem and a monetization problem at the same time.<\/p>\n<\/p>\n<p>ElevenMusic addresses both by giving creators a publishing surface with a built-in royalty mechanism modeled on ElevenLabs’ voice library, which has already paid out over $11M.<\/p>\n<\/p>\n<p>Listeners on the platform can also remix tracks by shifting genre or tempo, which extends the reach of each original track and feeds the engagement metrics that drive creator earnings.<\/p>\n<\/p>\n<p>Earnings depend on listener engagement and eligibility thresholds, so this is performance-based rather than a guaranteed payout.<\/p>\n<\/p>\n<p><strong>What makes it different:<\/strong> Most AI music tools are generation-first.<\/p>\n<\/p>\n<p>ElevenMusic is discovery-first, which changes who shows up. Starting with a catalog of 4,000+ independent artists and wrapping AI creation and remix tools around that catalog means the platform has content before the creators arrive.<\/p>\n<\/p>\n<p>The composition tools let you start from a lyric, melody, or mood and develop a full structured track, which is a lower barrier entry point than a DAW.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>4,000+ independent and emerging artist catalog<\/p>\n<\/li>\n<li>\n<p>Genre and tempo remix on any track<\/p>\n<\/li>\n<li>\n<p>AI composition from lyric, melody, or mood<\/p>\n<\/li>\n<li>\n<p>Publish and earn through engagement-based royalties<\/p>\n<\/li>\n<li>\n<p>Curated playlists, daily mixes, live sessions<\/p>\n<\/li>\n<li>\n<p>Web and iOS<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits:<\/strong><\/p>\n<ul>\n<li>\n<p>Single platform covers the full loop from listening to earning<\/p>\n<\/li>\n<li>\n<p>Remix mechanic turns any track into a creative starting point<\/p>\n<\/li>\n<li>\n<p>Royalty structure has a proven precedent in the ElevenLabs voice library<\/p>\n<\/li>\n<li>\n<p>Catalog skews toward emerging artists, not mainstream catalogs<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who it’s for:<\/strong> Independent artists and producers looking for a single platform to publish, grow an audience, and earn from original tracks without managing separate distribution infrastructure.<\/p>\n<\/p>\n<p>The creator economy angle here is worth watching. If the engagement-based royalty model scales across music the way it did for voice, this becomes a meaningful alternative surface for independent artists. That’s the bet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> Congrats on launching! Your store looks promising, and I love the idea behind it. Wishing you great success 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>The remix piece is what I want to understand better \u2014 when you remix an independent artist’s track, how does the royalty split work? Does the original artist get a cut automatically, or is it opt-in on their end?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RJFVC5ZGKP4W4C\" class=\"app-title\">SuperMind<\/a><\/p>\n<div class=\"one-liner\">Business that Runs Itself <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SuperMind\u901a\u8fc7\u90e8\u7f7213\u4e2a\u4e13\u4e1aAI\u4ee3\u7406\uff08\u8986\u76d6\u9500\u552e\u3001\u8d22\u52a1\u3001\u6cd5\u5f8b\u7b49\uff09\uff0c\u5c06\u5176\u4f5c\u4e3a\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u81ea\u52a8\u6267\u884c\u4e1a\u52a1\u6d41\u7a0b\u5e76\u9700\u4eba\u5de5\u6700\u7ec8\u5ba1\u6279\uff0c\u89e3\u51b3\u521b\u59cb\u4eba\u6216\u7ba1\u7406\u8005\u5728\u51b3\u7b56\u94fe\u4e2d\u6210\u4e3a\u74f6\u9888\u7684\u75db\u70b9\uff0c\u5b9e\u73b0\u201c\u4e1a\u52a1\u81ea\u4e3b\u8fd0\u884c\u201d\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\/d87b2227-e28f-4ca9-96ae-bdfcdae96fc7.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=XwCnEb4fbvU\"><source src=\"https:\/\/www.youtube.com\/watch?v=XwCnEb4fbvU\" 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\/3a8b6a89-87ad-4742-8498-0fc9424ef908.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdbb468e-a20f-4e82-8f6a-efd8932766a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3321ecd5-6537-4c07-a7bc-5100cc0ee637.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d37b7b4c-dda9-4bc6-8a35-cc1025379bcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u5ba1\u6279\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u591a\u884c\u4e1a\u9002\u5e94\u6027\u4e0e\u5b66\u4e60\u673a\u5236\uff08\u89c4\u5219\u9a71\u52a8\u8fd8\u662f\u81ea\u4e3b\u5b66\u4e60\uff09\u3001\u4ee3\u7406\u5e7b\u89c9\u63a7\u5236\u4e0e\u4e1a\u52a1\u76ee\u6807\u5bf9\u9f50\u3001\u591a\u9879\u76ee\u5e76\u884c\u53ca\u6a21\u578b\u9009\u62e9\u3001\u521d\u59cb\u4e0a\u4e0b\u6587\u83b7\u53d6\u4e0e\u5feb\u901f\u4e0a\u624b\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u4ee3\u7406\u57fa\u4e8e\u516c\u53f8\u4e0a\u4e0b\u6587\u3001\u4eba\u5de5\u5ba1\u6279\u515c\u5e95\u3001\u652f\u6301\u5e76\u884c\u4e0e\u591a\u6a21\u578b\u9009\u9879\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 SuperMind\u5de7\u5999\u5730\u5c06\u201c\u81ea\u52a8\u5316\u201d\u5305\u88c5\u6210\u4e86\u4e00\u5c0a\u201cAI\u8463\u4e8b\u4f1a\u201d\u2014\u2014\u770b\u4f3c\u5728\u4e3a\u8001\u677f\u51cf\u8d1f\uff0c\u5b9e\u5219\u662f\u5728\u505a\u4e00\u4e2a\u6781\u5176\u5fae\u5999\u7684\u6743\u529b\u8ba9\u6e21\u5b9e\u9a8c\u3002\u5176\u6838\u5fc3\u5356\u70b9\u201cOne tap approvals\u201d\u548c\u201cMorning briefings\u201d\u7cbe\u51c6\u547d\u4e2d\u4e86\u90a3\u4e9b\u88ab\u7410\u4e8b\u6df9\u6ca1\u7684\u521b\u59cb\u4eba\u6700\u6e34\u671b\u7684\u5c0a\u4e25\uff1a\u7ec8\u4e8e\u4e0d\u7528\u81ea\u5df1\u5199\u90ae\u4ef6\uff0c\u53ea\u9700\u8981\u201c\u70b9\u5934\u201d\u3002\u4f46\u8fd9\u5957\u7cfb\u7edf\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u53ef\u80fd\u4e0d\u5728\u4e8e\u5b83\u591a\u806a\u660e\uff0c\u800c\u5728\u4e8e\u5b83\u5982\u4f55\u5b9a\u4e49\u201c\u91cd\u8981\u4e8b\u9879\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6df1\u5ea6\u9690\u60a3\u5728\u4e8e\uff1a\u5f5313\u4e2a\u4ee3\u7406\u5728\u5e76\u884c\u8fd0\u884c\uff0c\u5b83\u4eec\u5bf9\u4e1a\u52a1\u7684\u7406\u89e3\u7ec8\u7a76\u662f\u201c\u89c4\u5219+\u5386\u53f2\u6570\u636e\u201d\u7684\u6a21\u62df\u3002\u7528\u6237\u63d0\u5230\u7684\u201cLegal\u4e0eFinance\u4ee3\u7406\u540c\u65f6\u544a\u8b66\u201d\u573a\u666f\u6070\u662f\u5173\u952e\u2014\u2014\u8de8\u4ee3\u7406\u7684\u201c\u9690\u6027\u51b2\u7a81\u63a8\u7406\u201d\u80fd\u529b\u672a\u88ab\u660e\u786e\u8bc1\u5b9e\u3002\u5982\u679c\u4ee3\u7406\u53ea\u662f\u5c06\u4e0d\u540c\u7ef4\u5ea6\u7684\u544a\u8b66\u5806\u53e0\u5728\u65e9\u62a5\u91cc\uff0c\u90a3\u4e48\u521b\u59cb\u4eba\u53ea\u662f\u4ece\u4e00\u4e2a\u201c\u624b\u52a8\u74f6\u9888\u201d\u53d8\u6210\u4e86\u201c\u4fe1\u606f\u805a\u5408\u5668\u4e0a\u7684\u74f6\u9888\u201d\uff0c\u75db\u70b9\u5e76\u672a\u6839\u9664\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4ece\u7528\u6237\u5bf9\u201c\u521d\u59cb\u4e0a\u4e0b\u6587\u83b7\u53d6\u201d\u7684\u8ffd\u95ee\u53ef\u4ee5\u770b\u51fa\uff0c\u4ea7\u54c1\u7684\u51b7\u542f\u52a8\u8d28\u91cf\u51b3\u5b9a\u4e86\u521d\u671f\u4fe1\u4efb\u3002\u5982\u679c\u524d\u671f\u7684\u201c\u516c\u53f8\u8bb0\u5fc6\u201d\u5f55\u5165\u8fc7\u4e8e\u7b80\u5316\u6216\u6a21\u677f\u5316\uff0c\u540e\u7eed\u7684\u201c\u8d8a\u7528\u8d8a\u806a\u660e\u201d\u5f88\u53ef\u80fd\u6ca6\u4e3a\u7f13\u6162\u7684\u8bd5\u9519\u3002SuperMind\u7684\u771f\u6b63\u58c1\u5792\uff0c\u4e0d\u662f13\u4e2a\u4ee3\u7406\u7684\u6570\u91cf\uff0c\u800c\u662f\u5b83\u80fd\u5426\u5728\u957f\u671f\u4ea4\u4e92\u4e2d\u5efa\u7acb\u4e00\u5957\u8f93\u4e0d\u8d77\u7684\u201c\u4e1a\u52a1\u77e5\u8bc6\u56fe\u8c31\u201d\u2014\u2014\u8ba9\u4ee3\u7406\u4e4b\u95f4\u7684\u51b3\u7b56\u4ea7\u751f\u903b\u8f91\u4e32\u8054\uff0c\u800c\u975e\u5355\u70b9\u89e6\u53d1\u3002\u5426\u5219\uff0c\u5b83\u4e0d\u8fc7\u662f\u62ab\u7740\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u5916\u8863\u7684\u3001\u66f4\u7cbe\u81f4\u7684\u901a\u77e5\u63a8\u9001\u5de5\u5177\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u503c\u5f97\u62bc\u6ce8\uff0c\u4f46\u671f\u671b\u7ba1\u7406\u8981\u7cbe\u51c6\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\">SuperMind<\/span>\n <\/div>\n<div class=\"comment-content\">The Mind Behind Your Operations.SuperMind deploys 13 specialist AI agents across your entire business – Sales, Finance, CTO, Customer Success, HR, Legal, and more, that execute operations end-to-end with your approval before anything important moves. Not a chatbot. An operating system. Company memory that never forgets. Parallel agents running 24\/7. One tap approvals. Morning briefings while you sleep. Your business finally runs like one.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>I’m Aryan, one of the co-founders.<\/p>\n<p>We built SuperMind because I was tired of being the last approval in every chain at my own company. Every follow-up, every client update, every internal decision, it all routed through me personally.<\/p>\n<p>SuperMind is what I wished existed. A system that actually runs the business, not just a smarter way to write emails.<\/p>\n<p>Happy to answer anything. Ask me the hardest question you have about whether this actually works. I’ll answer honestly.<\/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\/@aryanbains\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aryanbains<\/a> Your approach to business automation with Supermind looks really interesting. I\u2019m curious\u2014how does your system handle adaptability across different industries, especially when workflows vary a lot? Does it learn and optimize processes over time, or is it more rule-based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ProductHunt \ud83d\udc4b<\/p>\n<p>I\u2019m Damanjeet, one of the co-founders of SuperMind.<\/p>\n<p>We built SuperMind to feel less like one AI chatbot and more like an AI team for your business – with agents for Growth, Sales, CTO, CS, Finance, HR, Legal, Product, Ops, Analytics, Recruiting, and more.<\/p>\n<p>Would love your honest feedback.<\/p>\n<p>Where would you want an AI agent to help first?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH<\/p>\n<p>I\u2019m Yuvraj, one of the co-founders of SuperMind.<\/p>\n<p>I built this because I was exhausted from being the final bottleneck in my own company.<\/p>\n<p>Every client update.<br \/>Every follow-up.<br \/>Every internal decision.<br \/>Every approval.<\/p>\n<p>Somehow, it all ended up on my plate.<\/p>\n<p>SuperMind is the system I wish I had back then not just another AI tool that helps you write faster, but one that helps your business actually move without everything depending on you.<\/p>\n<p>It follows up, coordinates, tracks decisions, and keeps work moving like an operator inside your company.<\/p>\n<p>Happy to answer anything.<\/p>\n<p>Ask me the hardest question you have about whether SuperMind actually works, where it breaks, or why it\u2019s different.<\/p>\n<p>I\u2019ll answer honestly.<\/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>Hey Damanjeeet, How do you make sure the agents don’t hallucinate and are alligned with business 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\/@hamza_addi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_addi<\/a> Hi Hamza,<br \/>We keep agents grounded in the company\u2019s actual context -goals, workflows, data, and past decisions.<\/p>\n<p>They don\u2019t operate blindly. For important actions, we keep human approval in the loop and let teams set boundaries around what agents can do.<\/p>\n<p>So the aim isn\u2019t fully random automation – it\u2019s business-aware agents that act within your company\u2019s context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 <a href=\"https:\/\/www.producthunt.com\/@damanjeet_singhh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"damanjeet_singhh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@damanjeet_singhh<\/a> Is it possible to have multiple projects running in parallel?<br \/>Can the customers select the models?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@zabbar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zabbar<\/a> Hey Zabbar,<br \/>Yes, absolutely.<\/p>\n<p>SuperMind supports multiple projects running in parallel, so teams can manage different workflows, clients, or business areas separately.<\/p>\n<p>For models, we currently have 2 options to choose from, and we\u2019ll add more based on user demand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Damanjeeet! How do you get the initial context about the user’s company? Cool Supermind builds memory and understands business better & better, but how to get it up & running 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\/@philip_kubinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_kubinski<\/a> Hi Philip,<br \/>SuperMind starts with a quick onboarding where you add your company, goals, workflows, tools, and current priorities to give the context.<\/p>\n<p>After that, it learns from how your team uses it – tasks, decisions, context, and repeated workflows.<\/p>\n<p>So it\u2019s useful quickly, then gets smarter over time.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> “One tap approvals” is the thing I keep coming back to. When a Legal agent flags a contract issue AND a Finance agent flags a cash flow concern on the same morning briefing \u2014 do they stay siloed, or does SuperMind surface the connection between the two? Feels like that cross-agent reasoning is where this either becomes genuinely useful or just a fancier notification inbox.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BJLWKL6AYAVRAP\" class=\"app-title\">Adoptly<\/a><\/p>\n<div class=\"one-liner\">Turn product releases into feature adoption<\/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>Adoptly\u662f\u4e00\u6b3e\u8f7b\u91cf\u7ea7\u3001\u9ad8\u6027\u4ef7\u6bd4\u7684SaaS\u5185\u5e94\u7528\u516c\u544a\u5de5\u5177\uff0c\u5e2e\u52a9\u4ea7\u54c1\u56e2\u961f\u901a\u8fc7\u7f8e\u89c2\u7684\u6a2a\u5e45\u3001\u5f39\u7a97\u3001\u63d0\u793a\u548c\u66f4\u65b0\u65e5\u5fd7\uff0c\u5c06\u65b0\u529f\u80fd\u53d1\u5e03\u9ad8\u6548\u8f6c\u5316\u4e3a\u7528\u6237\u91c7\u7528\uff0c\u89e3\u51b3\u529f\u80fd\u4e0a\u7ebf\u540e\u7528\u6237\u201c\u770b\u4e0d\u89c1\u3001\u4e0d\u4f1a\u7528\u201d\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\/4a84155d-4bd0-4dcd-be5c-d6dc301abd90.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92237b88-1c3b-430f-b281-cae452b8ecd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90829b1c-1b67-4f9d-8483-a2e1d4739f8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/49e6d348-4d32-44a5-8edc-43c41b7a6c81.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\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5e94\u7528\u5185\u516c\u544a<\/span><br \/>\n <span class=\"tag\">\u529f\u80fd\u91c7\u7528<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u66f4\u65b0<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u5f15\u5bfc<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4ef7\u683c\u900f\u660e<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u7559\u5b58<\/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\u529f\u80fd\u53d1\u5e03\u540e\u7528\u6237\u4e0d\u53d1\u73b0\u201d\u7684\u75db\u70b9\uff0c\u8d5e\u8d4f\u5b9a\u4ef7\u7b56\u7565\u3002\u4e3b\u8981\u5efa\u8bae\u5305\u62ec\uff1a\u672a\u6765\u53ef\u96c6\u6210\u7528\u6237\u884c\u4e3a\u5206\u6790\u4ee5\u8ffd\u8e2a\u516c\u544a\u6548\u679c\uff1b\u7528\u6237\u8be2\u95ee\u662f\u5426\u63d0\u4f9b\u5185\u5bb9\u751f\u6210\u5e2e\u52a9\uff08\u5df2\u89c4\u5212AI\u901a\u8fc7\u4ee3\u7801\u63d0\u4ea4\u81ea\u52a8\u751f\u6210\u516c\u544a\uff09\uff1b\u7528\u6237\u5173\u5fc3\u5b9e\u73b0\u7b80\u6613\u5ea6\u548cAPI\/MCP\u652f\u6301\uff08\u76ee\u524d\u65e0\uff0c\u4f46\u8868\u793a\u53ef\u63a2\u7d22\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 Adoptly\u5207\u4e2d\u4e86\u4e00\u4e2a\u5fae\u5c0f\u4f46\u666e\u904d\u4e14\u6602\u8d35\u7684\u75db\u70b9\uff1a\u529f\u80fd\u53d1\u5e03\u4e0e\u7528\u6237\u91c7\u7528\u4e4b\u95f4\u7684\u65ad\u88c2\u3002\u5e02\u573a\u4e0a\u5e76\u975e\u6ca1\u6709\u7c7b\u4f3c\u5de5\u5177\uff0c\u4f46\u5982\u521b\u59cb\u4eba\u6240\u8a00\uff0c\u5b83\u4eec\u8981\u4e48\u7b28\u91cd\u3001\u96be\u770b\uff0c\u8981\u4e48\u8d35\u5f97\u79bb\u8c31\uff083k\u7f8e\u5143\/\u6708\uff09\u3002Adoptly\u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u505a\u4e86\u51cf\u6cd5\u2014\u2014\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u201c\u5168\u80fd\u578b\u65b0\u624b\u5f15\u5bfc\u602a\u517d\u201d\uff0c\u800c\u662f\u805a\u7126\u4e8e\u516c\u544a\u7684\u521b\u5efa\u3001\u5b9a\u5411\u548c\u6d4b\u91cf\u8fd9\u4e00\u72ed\u7a84\u95ed\u73af\u3002\u8fd9\u79cd\u7b56\u7565\u5728\u9762\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u5c0f\u56e2\u961f\u548c\u201cvibe-coder\u201d\u7fa4\u4f53\u65f6\u5177\u6709\u7cbe\u51c6\u6740\u4f24\u529b\uff0c\u56e0\u4e3a\u8be5\u7fa4\u4f53\u65e2\u6ca1\u94b1\u4e5f\u4e0d\u7528\u590d\u6742\u5de5\u5177\uff0c\u4f46\u6070\u6070\u662f\u6700\u9700\u8981\u5feb\u901f\u544a\u77e5\u7528\u6237\u201c\u6211\u53d1\u65b0\u529f\u80fd\u4e86\u201d\u7684\u7fa4\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5f53\u524d\u7684\u7ade\u4e89\u529b\u66f4\u591a\u505c\u7559\u5728\u201c\u4ef7\u683c\u201d\u548c\u201c\u7f8e\u8c8c\u201d\u5c42\u9762\u3002\u771f\u6b63\u51b3\u5b9a\u5176\u957f\u671f\u4ef7\u503c\u7684\u5173\u952e\uff0c\u5728\u4e8e\u8bc4\u8bba\u4e2d\u7528\u6237\u53cd\u590d\u8ffd\u95ee\u7684\u4e24\u70b9\uff1a\u4e00\u662f\u80fd\u5426\u8bc1\u660e\u516c\u544a\u786e\u5b9e\u5e26\u52a8\u4e86\u529f\u80fd\u91c7\u7528\uff08\u5373\u6d4b\u91cf\u95ed\u73af\uff09\uff0c\u4e8c\u662f\u80fd\u5426\u5e2e\u52a9\u7528\u6237\u66f4\u597d\u5730\u6784\u601d\u516c\u544a\u5185\u5bb9\uff08\u5373AI\u751f\u6210\uff09\u3002Adoptly\u76ee\u524d\u5728\u8fd9\u4e24\u5904\u5747\u5904\u4e8e\u201c\u5373\u5c06\u4e0a\u7ebf\u201d\u72b6\u6001\uff0c\u5b58\u5728\u660e\u663e\u7684\u529f\u80fd\u7f3a\u53e3\u3002\u4e00\u65e6\u8fd9\u4e24\u73af\u8865\u9f50\uff0c\u5b83\u5c31\u80fd\u4ece\u4e00\u4e2a\u201c\u597d\u770b\u7684\u901a\u77e5\u7ec4\u4ef6\u201d\u8fdb\u5316\u4e3a\u201c\u529f\u80fd\u91c7\u7528\u7684\u589e\u957f\u5f15\u64ce\u201d\u3002\u53cd\u4e4b\uff0c\u5982\u679c\u53ea\u505c\u7559\u5728\u5de5\u5177\u5c42\u9762\uff0c\u9762\u5bf9Notion\u7c7b\u4ea7\u54c1\u81ea\u5e26\u7684\u516c\u544a\u529f\u80fd\uff0c\u5176\u62a4\u57ce\u6cb3\u5c06\u76f8\u5f53\u8106\u5f31\u3002\u53e6\u5916\uff0cAPI\/MCP\u867d\u662f\u9ad8\u9891\u8bf7\u6c42\uff0c\u4f46\u82e5\u8fc7\u65e9\u5f00\u653e\uff0c\u53ef\u80fd\u8ba9\u4ea7\u54c1\u504f\u79bb\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u7b80\u6d01\u4f18\u52bf\uff0c\u5efa\u8bae\u4f18\u5148\u592f\u5b9e\u6838\u5fc3\u95ed\u73af\u518d\u8c08\u751f\u6001\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Adoptly<\/span>\n <\/div>\n<div class=\"comment-content\">The most affordable way to create, target, and measure in-app announcements, product update banners, modals, hints, and changelogs for your SaaS app.<\/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<br \/>\nI\u2019m Alexandre, indie maker & product manager.<\/p>\n<p>In every company I worked at, I kept running into the same frustration:<br \/>\n\ud83d\udc49 We ship features\u2026<br \/>\n\ud83d\udc49 Users don\u2019t discover them<\/p>\n<p>And the tools out there?<br \/>\n\u2013 Too heavy<br \/>\n\u2013 Not that beautiful<br \/>\n\u2013 Or ridiculously expensive ($3k\/month to do something simple)<\/p>\n<p>So I started building Adoptly<br \/>\nA simple in-app announcements tool that is:<br \/>\n\u2013 \u2728 Beautiful<br \/>\n\u2013 \u26a1 Modern<br \/>\n\u2013 \ud83d\udd0c Easy to integrate<br \/>\n\u2013 \ud83d\udcb8 Fairly priced<\/p>\n<p>Not another all-in-one onboarding monster.<br \/>\nJust what you need to communicate updates inside your product clearly and effectively.<\/p>\n<p>We\u2019re also offering one of the most generous free plans out there.<br \/>\nBecause announcing features in your own app shouldn\u2019t be a luxury.<\/p>\n<p>I\u2019m building Adoptly in public and honestly, it\u2019s the tool I wish we had years ago.<\/p>\n<p>Would love your feedback, ideas, and brutal honesty \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexndr_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexndr_<\/a> This is a real problem\u2014feature announcements are usually an afterthought even though they directly impact adoption. The pricing angle is smart too, since most teams don’t need the complexity of an all-in-one platform. One thing that could be interesting down the line: integrating with tools that track how users actually discover and engage with those announcements, so you’d know which communication approach actually moves the needle.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it offer any help in terms of thinking about content that shoud be added to these announcements ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@darshit_vachhani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@darshit_vachhani<\/a> Not yet nothing on that front for the moment.<\/p>\n<p>That said, it’s coming pretty soon. We’re planning to add AI (via MCP) so that from Claude Code, it can identify the latest commits related to a feature and automatically generate the perfect announcement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 launch! Quick one: How do you measure whether a feature truly gets adopted vs just seen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Thanks! \ud83d\ude4c<br \/>Very soon, you’ll be able to set up tracking in a no-code way, making it easy to define success criteria and monitor them over time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Alexandre! Looks cool & I appreciate the pricing structure!<\/p>\n<p>I’m curious – how easy is it to implement? I feel like this pricing favours Adoptly for vibe-coders etc, who need such updates (they ship a lot, they don’t have much $ to pay for it). + does it have API\/MCP? <\/p>\n<\/p>\n<p>thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@philip_kubinski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philip_kubinski<\/a> <\/p>\n<p>Hey Philip, thanks a lot \ud83d\ude4f<\/p>\n<p>Implementation is super simple you just need to add a small snippet to your code, and then everything is managed in-app. Nothing else to maintain on the code side.<\/p>\n<p>Quickstart here if you’re curious: <a href=\"https:\/\/useadoptly.com\/docs\/widget\/quickstart\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/useadoptly.com\/docs\/widg…<\/a><\/p>\n<\/p>\n<p>Also, the goal isn\u2019t specifically to target vibe-coders, it\u2019s more about helping indie hackers share product updates easily and drive product-led growth.<\/p>\n<\/p>\n<p>API \/ MCP isn\u2019t available yet, but definitely something we can explore depending on use cases. Would love to hear what you have in mind \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<\/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\/3XZF35QV3FUJGZ\" class=\"app-title\">Docky<\/a><\/p>\n<div class=\"one-liner\">Pin, group, and remove apps easily from your dock<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Docky \u662f\u4e00\u6b3e macOS \u7a0b\u5e8f\u575e\u66ff\u4ee3\u5de5\u5177\uff0c\u901a\u8fc7\u63d0\u4f9b\u5e94\u7528\u5206\u7ec4\u3001\u6574\u7406\u548c\u81ea\u5b9a\u4e49\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u539f\u751fDock\u65e0\u6cd5\u9ad8\u6548\u7ba1\u7406\u5927\u91cf\u5e94\u7528\u7684\u75db\u70b9\uff0c\u540c\u65f6\u96c6\u6210\u4e86\u7a97\u53e3\u5207\u6362\u4e0e\u542f\u52a8\u53f0\u7b49\u589e\u5f3a\u64cd\u4f5c\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\/27172f3e-1903-4ab2-83cd-99296e13609d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=fHiW_-x_zIA\"><source src=\"https:\/\/www.youtube.com\/watch?v=fHiW_-x_zIA\" 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\/8ed86a87-7918-4c8a-bded-55d86d7f0780.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\/251200ec-a360-411c-a297-f99c5b5543e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a7b1f81-6f9e-4c41-9694-7e24f71d7ea5.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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7a0b\u5e8f\u575e\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u5206\u7ec4<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u7f8e\u5316<\/span><br \/>\n <span class=\"tag\">\u542f\u52a8\u53f0<\/span><br \/>\n <span class=\"tag\">\u7a97\u53e3\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Widgets<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u589e\u5f3a<\/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\u5206\u7ec4\u529f\u80fd\u7684\u4ef7\u503c\uff0c\u4f46\u6709\u4e09\u5904\u5173\u952e\u53cd\u9988\uff1a\u4e00\u662f\u5e94\u7528\u65e0\u6cd5\u6b63\u5e38\u5de5\u4f5c\uff0c\u4e14\u5bfc\u81f4\u7cfb\u7edf\u539f\u751fDock\u9690\u85cf\u5931\u6548\uff0c\u5378\u8f7d\u540e\u95ee\u9898\u4f9d\u65e7\uff1b\u4e8c\u662f\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u53ef\u901a\u8fc7\u8bbe\u7f6e\u6062\u590d\uff0c\u5e76\u627f\u8bfa\u540e\u7eed\u7248\u672c\u5c06\u5206\u79bb\u6b64\u529f\u80fd\uff1b\u4e09\u662f\u7528\u6237\u5173\u5fc3\u5206\u7ec4\u4ea4\u4e92\u903b\u8f91\uff08\u5806\u53e0\u6216\u5f39\u51fa\uff09\uff0c\u5f00\u53d1\u8005\u786e\u8ba4\u652f\u6301\u7f51\u683c\u3001\u5217\u8868\u548c\u5185\u8054\u4e09\u79cd\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Docky\u672c\u8d28\u4e0a\u662f\u5728\u505a\u4e00\u4ef6\u52c7\u6562\u4f46\u5403\u529b\u4e0d\u8ba8\u597d\u7684\u4e8b\u2014\u2014\u5728macOS\u8fd9\u4e2a\u5c01\u95ed\u7684\u751f\u6001\u91cc\uff0c\u5f3a\u884c\u7ed9\u7528\u6237\u4e00\u4e2a\u201c\u66f4\u597d\u7528\u7684Dock\u201d\u3002\u4ece\u529f\u80fd\u4e0a\u770b\uff0c\u5b83\u786e\u5b9e\u5207\u4e2d\u4e86\u75db\u70b9\uff1a\u539f\u751fDock\u90a3\u5957\u201c\u6ca1\u6709\u6587\u4ef6\u5939\u3001\u65e0\u6cd5\u771f\u6b63\u5206\u7ec4\u3001\u53ea\u80fd\u9760\u5806\u53e0\u56fe\u6807\u201d\u7684\u903b\u8f91\uff0c\u5bf9\u4e8e\u91cd\u5ea6\u7528\u6237\u6765\u8bf4\u65e9\u5df2\u6349\u895f\u89c1\u8098\u3002Docky\u63d0\u4f9b\u7684Widgets\u3001\u5e94\u7528\u6587\u4ef6\u5939\u3001\u4ee5\u53ca\u4e09\u79cd\u5206\u7ec4\u4ea4\u4e92\u6a21\u5f0f\uff0c\u90fd\u662f\u76f4\u6307Mac\u6548\u7387\u7f3a\u9677\u7684\u786c\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u95ee\u9898\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\u662f\u6700\u81f4\u547d\u7684\u517c\u5bb9\u6027\u4e0e\u7cfb\u7edf\u4fb5\u5165\u6027\u95ee\u9898\uff1a\u5df2\u6709\u7528\u6237\u53cd\u9988App\u5bfc\u81f4\u539f\u751fDock\u9690\u85cf\u5931\u6548\uff0c\u5373\u4fbf\u5378\u8f7d\u4e5f\u65e0\u6cd5\u6062\u590d\u3002\u8fd9\u8868\u660eDocky\u5728\u7cfb\u7edf\u7ea7Hook\u4e0a\u505a\u5f97\u592a\u201c\u6df1\u201d\uff0c\u5374\u6ca1\u6709\u51c6\u5907\u597d\u5b8c\u5584\u7684\u6062\u590d\u673a\u5236\u3002\u5bf9\u4e8e\u4e00\u4e2a\u8981\u63a5\u7ba1\u7cfb\u7edf\u57fa\u7840\u4ea4\u4e92\u7684\u5de5\u5177\uff0c\u7a33\u5b9a\u6027\u662f\u7b2c\u4e00\u751f\u547d\u7ebf\uff0c\u4e00\u65e6\u51fa\u73b0\u201c\u5378\u8f7d\u540e\u9057\u75c7\u201d\uff0c\u7528\u6237\u4fe1\u4efb\u5c06\u77ac\u95f4\u5d29\u584c\u3002\u5f00\u53d1\u8005\u7ed9\u51fa\u7684\u201c\u624b\u52a8\u53bb\u8bbe\u7f6e\u91cc\u5173\u6389\u7981\u7528\u539f\u751fDock\u201d\u7684\u4e34\u65f6\u65b9\u6848\uff0c\u542c\u8d77\u6765\u66f4\u50cf\u662f\u7d27\u6025\u8865\u4e01\u800c\u975e\u6210\u719f\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u4ece\u4ea7\u54c1\u7b56\u7565\u770b\uff0cDocky\u9762\u4e34\u7684\u662f\u201c\u66ff\u4ee3\u201d\u800c\u975e\u201c\u589e\u5f3a\u201d\u7684\u5c34\u5c2c\u3002\u7528\u6237\u4e60\u60ef\u4e86\u539f\u751fDock\u7684\u5341\u5e74\u5982\u4e00\u65e5\u7684\u7a33\u5b9a\uff0cDocky\u5982\u679c\u8981\u8bf4\u670d\u7528\u6237\u8fc1\u79fb\uff0c\u5fc5\u987b\u5728\u201c\u4e0d\u51fa\u9519\u201d\u7684\u524d\u63d0\u4e0b\uff0c\u63d0\u4f9b\u81f3\u5c11\u4e24\u500d\u4ee5\u4e0a\u7684\u6548\u7387\u63d0\u5347\u3002\u76ee\u524d\u5b83\u53ea\u662f\u628a\u4e00\u5806\u201c\u672c\u8be5\u82f9\u679c\u505a\u4f46\u6ca1\u505a\u201d\u7684\u529f\u80fd\u62fc\u5728\u4e00\u8d77\uff0c\u7f3a\u4e4f\u98a0\u8986\u6027\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u8bc4\u8bba\u91cc\u867d\u7136\u67091\u4e2a\u70b9\u8d5e\u7684\u201c\u68a6\u60f3\u6210\u771f\u201d\u5f0f\u597d\u8bc4\uff0c\u4f46\u8fd9\u66f4\u591a\u5c5e\u4e8e\u65e9\u671f\u7528\u6237\u7684\u70ed\u60c5\uff0c\u4e0d\u80fd\u4ee3\u8868\u5927\u4f17\u8010\u53d7\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679cDocky\u80fd\u5feb\u901f\u89e3\u51b3\u7cfb\u7edf\u5f71\u54cd\u95ee\u9898\uff0c\u5e76\u575a\u6301\u6253\u78e8\u201c\u5206\u7ec4\u201d\u548c\u201c\u7a97\u53e3\u5207\u6362\u201d\u8fd9\u4e24\u4e2a\u6838\u5fc3\u6548\u7387\u70b9\uff0c\u5b83\u6709\u6f5c\u529b\u6210\u4e3a\u7c7b\u4f3cBartender\u4e4b\u4e8e\u83dc\u5355\u680f\u7684\u201c\u5fc5\u88c5\u5de5\u5177\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u662f\u53c8\u4e00\u4e2a\u6d88\u5931\u5728\u7cfb\u7edf\u66f4\u65b0\u65e5\u5fd7\u91cc\u7684\u201c\u7b2c\u4e09\u65b9Dock\u66ff\u4ee3\u54c1\u201d\u3002\u5e02\u573a\u5bf9\u5b83\u6ca1\u6709\u8010\u5fc3\uff0c\u53ea\u6709\u7b2c\u4e00\u5370\u8c61\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\">Docky<\/span>\n <\/div>\n<div class=\"comment-content\">Docky is a macOS dock replacement that was build to be silently powerful. It mimics the native dock so you feel right at home, with added features that pack a punch. But if you feel like it, you can customize it using your own backgrounds, active indicators and icons. Docky comes with added features like widgets, app folders, window switching and launchpad built in.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Docky is a long time coming. This was one of my dream apps ever since leopard, and Its been in development for quite some time now. This is the beginning of something I can feel proud of.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josequintero\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josequintero<\/a> That’s awesome to hear you’ve been waiting for this since Leopard days\u2014that kind of long-term vision usually leads to something really polished. The fact that you’ve stuck with it through development shows how much you believe in solving this problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the mac dock has been the same shape forever, so adding real grouping is a meaningful shift. quick question on the interaction model: when you group, are the apps stacked inline like macos stacks for downloads, or is it a separate flyout panel on click? big difference for muscle memory once you’ve got 20+ pins.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hiyamojo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiyamojo<\/a> You can choose either way, you get 3 options: Grid, List, or Inline<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The app doesn\u2019t seem to be working properly on my side. In addition, it appears to have affected system behavior, specifically automatic Dock hiding has stopped working.<\/p>\n<p>I also tried fully removing the app, but the issue persists.<\/p>\n<p>Hope this can be resolved soon, happy to provide more details if needed.<\/p>\n<p>MacOS 26.4.1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@esgvio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@esgvio<\/a> happy to work with you on resolving this and any other issue you might have. For starters to restore the dock you could boot docky navigate to settings and disable the toggle that disables the native dock.<\/p>\n<\/p>\n<p>The restoration of the dock will now live on a separate helper (upcoming release).<\/p>\n<\/p>\n<p>I however Im curious what problems you faced and keen to work with you on resolving them.<\/p>\n<\/p>\n<p>There’s a discord you can find on the website where we can discuss further.<\/p>\n<\/p>\n<p>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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TFUNZNSQ7KYM36\" class=\"app-title\">KushoAI for Playwright<\/a><\/p>\n<div class=\"one-liner\">Open-source Terminal UI, just record & get exhaustive tests<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>KushoAI for Playwright \u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u7ec8\u7aef\u7528\u6237\u754c\u9762\uff0c\u901a\u8fc7\u5f55\u5236\u6d4f\u89c8\u5668\u64cd\u4f5c\u6d41\u7a0b\uff0c\u5229\u7528\u672c\u5730\u5927\u8bed\u8a00\u6a21\u578b\u81ea\u52a8\u751f\u6210\u5168\u9762\u6d4b\u8bd5\u7528\u4f8b\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u624b\u52a8\u7f16\u5199\u548c\u7ef4\u62a4 UI \u6d4b\u8bd5\u8017\u65f6\u4e14\u8986\u76d6\u4e0d\u5168\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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a32c5116-db2d-461b-aab1-4b9d4d3fa3e4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ZO-pq-nA_HE?si=gwaxNq7kdD4qBx53\"><source src=\"https:\/\/youtu.be\/ZO-pq-nA_HE?si=gwaxNq7kdD4qBx53\" 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\/20c4ed11-8519-446a-bf98-5e73d941899e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/537bd75b-f70e-4394-96d9-acd97f9bd377.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3bd882f6-a3f1-441c-b48d-7f604a9525c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ccdd37c-5502-4824-ad5f-fbe6cf73fb5d.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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aefUI<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">Playwright<\/span><br \/>\n <span class=\"tag\">AI\u6d4b\u8bd5\u751f\u6210<\/span><br \/>\n <span class=\"tag\">LLM\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">MIT\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u5de5\u7a0b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3UI\u6d4b\u8bd5\u5199\u548c\u7ef4\u62a4\u96be\u7684\u75db\u70b9\uff0c\u8ba4\u4e3a\u7ec8\u7aef\u5185\u5de5\u4f5c\u6d41\u7b26\u5408\u5f00\u53d1\u8005\u4e60\u60ef\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\uff1a\u5904\u7406\u6d6e\u52a8\u9009\u62e9\u5668\u548cUI\u6f14\u8fdb\u7684\u7ef4\u62a4\u80fd\u529b\uff0cLLM\u751f\u6210\u65ad\u8a00\u53ef\u80fd\u9057\u6f0f\u4eba\u4e3a\u53d1\u73b0\u7684bug\uff0c\u4ee5\u53ca\u672a\u6765\u5bf9pytest\u7b49\u6846\u67b6\u7684\u652f\u6301\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 KushoAI\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u6293\u5230\u4e86UI\u6d4b\u8bd5\u7684\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u2014\u2014\u4e0d\u662f\u81ea\u52a8\u5316\u6267\u884c\uff0c\u800c\u662f\u6d4b\u8bd5\u7528\u4f8b\u7684\u751f\u6210\u4e0e\u7ef4\u62a4\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u521b\u9020\u4e00\u4e2a\u65b0\u7684\u6d4b\u8bd5\u6846\u67b6\uff0c\u800c\u662f\u7528AI\u7ed9Playwright\u8fd9\u79cd\u6210\u719f\u5de5\u5177\u88c5\u4e0a\u201c\u667a\u80fd\u8865\u4e01\u201d\uff0c\u8fd9\u6bd4\u4ece\u5934\u98a0\u8986\u66f4\u52a1\u5b9e\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u8bb0\u5f55-\u751f\u6210-\u8fd0\u884c\u201d\u95ed\u73af\u5b8c\u5168\u9501\u5728\u7ec8\u7aef\u5185\uff0c\u5254\u9664\u4e86\u5f00\u53d1\u8005\u4ece\u6d4f\u89c8\u5668\u3001IDE\u5230ChatGPT\u4e4b\u95f4\u53cd\u590d\u5207\u6362\u7684\u8bed\u5883\u635f\u8017\uff0c\u8fd9\u79cd\u539f\u751f\u4f53\u9a8c\u5bf9\u786c\u6838\u5f00\u53d1\u8005\u6781\u5177\u5438\u5f15\u529b\u3002\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1aLLM\u751f\u6210\u7684\u6d4b\u8bd5\u662f\u5426\u53ea\u4f1a\u505c\u7559\u5728\u201c\u8def\u5f84\u8986\u76d6\u201d\u7684\u6d45\u5c42\uff0c\u8fd8\u662f\u80fd\u903c\u8fd1\u201c\u903b\u8f91\u8986\u76d6\u201d\u7684\u6df1\u5ea6\uff1f\u5f53\u4e1a\u52a1\u903b\u8f91\u590d\u6742\u65f6\uff0cAI\u80fd\u5426\u7406\u89e3\u201c\u4ec0\u4e48\u624d\u662f\u771f\u6b63\u503c\u5f97\u6d4b\u8bd5\u7684\u8fb9\u754c\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7a77\u4e3e\u8f93\u5165\u7ec4\u5408\uff1f\u8bc4\u8bba\u4e2d\u201cAI\u53ef\u80fd\u9057\u6f0f\u4eba\u7c7b\u76f4\u89c9\u80fd\u53d1\u73b0\u7684bug\u201d\u6b63\u662f\u5bf9\u6b64\u7684\u8d28\u7591\u3002\u6b64\u5916\uff0c\u8be5\u4ea7\u54c1\u5c06\u6838\u5fc3\u667a\u80fd\u5916\u5305\u7ed9\u7528\u6237\u7684API\u5bc6\u94a5\uff0c\u672c\u8d28\u662f\u4e00\u4e2a\u4f18\u79c0\u7684LLM\u7f16\u6392\u8def\u7531\u5668\uff0c\u8fd9\u5bfc\u81f4\u5176\u6280\u672f\u58c1\u5792\u4e0d\u9ad8\uff0c\u672a\u6765\u5f88\u5bb9\u6613\u88abPlaywright\u5b98\u65b9\u3001Cypress\u6216\u5927\u578bIDE\u5185\u7f6e\u7684AI\u52a9\u624b\u529f\u80fd\u6240\u8695\u98df\u3002\u77ed\u671f\u770b\uff0c\u5b83\u662f\u6d4b\u8bd5\u6548\u7387\u653e\u5927\u5668\uff1b\u957f\u671f\u770b\uff0c\u82e5\u4e0d\u80fd\u5728AI\u7406\u89e3\u6d4b\u8bd5\u610f\u56fe\u4e0a\u8fdb\u884c\u66f4\u6df1\u5c42\u7684\u6a21\u578b\u5fae\u8c03\u6216\u7b56\u7565\u6c89\u6dc0\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u540c\u8d28\u5316\u5de5\u5177\u3002\u5efa\u8bae\u56e2\u961f\u4f18\u5148\u89e3\u51b3\u7528\u6237\u5173\u5fc3\u7684\u201c\u5bf9\u6613\u53d8\u9009\u62e9\u5668\u7684\u667a\u80fd\u5bb9\u9519\u201d\u95ee\u9898\uff0c\u8fd9\u624d\u662f\u8bc1\u660eAI\u5728\u6d4b\u8bd5\u7ef4\u62a4\u4e2d\u7edd\u975e\u65e0\u7528\u7684\u5173\u952e\u6218\u5f79\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\">KushoAI for Playwright<\/span>\n <\/div>\n<div class=\"comment-content\">Open-source TUI for Playwright testing. Record your flow in the browser, then everything happens in your terminal. No tab-switching to ChatGPT\/Claude, no copy-pasting, no manual context juggling. Bring your own API key (OpenAI, Claude, Gemini). Runs entirely local. Our LLM orchestration expands one recording into comprehensive test coverage – edge cases, error handling, boundary conditions – more efficiently than calling LLMs directly. Record, generate, run: all terminal-native. MIT licensed.<\/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>I’m Abhishek, CEO at KushoAI. I’ll be honest about why we built this.<\/p>\n<\/p>\n<p>Playwright is great. The problem isn’t the tool. The problem is that writing comprehensive tests by hand takes forever. You write a test, a selector breaks, you rewrite it, the flow changes, you do it again. You end up shipping with partial coverage because you’re out of time.<\/p>\n<p><strong>Here’s what we built:<\/strong><\/p>\n<\/p>\n<p>Record your user flow once using Playwright’s browser recorder. Close the browser, and the generated script opens in your terminal editor. Review it, tweak it, save it.<\/p>\n<\/p>\n<p>Then our TUI orchestrates LLM calls to expand that single recording into comprehensive test coverage: different input combinations, boundary conditions, error states, edge cases. You can guide it with plain-English instructions (“add error handling tests”, “test with special characters”).<\/p>\n<\/p>\n<p>The whole workflow stays in your terminal. No tab-switching to ChatGPT, no copy-pasting context, no manual prompt engineering. Record in browser, generate in terminal, run tests, get HTML reports.<\/p>\n<p><strong>Key details:<\/strong><\/p>\n<ul>\n<li>\n<p>Fully open-source (MIT licensed)<\/p>\n<\/li>\n<li>\n<p>Runs entirely local, your API keys stay on your machine<\/p>\n<\/li>\n<li>\n<p>Supports OpenAI, Claude, and Gemini (bring your own key)<\/p>\n<\/li>\n<li>\n<p>Interactive TUI menu if you prefer guided workflows over typing commands<\/p>\n<\/li>\n<\/ul>\n<p><strong>Why we’re building this:<\/strong><\/p>\n<\/p>\n<p>KushoAI started with API testing. Developers kept asking about UI testing. Both problems share the same root cause: writing exhaustive tests manually doesn’t scale. We’re betting that AI-native testing infrastructure is how modern teams actually achieve real coverage.<\/p>\n<\/p>\n<p><strong>I’d genuinely love feedback on:<\/strong><\/p>\n<ol>\n<li>\n<p>Is the current setup too complex? (Considering making it a single npm install command)<\/p>\n<\/li>\n<li>\n<p>What frameworks beyond Playwright? (Python\/pytest is the most requested)<\/p>\n<\/li>\n<li>\n<p>What’s the first flow you’d want to test on your app?<\/p>\n<\/li>\n<\/ol>\n<p>Star the repo if this is useful, and drop your toughest UI testing problem in the comments. I’m here all day.<\/p>\n<\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/kusho-co\/kusho-ui-testing-tui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/kusho-co\/kusho-ui-testing-tui<\/a><br \/>Docs: <a href=\"https:\/\/resources.kusho.ai\/kusho-ai-ui-testing-tui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/resources.kusho.ai\/kusho-ai-ui-testing-tui<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhishek_saikia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_saikia<\/a> This addresses a very real challenge, UI tests often take far more effort to write and maintain than initially expected. Starting from a recorded flow and expanding coverage thoughtfully is a practical approach, especially compared to building everything manually from scratch. Keeping the workflow within the terminal also aligns well with how many developers prefer to work. I\u2019d be interested to see how it handles flaky selectors and evolving UIs over time, as that\u2019s typically where maintenance becomes difficult. Support for pytest or broader cross-framework compatibility could also make it more versatile for different teams<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@abhishek_saikia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_saikia<\/a> This is a solid workflow improvement\u2014the friction of maintaining selectors and test coverage is real. The terminal-first approach makes sense for developers who already live there, and keeping API keys local is a good call. Curious how it handles cases where the LLM-generated assertions miss actual bugs that a human would catch, or if you’ve seen patterns in what kinds of coverage gaps still slip through.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<\/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() 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\/\/ \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 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