\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-05-08<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-05-08<\/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\/6OTRNXDGVGQLGN\" class=\"app-title\">RankSpot<\/a><\/p>\n<div class=\"one-liner\">AI SEO Blog driven by deep competitor intelligence<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">502<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>RankSpot\u662f\u4e00\u6b3e\u5229\u7528\u6df1\u5ea6\u7ade\u54c1\u60c5\u62a5\uff0c\u4e3a\u5fd9\u788c\u7684\u521b\u59cb\u4eba\u5168\u81ea\u52a8\u5b8c\u6210\u6bcf\u65e5SEO\u535a\u5ba2\u7684\u7814\u7a76\u3001\u5199\u4f5c\u4e0e\u53d1\u5e03\u7684AI\u4ee3\u7406\uff0c\u89e3\u51b3\u5c0f\u56e2\u961f\u56e0\u65f6\u95f4\u3001\u6210\u672c\u6216\u4e13\u4e1a\u5ea6\u4e0d\u8db3\u800c\u65e0\u6cd5\u6301\u7eed\u4ea7\u51fa\u9ad8\u8d28\u91cf\u5185\u5bb9\u3001\u62a2\u5360Google\u6392\u540d\u548cAI\u641c\u7d22\u5f15\u7528\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\/31783f12-5478-4bf9-a08a-0e4e1efb0345.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5b8e18b-6621-469a-9036-508f222dddf7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3bc5fa31-f8f0-469b-8d7c-a2b4a0cee803.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a14f8af5-6647-4494-a4ac-53441ae40299.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64fc0b3b-556e-4eed-92f5-b30210c97d2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b0c4dc8-edc9-4eb7-b3b5-5046049886ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad468c95-cbf2-43bd-8040-82f90aad6177.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\/ba6678f6-8dc4-4789-a8b4-e8abe0c66da2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=dstCPHFWgPM\"><source src=\"https:\/\/www.youtube.com\/watch?v=dstCPHFWgPM\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SEO<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI SEO<\/span><br \/>\n <span class=\"tag\">\u7ade\u54c1\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u535a\u5ba2<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u5c0f\u56e2\u961f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">Reddit\u6d1e\u5bdf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1\uff09\u5982\u4f55\u6784\u5efa\u5782\u76f4\u9886\u57df\u6743\u5a01\u6027\uff08\u5f15\u7528\u8bba\u575b\/Reddit\uff09\uff1b2\uff09\u591a\u8bed\u8a00\u73af\u5883\u4e0bhreflang\u548c\u533a\u57df\u5173\u952e\u8bcd\u53caLLM\u5f15\u7528\u7684\u5dee\u5f02\u5316\uff1b3\uff09AI\u5185\u5bb9\u662f\u5426\u88abGoogle\u60e9\u7f5a\uff0c\u4ee5\u53ca\u5982\u4f55\u63d0\u5347LLM\u5f15\u7528\u7387\uff1b4\uff09\u7ade\u54c1\u5dee\u5f02\u5316\uff08\u5bf9\u6bd4Byword\/Jasper\uff09\u548c\u5df2\u6709\u6587\u7ae0\u7684\u66f4\u65b0\u7b56\u7565\u3002\u7528\u6237\u5bf9\u7ade\u54c1\u60c5\u62a5\u548cGEO\u4f18\u5316\u529f\u80fd\u8868\u793a\u8ba4\u53ef\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 RankSpot\u6253\u4e86\u4e00\u4e2a\u975e\u5e38\u806a\u660e\u7684\u724c\uff1a\u5c06\u201cAI\u5199\u6587\u7ae0\u201d\u8fd9\u4e2a\u5df2\u7ecf\u7ea2\u6d77\u6cdb\u6ee5\u7684\u529f\u80fd\uff0c\u4e0e\u201c\u6df1\u5ea6\u7ade\u54c1\u60c5\u62a5\u201d\u548c\u201cGEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09\u201d\u8fdb\u884c\u7ed1\u5b9a\u3002\u8fd9\u4e0d\u4ec5\u56de\u7b54\u4e86\u7528\u6237\u201cAI\u5185\u5bb9\u4f1a\u4e0d\u4f1a\u88ab\u7f5a\u201d\u7684\u7126\u8651\uff0c\u66f4\u5207\u4e2d\u4e86\u5f53\u524d\u6d41\u91cf\u83b7\u53d6\u7684\u6838\u5fc3\u53d8\u5316\u2014\u2014\u4f60\u7684\u5185\u5bb9\u4e0d\u4ec5\u8981\u53d6\u60a6Google\uff0c\u8fd8\u8981\u53d6\u60a6ChatGPT\u548cClaude\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u5927\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u81ea\u52a8\u5316\u95ed\u73af\u201d\u7684\u8bbe\u8ba1\u903b\u8f91\uff1a\u8ffd\u8e2a\u7ade\u54c1\u5173\u952e\u8bcd -> \u5206\u6790\u6392\u540d\u6587\u7ae0 -> \u751f\u6210\u5185\u5bb9 -> \u81ea\u52a8\u53d1\u5e03\u3002\u8fd9\u89e3\u51b3\u4e86\u5c0f\u56e2\u961f\u201c\u6ca1\u65f6\u95f4\u5199\u201d\u548c\u201c\u4e0d\u77e5\u9053\u5199\u4ec0\u4e48\u201d\u7684\u53cc\u91cd\u56f0\u5883\u3002\u521b\u59cb\u4ebaDan\u5728\u8bc4\u8bba\u533a\u5bf9\u201c\u5982\u4f55\u88abLLM\u5f15\u7528\u201d\u7684\u56de\u7b54\u5f88\u5b9e\u5728\uff08FAQ\u3001\u7edf\u8ba1\u6570\u636e\u3001Reddit\uff09\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\uff1a\u8fd9\u79cd\u7b56\u7565\u80fd\u5426\u89c4\u6a21\u5316\u4e14\u4e0d\u88ab\u7b97\u6cd5\u89c6\u4e3a\u4f5c\u5f0a\uff1f\u76ee\u524d\u6765\u770b\uff0c\u5148\u53d1\u4f18\u52bf\u548c\u521b\u59cb\u4eba\u7684SEO\u5b9e\u6218\u7ecf\u9a8c\u662f\u5176\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9690\u60a3\u4e5f\u5f88\u660e\u663e\u3002\u7b2c\u4e00\uff0c\u7f3a\u4e4f\u5173\u952e\u7684Google Search Console\u96c6\u6210\u548c\u5df2\u6709\u6587\u7ae0\u66f4\u65b0\u529f\u80fd\uff08\u5c3d\u7ba1\u5728\u8def\u7ebf\u56fe\u4e2d\uff09\uff0c\u8fd9\u610f\u5473\u7740\u7528\u6237\u65e0\u6cd5\u770b\u5230\u5185\u5bb9\u7684\u5b9e\u9645\u6548\u679c\u548c\u6301\u7eed\u4f18\u5316\uff0c\u5bb9\u6613\u9677\u5165\u201c\u53ea\u7ba1\u53d1\u3001\u4e0d\u7ba1\u6d3b\u201d\u7684\u9677\u9631\u3002\u7b2c\u4e8c\uff0c\u5728\u9762\u5bf9Byword\u7b49\u5df2\u5efa\u7acb\u58c1\u5792\u7684\u5bf9\u624b\u65f6\uff0c\u4ec5\u9760\u201c\u7ade\u54c1\u60c5\u62a5\u201d\u4e00\u4e2a\u5356\u70b9\u662f\u5426\u8db3\u591f\uff1f\u5982\u679c\u7ade\u54c1\u540e\u7eed\u4e5f\u5feb\u901f\u8ddf\u8fdb\u8fd9\u4e00\u529f\u80fd\uff0cRankSpot\u7684\u5dee\u5f02\u5316\u5c06\u8fc5\u901f\u7f29\u6c34\u3002\u7b2c\u4e09\uff0c\u8fc7\u5ea6\u4f9d\u8d56Reddit\u4f5c\u4e3aLLM\u6765\u6e90\u662f\u53cc\u5203\u5251\uff0c\u968f\u7740Reddit\u4e0eGoogle\u7684\u4ea4\u6613\u52a0\u6df1\uff0c\u5176\u6743\u91cd\u6ce2\u52a8\u53ef\u80fd\u5f71\u54cd\u5f15\u7528\u7a33\u5b9a\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cRankSpot\u662f\u4e00\u4e2a\u201c\u521b\u59cb\u4eba\u53cb\u597d\u578b\u201d\u7684\u63d0\u6548\u5de5\u5177\uff0c\u800c\u975e\u589e\u957f\u9ed1\u5ba2\u7684\u94f6\u5f39\u3002\u5b83\u6700\u9002\u5408\u9884\u7b97\u6709\u9650\u3001\u6025\u9700\u5efa\u7acb\u57fa\u7840\u5185\u5bb9\u751f\u6001\u7684\u65e9\u671f\u521b\u4e1a\u516c\u53f8\u3002\u4f46\u5bf9\u4e8e\u8ffd\u6c42\u7cbe\u5bc6SEO\u7b56\u7565\u6216\u5782\u76f4\u6df1\u5ea6\u7684\u56e2\u961f\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4e0d\u9519\u7684\u8d77\u70b9\uff0c\u800c\u975e\u7ec8\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">RankSpot<\/span>\n <\/div>\n<div class=\"comment-content\">RankSpot is your fully automated AI agent that researches, writes, and publishes SEO articles to your blog daily – getting you cited in AI answers and ranked on Google.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<\/p>\n<p>I’m Dan, founder of RankSpot – and yes, some of you might recognize me from our <a href=\"https:\/\/www.producthunt.com\/products\/blogbowl-4\/launches\/blogbowl-4\" target=\"_blank\" rel=\"noopener\">previous launch<\/a>!<\/p>\n<p>Based on the incredible feedback we got from the Product Hunt community and our early users, I made a big decision: to split the project and build RankSpot as a dedicated, focused product. <strong>This launch is a direct result of what you told us. So thank you – you literally shaped this.<\/strong><\/p>\n<p><strong>The problem \ud83d\udc40<\/strong><\/p>\n<p>Every founder knows they should be publishing content. But between writing, keyword research, images, and publishing – it never happens. You wrote 2 blog posts this year. Your competitors are on page 1 of Google. And when someone asks ChatGPT about your industry, they get recommended – not you.<\/p>\n<p>SEO agencies want $3,000\/month. Doing it yourself takes 5+ hours per article. Neither works for a small team.<\/p>\n<p><strong>Our solution \u26a1<\/strong><\/p>\n<p>RankSpot is a fully automated <strong>AI SEO agent driven by deep competitor intelligence<\/strong>. It handles your entire SEO pipeline – every single day.<\/p>\n<p><strong>\ud83d\udd0d Competitor intelligence:<\/strong><\/p>\n<p>– Tracks what keywords your competitors rank for<\/p>\n<p>– Automatically scores and targets most relevant keywords<\/p>\n<p>– Finds Reddit & forum conversations where your customers are asking for solutions<\/p>\n<p><strong>\u270d\ufe0f Research-backed articles:<\/strong><\/p>\n<p>– Writes 1,500+ word SEO & GEO optimized articles daily<\/p>\n<p>– Adds real quotes, stats, tables, internal links, and generated images<\/p>\n<p>– Researches top-ranking posts before writing – not just a one-prompt agent<\/p>\n<p><strong>\ud83d\ude80 Fully automated publishing:<\/strong><\/p>\n<p>– Connects directly to WordPress, Webflow, Shopify, Framer, Ghost, and more<\/p>\n<p>– Articles go through a review queue – you stay in control<\/p>\n<p>– Supports 100+ languages<\/p>\n<p><strong>Why it matters \ud83c\udf1f<\/strong><\/p>\n<p>When you rank high on Google, <strong>LLMs like ChatGPT and Claude start citing you too<\/strong>. RankSpot optimizes for both – so you get customers from search and from AI, on autopilot.<\/p>\n<p><strong>Is there a deal? \ud83d\udcb0<\/strong><\/p>\n<p>Yes! First 3 articles are completely free when you start a trial. Try it, see the quality, then decide.<\/p>\n<p>\ud83d\udc49 Start for free: <a href=\"https:\/\/rankspot.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/rankspot.ai<\/a><\/p>\n<p>Would love your feedback – you shaped this product once already, let’s do it again \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>26<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> The one thing i’m quite curious about is how does RankSpot handle niche authority building, like pulling citations\/quotes from forums or Reddit to make articles feel expert-backed for AI search?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> congrats on the launch, I’ll find a way to put it to good use and find some bugs \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> the multi-language piece is the part i’d want to dig into \u2014 hreflang setup plus locale-specific keyword research plus llm citations across en\/de\/ru\/pl is where things either compound or fall apart. congrats on the launch, dan \u2014 does the system pick up locale-specific reddit threads (e.g. \/r\/de_EDV vs english \/r\/SEO), or pull from one main subreddit per topic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Happy launch! This is super useful!<\/p>\n<\/p>\n<p>Some questions though: 1. there is lots of competition in this field, how you stand out? 2. Doesn’t Google penalise AI created content? I don’t know, just asking, because I heard about it, couple of times. 3. How do these SEO articles translate into LLM citation? It’s just quantity or there is some specific algo, which makes LLMs pay attention to those articles?<\/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\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Hi Davit!<\/p>\n<p>Those are great questions!<\/p>\n<p>1. There’s a lot of competition, but the market is green I’d say \ud83d\ude05 Main thing is that we’re focused on quality and competitor intelligence. We’re always looking at what competitors of the business do and what they rank for. We also focus not only on SEO, but on GEO presence as well. I also have a lot of experience in SEO and scaled previous product to 200k clicks from Google and all of the best practices were applied to RankSpot algorithms to make it work \ud83d\ude09<br \/>2. Google actually said that they’re ok with AI content as long as it is helpful. So we focus on quality research-backed articles. We’re not just asking LLM to write an article, we first monitor what’s already ranking.<br \/>3. Yeah, we have some best practices in place – FAQ (real answers to real questions), stats and quotes – based on the studies that helps to get bigger presence in LLMs. Also we research Reddit opportunities, so that business owners can interact in the discussion. (Reddit is a huge source of information for LLMs)<\/p>\n<p>Let kme know if you have any other questions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> Hi Davit! Great to meet you, do you think RankSpot could helpful for any of your projects or can we collaborate in some way? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a great solution, exactly what I needed (I don’t always have the energy and strength to do everything myself).<br \/>Good luck!<\/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\/@maria_anosova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_anosova<\/a> Thank you very much!<br \/>The solution was built exactly for busy founders \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@danshipit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/a> Congratulations on the launch! Curious how do you adapt for regional differences in LLM recommendations? A user searching in India vs the US may see very different sources, forums, and recommendations. Is this localized to market or primarily translation-led?\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sonia_kapoor5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonia_kapoor5<\/a> Yes, definitely, whole platform is localized. If you promote business in India, we’ll research based on indian internet \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Have you noticed certain article formats or structures getting better picked up by the LLMs? more consistently? Feels like that\u2019s becoming the new SEO game \ud83d\ude42<\/p>\n<p>On mailwarm, we have now around 6-7% of our trafic coming from ChatGPT<\/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\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thank you, Thami!<\/p>\n<p>For now we’re mostly using studies that were made before – FAQ, stats and quotes increase chances of getting citated in the LLMs<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Do you support AEO also?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Yes, it does! I acutally wrote an article yesterday, that explain that AEO is SEO with few things on top.<\/p>\n<p>Here’s teh article:<br \/><a href=\"https:\/\/www.producthunt.com\/p\/rankspot\/seo-is-dead-they-ve-been-saying-this-since-2000\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/p\/rankspot\/seo-is-dead-they-ve-been-saying-this-since-2000<\/a><\/p>\n<p>Regarding AEO:<br \/>– we add FAQ to artticles<br \/>– we display Reddit forums to people so that they can use it to rank even higher<br \/>– we add quotes and statistics<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@danshipit good stuff. Will try it out.<\/div>\n<div class=\"comment-actions\">\n<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\">Checked out your blog also. Thanks.<\/div>\n<div class=\"comment-actions\">\n<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\">Good luck guys!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thank you, Dmitry!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> thank you very much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great tool, curious whether you update already existing articles? Or just generate new ones? <\/p>\n<p>Also does it have integration with Google Search Console?<\/p>\n<p>wishing you bestest @danshipit<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Thank you for support \u2764\ufe0f<\/p>\n<p>For now we just generate new articles, but we’re about to release automatic article updates. It is in our roadmap as well as Google Search Console integration \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p> <a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> I would add that it is possible already to suggest your own topic for the article. Also, I wanted to ask – do you think RankSpot could helpful for any of your projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If someone is considering RankSpot vs tools like Byword\/Autoblogging.ai (auto-content) or Jasper+Surfer (assisted writing), what\u2019s the clearest capability difference you\u2019d want them to test side-by-side, and in what scenarios do you think those tools are actually a better fit than RankSpot?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I’d say competitive intelligence. RankSpot learns and tracks your competitors every 2 weeks.<br \/>Also small improvements that matter a lot<br \/>– keyword clustering – without it you will just write multiple similar articles<br \/>– FAQ to each page<\/p>\n<p>– Research, not just writing an article, but check google for what’s already ranking<\/p>\n<p>– images, quotes, stats, yt video<\/p>\n<p>– GEO: Reddit forums where you can promote<\/p>\n<p>The idea of RankSpot was to give a tool for busy founders and step-by-step “guide” on what to do to improve their SEO<\/p>\n<\/p>\n<p>Regarding one downside where you can prefer different tools is API. We don’t currently have it, but we plan to add it relatively soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! SEO is an extremely important area for startups. Of course, a lot can now be done with LLMs, but the real challenge is knowing how to apply them effectively in an SEO workflow. This feels like a very strong niche, great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@natella_nuralieva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natella_nuralieva<\/a> Yes, exactly! SEO + GEO is super important now! <\/p>\n<p>Thank you! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team for 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\/@youssef_abdelwahed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@youssef_abdelwahed<\/a> Thank you, Youssef!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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…<\/p>\n<p>Is there some example of articles written by it? Is someone already using it? Are your using it yourself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konrad_sx\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konrad_sx<\/a> Sure, you can check our own blog <a href=\"https:\/\/www.rankspot.ai\/blog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.rankspot.ai\/blog<\/a> – all of the articles are written with AI<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Daniil! Congrats on the launch. Getting Customers from LLMs is trendy now and I’m sure many founders gonna take the most of it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thank you, German!<\/p>\n<p>Yes, ranking in Google and ChatGPTs is more important than ever<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Good job guys<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ehudbasis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ehudbasis<\/a> Thank you, Ehud!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ehudbasis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ehudbasis<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Will it also work for NextJS vibe coded apps ? Congrats <a href=\"https:\/\/www.producthunt.com\/@danshipit\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"danshipit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@danshipit<\/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\/@farhan_nazir55\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farhan_nazir55<\/a> Yes, definetely! You can either use webhook or set up BlogBowl for that!<\/p>\n<p>RankSpot does not handle blog hosting, but publishes into existing integrations<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Dan! How do you handle keyword cannibalization when publishing daily? Easy to end up with articles fighting over the same intent within a month. And is internal linking automated based on semantics, or does it need manual cleanup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Yeah, all keywords are stored in vector DB and when we pick a keyword, we find all other similar keywords, place them in the same cluster and only after generate 1 article.<\/p>\n<p>So, you’ll never end up with articles competing with each other!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 recently discovered Google HCU protocol, do you adjust content pillars to it? Can it roast my existing blog posts?(that would be a nice product add-on)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@michael_vavilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@michael_vavilov<\/a> Yeah, definitely! For example we add FAQ with real questions people ask on Google.<\/p>\n<p>That’s a great idea to create a tool, that will roast existing blog posts \ud83d\ude05 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Wow sounds cool! I will try<\/p>\n<p>Could you explain where you are better than competitors?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hi great question!<\/p>\n<p>Will copy one of my previous answers \ud83d\ude09<\/p>\n<p>There’s a lot of competition, but the market is green I’d say \ud83d\ude05 Main thing is that we’re focused on quality and competitor intelligence. We’re always looking at what competitors of the business do and what they rank for. We also focus not only on SEO, but on GEO presence as well. I also have a lot of experience in SEO and scaled previous product to 200k clicks from Google and all of the best practices were applied to RankSpot algorithms to make it work \ud83d\ude09<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hi! I see your blog section at <a href=\"https:\/\/www.inxy.io\/blog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.inxy.io\/blog<\/a>, which tools do you use to write articles? If you think that RankSpot could be helpful and worth trying, let me know!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launch! How do you find keywords and monitor competitors?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> Good question, Malith!<\/p>\n<p>We use 3rd party providers to get keywords from Google and Bing for both – clients domain and the domains of the competitors. Than we score all of the keywords by relevance to the business(AI), search volume and competition and only after we choose a specific keyword, find similar keywords and write articles.<\/p>\n<p>As for competitor monitoring, we pull their keywords and also monitor their Reddit presence so you can always be on top of them!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> Hi Malith, thank you! I see that you are consistent with you blog at ZapDigits, do you use any tool? Do you want to try RankSpot?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Happy launch! I’ve already tried generation of non-english articles and they are very high quality. Incredible product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrfullset\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrfullset<\/a> Thank you very much!<\/p>\n<p>Yeah, we support multiple languages! \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mrfullset\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mrfullset<\/a> thank you, glad to hear!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I also like about RankSpot is that it doesn\u2019t stop at keyword research.<\/p>\n<p>It analyzes forums and gives me direct links to relevant Reddit and Quora threads where people are already discussing problems connected to my product.<\/p>\n<p>So instead of guessing where my audience hangs out, I can see real conversations, understand the language people use, and find places where it actually makes sense to join the discussion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ollyflow\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ollyflow<\/a> Yes, it’s important to be “in the know” (but it’s impossible to cover all the platforms on your own without help). <br \/>Thanks for RankSpot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>niceee<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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>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\/@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>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guys, congratulations on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arthur_romanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthur_romanov<\/a> Thank you, Artur!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats the launch! Usually, results of SEO appear in several months after issuing articles. How long does it take to recognize effects of RankSpot SEO articles?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting, does it help with backlinks or just posts content? Any internal linking in the content? How does it not post the same content for different users? Great idea though!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how it handles very niche topics with low search volume most AI SEO tools are optimized for high-traffic keywords. Does it work well for small audiences with specific long-tail needs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Asking Credit card before teaser is bad in current days. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats @danshipit with another great launch! Btw is it possible to integrate this tool w\/ framer if anyone has a blog already established there?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RGRECF5QMV23LX\" class=\"app-title\">Monid 2.0<\/a><\/p>\n<div class=\"one-liner\">OpenRouter for agent tools<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">396<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Monid 2.0 \u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u6253\u9020\u7684\u5de5\u5177\u5e02\u573a\u4e0e\u652f\u4ed8\u5c42\uff0c\u8ba9\u667a\u80fd\u4f53\u53ef\u4ee5\u52a8\u6001\u53d1\u73b0\u3001\u6bd4\u8f83\u5e76\u6309\u9700\u8c03\u7528\u8d85\u8fc7200\u4e2aAPI\uff08\u5982\u793e\u4ea4\u5a92\u4f53\u6293\u53d6\u3001\u641c\u7d22\u3001\u7535\u5546\u6570\u636e\u3001\u6f5c\u5728\u5ba2\u6237\u6316\u6398\u7b49\uff09\uff0c\u4e00\u6b21\u96c6\u6210\u5373\u53ef\u89e3\u51b3\u5de5\u5177\u788e\u7247\u5316\u4e0e\u8ba1\u8d39\u590d\u6742\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\/726a1f1e-3a5f-44ea-ac4c-ab75c3a3e6ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35d225e1-6b49-45d2-9a63-e87bea4601d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d33a128f-e8da-4f71-8703-ece5463908ec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f6594093-731d-413b-ad8d-4783d37c4142.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\/66a75c2c-3c3d-413d-a2c1-f938ed9f126e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/n93vPs2mU-k?si=Dg5UPf7FXw7LQnsk\"><source src=\"https:\/\/youtu.be\/n93vPs2mU-k?si=Dg5UPf7FXw7LQnsk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5de5\u5177\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u6309\u9700API\u8c03\u7528<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u53d1\u73b0\u4e0e\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u94b1\u5305<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u6570\u636e\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">MCP\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u8ba1\u8d39<\/span><br \/>\n <span class=\"tag\">OpenRouter\u66ff\u4ee3\u65b9\u6848<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\uff1a1. \u5e73\u53f0\u524d\u4e09\u5927\u4ed8\u8d39\u5de5\u5177\u662f\u4ec0\u4e48\uff08\u56de\u590d\uff1a\u793e\u4ea4\u5a92\u4f53\u6293\u53d6\u548c\u4eba\u4f01\u6570\u636e\u4e30\u5bcc\u5316\uff09\u30022. \u80fd\u5426\u652f\u6301\u53d1\u5e03\u5185\u5bb9\u5230\u793e\u4ea4\u7f51\u7edc\uff08\u56de\u590d\uff1a\u6682\u4e0d\u652f\u6301\uff0c\u9700\u66f4\u5f3a\u6743\u9650\u6a21\u578b\uff09\u30023. \u4e0eRapidAPI\/PhantomBuster\u7b49DIY\u65b9\u6848\u7684\u6839\u672c\u533a\u522b\uff08\u56de\u590d\uff1a\u4e13\u4e3a\u8fd0\u884c\u65f6\u667a\u80fd\u4f53\u8bbe\u8ba1\uff0c\u652f\u6301\u8bed\u4e49\u53d1\u73b0\u3001\u6309\u6b21\u652f\u4ed8\u3001CLI\u539f\u751f\uff09\u30024. \u80fd\u5426\u81ea\u5e26\u5de5\u5177\uff08\u56de\u590d\uff1a\u53ef\u4ee5\uff0c\u9700\u79c1\u4e0b\u6c9f\u901a\uff09\u30025. \u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u6570\u636e\u6e90\u5982\u4f55\u7ed5\u8fc7\u5c01\u9501\uff09\uff0c\u56e2\u961f\u56de\u590d\u79f0\u4e0e\u6570\u636e\u63d0\u4f9b\u5546\u5408\u4f5c\uff0c\u4e0d\u81ea\u5efa\u722c\u866b\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 Monid 2.0 \u7684\u5b9a\u4f4d\u8db3\u591f\u7cbe\u51c6\uff1a\u201cOpenRouter for agent tools\u201d\u662f\u4e00\u53e5\u806a\u660e\u7684\u53e3\u53f7\uff0c\u5b83\u6293\u4f4f\u4e86\u5f53\u524dAI\u667a\u80fd\u4f53\u843d\u5730\u4e2d\u4e00\u4e2a\u771f\u5b9e\u4f46\u975e\u6027\u611f\u7684\u9700\u6c42\u2014\u2014\u5de5\u5177\u8c03\u7528\u4e0e\u7ed3\u7b97\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u4e0eOpenRouter\u89e3\u51b3\u6a21\u578b\u8def\u7531\u548c\u8ba1\u8d39\u7c7b\u4f3c\uff0cMonid\u8bd5\u56fe\u5c06\u6570\u767e\u4e2aAPI\u7684\u53d1\u73b0\u3001\u8ba4\u8bc1\u3001\u6309\u6b21\u8ba1\u8d39\u3001\u9884\u7b97\u63a7\u5236\u6253\u5305\u6210\u4e00\u4e2a\u6807\u51c6\u5316\u5c42\uff0c\u8ba9\u5f00\u53d1\u8005\u4e0d\u518d\u7ea0\u7f20\u4e8e\u6bcf\u4e2aAPI\u5546\u7684\u72ec\u7acb\u96c6\u6210\u548c\u8ba2\u9605\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u6210\u7acb\uff0c\u4f46\u6311\u6218\u4e0d\u5c0f\u3002\u9996\u5148\uff0c200+\u5de5\u5177\u7684\u201c\u8d27\u67b6\u201d\u89c4\u6a21\u867d\u591f\uff0c\u4f46\u622a\u81f3\u8bc4\u8bba\u53cd\u9988\uff0c\u524d\u4e09\u5927\u70ed\u95e8\u5de5\u5177\u96c6\u4e2d\u4e8e\u793e\u4ea4\u5a92\u4f53\u6293\u53d6\u548c\u4eba\u4f01\u6570\u636e\uff0c\u8bf4\u660e\u957f\u5c3e\u5de5\u5177\u7684\u5b9e\u9645\u8c03\u7528\u91cf\u53ef\u80fd\u5f88\u4f4e\u3002\u5de5\u5177\u751f\u6001\u7684\u4e30\u5bcc\u5ea6\u9700\u8981\u65f6\u95f4\u6c89\u6dc0\uff0c\u800c\u667a\u80fd\u4f53\u7684\u201c\u53d1\u73b0\u201d\u80fd\u529b\u662f\u5426\u771f\u7684\u6bd4RapidAPI\u7684\u9759\u6001\u641c\u7d22\u66f4\u667a\u80fd\uff1f\u8bc4\u8bba\u4e2d\u7528\u6237\u8bed\u4e49\u53d1\u73b0\u201c\u4e24\u4e2a\u6293\u53d6\u5de5\u5177\u8986\u76d6\u540c\u4e00\u5e73\u53f0\u201d\u7684\u7591\u95ee\u76f4\u6307\u75db\u70b9\uff1a\u5982\u679c\u8def\u7531\u7b97\u6cd5\u4ec5\u9760\u4ef7\u683c\/\u5ef6\u8fdf\/\u6210\u529f\u7387\uff0c\u672c\u8d28\u4e0a\u4e0e\u4ee3\u7406\u7f51\u5173\u65e0\u5f02\uff0c\u96be\u4ee5\u5f62\u6210\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0cMonid\u5ba3\u79f0\u4e0d\u505a\u81ea\u5efa\u722c\u866b\uff0c\u800c\u662f\u5bf9\u63a5\u73b0\u6709\u6570\u636e\u63d0\u4f9b\u5546\u3002\u8fd9\u65e2\u662f\u806a\u660e\u9009\u62e9\uff08\u89c4\u907f\u5408\u89c4\u98ce\u9669\uff09\uff0c\u4e5f\u662f\u98ce\u9669\u6240\u5728\u2014\u2014\u4e00\u65e6\u5934\u90e8\u6570\u636e\u63d0\u4f9b\u5546\uff08\u5982Bright Data\u3001Apify\uff09\u81ea\u5df1\u63a8\u51fa\u7c7b\u4f3c\u4ee3\u7406\u5c42\uff0cMonid\u7684\u4e2d\u95f4\u4ef6\u4ef7\u503c\u5c06\u88ab\u538b\u7f29\u3002\u6b64\u5916\uff0cx402\/MPP\u652f\u6301\u56fa\u7136\u524d\u6cbf\uff0c\u4f46\u5f53\u524d\u4e3b\u6d41\u901a\u7528\u6027\u6709\u9650\uff0c\u53ef\u80fd\u8fc7\u65e9\u6d88\u8017\u7cbe\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u56e2\u961f\u7684\u8fed\u4ee3\u901f\u5ea6\u503c\u5f97\u80af\u5b9a\uff0815\u5929\u4ece\u201c\u94b1\u5305\u201d\u8fdb\u5316\u5230\u201c\u5de5\u5177\u5e02\u573a\u201d\uff09\u3002\u4f46\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5f53\u524d\u8bc4\u8bba\u6837\u672c\u4e2d\u6d3b\u8dc3\u70b9\u8d5e\u7528\u6237\u591a\u4e3a\u56e2\u961f\u6216\u719f\u9762\u5b54\uff0c\u771f\u5b9e\u72ec\u7acb\u7528\u6237\u7684\u58f0\u97f3\u66f4\u591a\u4f53\u73b0\u4e3a\u201c\u7528\u8fc7\u7c7b\u4f3c\u65b9\u6848\u201d\u800c\u975e\u201c\u5b8c\u5168\u53d6\u4ee3\u201d\u3002Monid\u73b0\u5728\u7684\u673a\u4f1a\u5728\u4e8e\u6293\u4f4fAI\u539f\u751f\u4ee3\u7406\uff08\u5982Claude MCP\u3001OpenClaw\u3001Cline\u7b49\uff09\u4ece\u539f\u578b\u5230\u751f\u4ea7\u7684\u7a97\u53e3\u671f\uff0c\u6210\u4e3a\u9ed8\u8ba4\u7684\u5de5\u5177\u7f51\u5173\u2014\u2014\u524d\u63d0\u662f\uff0c\u5b83\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u5728\u5de5\u5177\u8def\u7531\uff08\u5982\u57fa\u4e8e\u6210\u529f\u7387\u548c\u4e0a\u4e0b\u6587\u7684\u667a\u80fd\u9009\u62e9\uff09\u4e0a\u6bd4\u5f00\u53d1\u8005\u81ea\u5df1\u624b\u5199\u51e0\u884c\u4ee3\u7801\u62fcRapidAPI\u66f4\u5212\u7b97\u3001\u66f4\u7701\u5fc3\u3002\u5426\u5219\uff0c\u5145\u5176\u91cf\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u4ee3\u7406\u94b1\u5305UI\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\">Monid 2.0<\/span>\n <\/div>\n<div class=\"comment-content\">One skill, every tool your agent needs. Monid is OpenRouter for agent tools. Plug in once, and your agent can discover, compare, and pay for any of 200+ tools on demand: social scrapers, search APIs, ecommerce data, lead gen, and more.<\/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 I’m Shengkun, co-founder of Monid.<\/p>\n<p>Some of you saw us launch 15 days ago as “wallet for agents.” Yes, we’re back so soon. We’ve been shipping fast.<\/p>\n<p><strong>Since then, agents have made 3,000+ purchases through us.<\/strong> They’re buying APIs to scrape social media, blockchain data to monitor wallets, and people data APIs to source talent.<\/p>\n<p>But holding money in a wallet is only the first step. <\/p>\n<p>Today, we’re introducing <strong>Monid 2.0: OpenRouter<\/strong> <strong>for agent tools. <\/strong>With Monid 2.0, your agents can:<\/p>\n<ul>\n<li>\n<p>Discover different services and compare them easily<\/p>\n<\/li>\n<li>\n<p>Use APIs and tools on demand<\/p>\n<\/li>\n<li>\n<p>Run under budget controls that you set<\/p>\n<\/li>\n<\/ul>\n<p>With Monid, your agent can tap into powerful premium tools to:<\/p>\n<ul>\n<li>\n<p>Access every major social platform including TikTok, Facebook, Instagram, X, LinkedIn, Reddit, and YouTube<\/p>\n<\/li>\n<li>\n<p>Search and enrich people across platforms with verified contact details<\/p>\n<\/li>\n<li>\n<p>Find B2B leads with LinkedIn profiles, jobs, and company firmographics<\/p>\n<\/li>\n<li>\n<p>Pull product, pricing, and review data from Amazon, Google Shopping, and global retailers<\/p>\n<\/li>\n<li>\n<p>Track on-chain activity, trending tokens, and prediction markets like Polymarket and Kalshi<\/p>\n<\/li>\n<li>\n<p>Extract structured content from any URL on the web<\/p>\n<\/li>\n<\/ul>\n<p>We also shipped MCP support. You can use Monid in any platform now, including Claude.ai, Claude Desktop, Claude Code, Cursor, Windsurf, OpenClaw, Hermes Agent, and more.<\/p>\n<p>Get started:<\/p>\n<pre><code>set up <a href=\"https:\/\/monid.ai\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/monid.ai\/SKILL.md<\/a><\/code><\/pre>\n<p>Everyone here gets $1 in free credits. Try it and let me know what your agent does with it.<\/p>\n<p>We’ll be around all day to answer questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@shengkun_ye let\u2019s goo excited to see what yall accomplish<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> what’s one underrated tool combo you’ve seen agents chain together for the biggest 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shengkun_ye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shengkun_ye<\/a> Congrats on the update, how are you handling tool quality\/ranking over time \u2014 is it mostly based on price\/latency\/success rate, or do agents eventually get some kind of \u201cbest tool for this task\u201d routing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Whats the top 3 paied tools offered on your platform? “Tool registry coming soon \ud83d\ude05”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@conduit_design Top tools so far are social media scrapers and people\/company enrichment, but we added a lot more tools after the last launch, so the ranking will probably keep shifting.<br \/>\nThe product is fully live. The tool registry will mostly be just a UI list of the exhaustive set of tools we support.<br \/>\nIn the meantime, just use Monid with your agent and it can tell you what tools are available.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>you guys aren’t sleeping lol. exactly the layer the agent economy was missing\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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yankun_zhao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yankun_zhao<\/a> slept at 5am lol<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Elite product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jockferguson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jockferguson<\/a> thanks Jock!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool! <\/p>\n<p>Scraping social media is a hard problem and a big unlock. I’d love to have this on Agent37, if it works well. How exactly are you guys getting the data though from social networks given that sites like reddit, linkedin etc. block bots, proxies or something else ?<\/p>\n<p>Secondly could this also post on behalf of users or only for search?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@vishnukool Hi Vishnu, thanks for the support. We\u2019ve been following Agent37 since launch and would be very happy to connect.<br \/>\nWe don\u2019t scrape directly ourselves. We partner with different data providers who offer social\/search\/enrichment APIs, then Monid handles discovery, auth, routing, and payments. So at runtime, an agent can choose the best tool for the job based on price, coverage, reliability, and other factors, even when multiple providers can satisfy the same request.<br \/>\nWe don\u2019t support posting on behalf of users yet. That would require user login\/session management and a much stricter permission model. But if there\u2019s strong demand, we\u2019re definitely open to putting it on the roadmap.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of teams already cobble this together with a mix of RapidAPI for general APIs and Apify\/PhantomBuster-style scrapers for data\u2014what\u2019s the concrete breaking point that makes them switch to Monid, and which parts of that DIY stack do you replace vs deliberately not replace?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The difference is who it’s built for. We’re built for the agent at runtime: semantic discovery it can reason over, per-call payments from its own wallet, CLI-native. We also connect to x402 and MPP, so we’re not rebuilding another marketplace from scratch. We’re building the native layer for agents to find and buy tools across what already exists.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can i bring my own tool to Monid?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zachx0 yes! let us chat.<\/div>\n<div class=\"comment-actions\">\n<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 used to spent months to integrate tools to my AI product \ud83e\udd23 one-click integration is exactly what i needed<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been building this exact stack manually for a while now. Per-call pricing is the part that actually holds up for agent workloads. Curious how the semantic tool discovery handles it when two scrapers cover the same platform.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FLBPXYPO7MDZP3\" class=\"app-title\">Flare<\/a><\/p>\n<div class=\"one-liner\">AI-native voice-first social app for GenZ<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">327<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flare\u662f\u4e00\u6b3e\u9762\u5411Z\u4e16\u4ee3\u7684AI\u539f\u751f\u8bed\u97f3\u793e\u4ea4\u5e94\u7528\uff0c\u901a\u8fc7AI\u52a9\u624b\u5c06\u7528\u6237\u7684\u7167\u7247\u3001\u77ed\u89c6\u9891\u6216\u5fc3\u60c5\u8f6c\u5316\u4e3a\u8bb0\u5fc6\u4e0e\u53cb\u8c0a\u80cc\u666f\uff0c\u8ba9\u7528\u6237\u201c\u542c\u201d\u793e\u4ea4\u800c\u975e\u5237\u5c4f\uff0c\u65e8\u5728\u6d88\u9664\u70b9\u8d5e\u3001\u7c89\u4e1d\u548c\u964c\u751f\u4eba\u4fe1\u606f\u6d41\u5e26\u6765\u7684\u8868\u6f14\u7126\u8651\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\/94597d8d-fad7-4a64-b697-6f930e682f2f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ddd290a-9c2c-40fd-9f17-6a6f6e8c203d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95da3ddb-baf5-4da8-a59f-711f76de33c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38f5b530-c590-4e0e-9ede-c1d19cc8f737.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9dfcea6a-36d2-40a6-ae42-04ad6981e33b.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\/ba3507dc-857b-4f39-b9b5-cf68be1c415c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=hQqDVL1gHf8\"><source src=\"https:\/\/www.youtube.com\/watch?v=hQqDVL1gHf8\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">Z\u4e16\u4ee3<\/span><br \/>\n <span class=\"tag\">\u65e0\u70b9\u8d5e\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">AI\u8bb0\u5fc6\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4eb2\u5bc6\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u53cd\u6027\u80fd\u7126\u8651<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u7b80\u62a5<\/span><br \/>\n <span class=\"tag\">\u5f02\u6b65\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u65e0Feed<\/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\u671f\u5f85AI\u80fd\u907f\u514d\u6cdb\u6cdb\u800c\u8c08\uff0c\u4fdd\u6301\u4e2a\u6027\u5316\u548c\u957f\u671f\u76f8\u5173\u6027\uff08\u5982\u201c\u4e13\u5c5e\u6211\u7684\u611f\u89c9\u201d\uff09\uff1b\u5173\u6ce8\u201c\u6253\u5f00\u7387\u201d\u548c\u201cOrb\u4e3b\u52a8\u63a8\u9001\u201d\u7684\u5e73\u8861\uff1b\u8d28\u7591\u201c\u793e\u4ea4\u6027\u201d\u5982\u4f55\u4f53\u73b0\uff0c\u5efa\u8bae\u660e\u786e\u670b\u53cb\u95f4\u7684\u4e92\u52a8\u903b\u8f91\uff1b\u5bf9\u6bd4Air Chat\uff0c\u62c5\u5fc3\u8bed\u97f3\u793e\u4ea4\u6ca6\u4e3a\u673a\u5668\u5bf9\u8bdd\uff0c\u5f3a\u8c03\u8bed\u5883\u548c\u8fde\u63a5\u611f\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 Flare\u7684\u201c\u542c\u793e\u4ea4\u201d\u6982\u5ff5\u53ca\u5176\u5bf9Z\u4e16\u4ee3\u7684\u805a\u7126\uff0c\u65e0\u7591\u7cbe\u51c6\u547d\u4e2d\u4e86\u5f53\u524d\u793e\u5a92\u7684\u75b2\u52b3\u75db\u70b9\u2014\u2014\u70b9\u8d5e\u3001\u8bc4\u8bba\u3001\u7b97\u6cd5Feed\u5df2\u6f14\u53d8\u4e3a\u4e00\u573a\u65e0\u6b62\u5c3d\u7684\u8868\u6f14\u7ade\u8d5b\u3002\u5176\u6838\u5fc3\u5728\u4e8e\u5c06AI\u4ece\u201c\u63a8\u8350\u5f15\u64ce\u201d\u91cd\u5851\u4e3a\u201c\u8bb0\u5fc6\u7ba1\u5bb6\u201d\uff0c\u529b\u56fe\u56de\u5f52\u793e\u4ea4\u672c\u8d28\uff1a\u8fde\u63a5\u4e0e\u7406\u89e3\u3002\u4e09\u4e2aAgent\uff08Spark, Mirror, Bond\uff09\u7684\u8bbe\u5b9a\u9887\u5177\u91ce\u5fc3\uff0c\u8bd5\u56fe\u5c06\u96f6\u6563\u7684\u201c\u6355\u6349\u201d\u5347\u534e\u4e3a\u7ed3\u6784\u5316\u7684\u201c\u8bb0\u5fc6\u201d\u4e0e\u201c\u5173\u7cfb\u4e0a\u4e0b\u6587\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u6839\u672c\u77db\u76fe\u5728\u4e8e\uff1a\u4e00\u4e2a\u201c\u6ca1\u6709\u70b9\u8d5e\u3001\u8bc4\u8bba\u3001\u964c\u751f\u4ebaFeed\u201d\u7684\u793e\u4ea4App\uff0c\u5176\u201c\u793e\u4ea4\u201d\u5c5e\u6027\u7a76\u7adf\u951a\u5b9a\u4f55\u5904\uff1f\u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u76ee\u524dOrb\u66f4\u63a5\u8fd1\u4e00\u4e2a\u9ad8\u9636\u7684\u3001\u79c1\u4eba\u7684AI\u65e5\u8bb0\u6216\u751f\u6d3b\u7b80\u62a5\u751f\u6210\u5668\u3002\u82e5\u670b\u53cb\u95f4\u7684\u4e92\u52a8\u4ec5\u9650\u4e8e\u5404\u81ea\u5411AI\u8f93\u5165\u5185\u5bb9\uff0c\u800c\u7f3a\u4e4f\u76f4\u63a5\u7684\u3001\u53cc\u5411\u7684\u8bed\u97f3\u5bf9\u8bdd\u6216\u5171\u540c\u521b\u4f5c\u673a\u5236\uff0c\u90a3\u4e48\u201c\u793e\u4ea4\u201d\u7684\u9ecf\u6027\u53ef\u80fd\u6ca6\u4e3a\u7a7a\u8c08\u3002\u5f53\u201c\u4f60\u7684Orb\u201d\u548c\u201c\u670b\u53cb\u7684Orb\u201d\u6210\u4e3a\u4e24\u4e2a\u72ec\u7acb\u7684\u4fe1\u606f\u5c9b\u65f6\uff0c\u6240\u8c13\u7684\u201c\u5171\u4eab\u8bed\u5883\u201d\u6781\u6613\u53d8\u6210\u5355\u8584\u7684\u3001AI\u603b\u7ed3\u540e\u7684\u201c\u4e8b\u4e0d\u5173\u5df1\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u6700\u5927\u7684\u6311\u6218\u5728\u4e8e\u201c\u4e3b\u52a8\u6743\u201d\u7684\u5e73\u8861\u3002Orb\u88ab\u8bbe\u8ba1\u5e94\u201c\u503c\u5f97\u88ab\u503e\u542c\u201d\uff0c\u4f46\u82e5\u5b83\u53ea\u5728\u7528\u6237\u6253\u5f00App\u540e\u624d\u56de\u5e94\uff0c\u8fd9\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u62c9\u53d6\u201d\u6a21\u5f0f\uff0c\u672a\u80fd\u771f\u6b63\u98a0\u8986\u201cFeed\u4e3b\u52a8\u63a8\u9001\u201d\u7684\u6c89\u6d78\u5f0f\u4f53\u9a8c\u3002\u82e5\u5b83\u5c1d\u8bd5\u201c\u4e3b\u52a8\u63a8\u9001\u201d\uff0c\u53c8\u6781\u6613\u6ed1\u5411\u88ab\u7528\u6237\u53cd\u611f\u7684\u201cAI\u9a9a\u6270\u201d\u3002\u8fd9\u79cd\u201c\u4e0d\u6253\u6270\u4f46\u53c8\u6709\u7528\u201d\u7684\u5fae\u5999\u533a\u95f4\uff0c\u76ee\u524d\u5728\u4ea7\u54c1\u903b\u8f91\u4e0a\u5c1a\u672a\u89c1\u5230\u5de7\u5999\u89e3\u6cd5\u3002\n <\/p>\n<p class=\"ai-content\">\n Flare\u662f\u4e00\u4e2a\u52c7\u6562\u7684\u5c1d\u8bd5\uff0c\u5b83\u8d4c\u7684\u662f\u201c\u5173\u7cfb\u5bc6\u5ea6\u201d\u80dc\u8fc7\u201c\u5185\u5bb9\u5e7f\u5ea6\u201d\u3002\u4f46\u8981\u60f3\u4e0d\u6210\u4e3a\u4e00\u6b3e\u7f8e\u4e3d\u7684\u7535\u5b50\u5ba0\u7269\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\uff1aAI\u4e0d\u4ec5\u80fd\u5e2e\u4f60\u56de\u5fc6\u201c\u4f60\u4eca\u5929\u505a\u4e86\u4ec0\u4e48\u201d\uff0c\u66f4\u80fd\u4fc3\u4f7f\u4f60\u548c\u670b\u53cb\u201c\u4e00\u8d77\u505a\u70b9\u4ec0\u4e48\u201d\u3002\u5426\u5219\uff0c\u5b83\u63d0\u4f9b\u7684\u4e0d\u662f\u793e\u4ea4\uff0c\u800c\u662f\u4e00\u573a\u7cbe\u81f4\u7684\u3001AI\u4e3b\u6301\u7684\u3001\u5173\u4e8e\u793e\u4ea4\u7684\u72ec\u89d2\u620f\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\">Flare<\/span>\n <\/div>\n<div class=\"comment-content\">Flare is an AI-native voice-first social app for Gen Z. Capture real moments: photos, short videos, or moods, and your AI Orb uses agents to turn them into memory, identity, and friendship context. No likes, followers, comments, or stranger feed. Just you, your friends, and an Orb that talks back about what matters. A social app you listen to instead of scrolling.<\/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 Joan and with <a href=\"https:\/\/www.producthunt.com\/@franco_quattroqui\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"franco_quattroqui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_quattroqui<\/a>, we are building <a href=\"https:\/\/heyflare.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Flare<\/a> from Rosario, Argentina, where Messi was born.<\/p>\n<p>We built Flare because social apps stopped feeling social. People still want connection, but posting now feels like performance, comparison, and anxiety.<\/p>\n<p>So <strong>we built Flare around voice<\/strong>.<\/p>\n<p>In Flare, you capture real moments: photos, short videos, or moods. Behind the scenes, AI agents turn those moments into memory, identity, and friendship context. Then your Orb talks back about what matters: your day, your patterns, and the people close to you.<\/p>\n<p>There are no likes, followers, comments, or feeds of strangers. Just you, your friends, and a social app you listen to instead of scrolling.<\/p>\n<p>Our bet is simple: text created Facebook and Twitter, photos created Instagram and Snapchat, video created TikTok, and voice creates the next social primitive.<\/p>\n<p>We <a href=\"https:\/\/x.com\/jotyduarte\/status\/2051297965386440924?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">launched<\/a> the MVP this week. We\u2019d love feedback on whether the Orb feels personal, whether listening makes social feel different, and what would make you come back every day.<\/p>\n<p><strong>Try Flare on iOS: <\/strong><a href=\"https:\/\/apps.apple.com\/app\/flare-social-voice-friends\/id6758351023\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/app\/flare-social-voice-friends\/id6758351023<\/a><\/p>\n<p>Thanks for checking it out \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@franco_quattroqui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_quattroqui<\/a> <a href=\"https:\/\/www.producthunt.com\/@joanduarte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joanduarte<\/a> How do you tune the AI to avoid generic chit-chat and keep it feeling uniquely “me” over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@franco_quattroqui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_quattroqui<\/a> <a href=\"https:\/\/www.producthunt.com\/@joanduarte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joanduarte<\/a> Hey, this looks good..<br \/>can millennials also join?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 look fun. Will try it out now.<\/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\/@malithmcrdev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@malithmcrdev<\/a> Thanks! Let me know what do you think! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Introducing <a href=\"https:\/\/www.producthunt.com\/products\/flare-9\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"flare-9\" target=\"_blank\" rel=\"noopener\">@Flare<\/a> today \ud83d\ude80<br \/>We\u2019re building a different kind of social app: no likes, no followers, no stranger feed. Just real moments, close friends, and an AI Orb that helps you understand your life and friendships through voice.<\/p>\n<p>Would love your feedback on the first version especially on what would make the Orb feel surprisingly useful from day one.<\/p>\n<p><strong>Try Flare on iOS: <\/strong><a href=\"https:\/\/apps.apple.com\/app\/flare-social-voice-friends\/id6758351023\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/app\/flare-social-voice-friends\/id6758351023<\/a><\/p>\n<p>Thanks for checking it out \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@franco_quattroqui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_quattroqui<\/a> Cool concept removing likes\/followers and focusing on close friends and voice feels refreshing. The AI Orb would feel <em>really<\/em> useful if it gives me quick what changed in your friendships this week or mood\/connections insights from voice \ud83e\udde0\u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is actually refreshing. Most social apps are just feeds and performance loops now, I like the idea of something built around real friends and AI that helps you reflector instead of scroll. Curious to see how the Orb feels after a few days of use. Congrats @joanduarte @franco_quattroqui<\/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\/@franco_quattroqui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@franco_quattroqui<\/a> <a href=\"https:\/\/www.producthunt.com\/@lucio_luchini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucio_luchini<\/a> Thanks!!! Means a lot.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@joanduarte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joanduarte<\/a> <a href=\"https:\/\/www.producthunt.com\/@lucio_luchini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucio_luchini<\/a> Really appreciate this. That\u2019s exactly the feeling we\u2019re trying to build around.<\/p>\n<p>The Orb gets more interesting as it has a few real moments to work with not because it \u201cknows everything,\u201d but because it starts noticing small patterns between you, your days, and your close friends.<\/p>\n<p>Still early, but that shift from feed \u2192 reflection is what we\u2019re most excited about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@madalina_barbu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@madalina_barbu<\/a> Thank you Madalina \ud83d\ude4f<\/p>\n<p>Really appreciate the support we\u2019re just getting started and it means a lot to have people checking it out on launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Honestly the part that gets me is “a social app you listen to instead of scroll.” if that actually holds up in real use that’s a big deal. <br \/>Congrats on launching, keen to try it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Thank you \ud83d\ude4c<\/p>\n<p>That\u2019s exactly the bet. If \u201clisten instead of scroll\u201d only sounds good as a line, it doesn\u2019t matter. It has to actually feel better in use.<\/p>\n<p>Would love your honest reaction when you try it, especially whether the Orb feels personal fast enough.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@boyuan_deng1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@boyuan_deng1<\/a> Exactly. The line only matters if the product earns it.<\/p>\n<p>For us the real test is: after a few days, does opening Flare feel like checking another app, or does listening to the Orb feel like catching up with your actual social life?<\/p>\n<p>That\u2019s the bar we\u2019re trying to hit.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge congrats on the launch, Joan! \ud83d\ude80<\/p>\n<p>The shift from ‘scrolling’ to ‘listening’ is a fascinating bet on the future of social. I\u2019m particularly impressed by the <strong>three AI agents (Spark, Mirror, and Bond)<\/strong>\u2014having AI work for the user\u2019s memory and friendships instead of just an engagement algorithm is exactly what the space needs right now.<\/p>\n<p>The <strong>Aura Orb<\/strong> voice briefing sounds like a great way to stay connected without the typical ‘performance’ pressure of likes and follower counts. Can\u2019t wait to see how this changes the way GenZ interacts! \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anubhav_gupta6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubhav_gupta6<\/a> Thank you, Anubhav. I really appreciate this.<\/p>\n<p>That\u2019s exactly how we think about the agents: AI should work for your memory and friendships, not for an engagement algorithm.<\/p>\n<p>Now the hard part is making the Orb feel specific and useful fast enough that people actually come back. That\u2019s what we\u2019re iterating on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anubhav_gupta6\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anubhav_gupta6<\/a> This means a lot. The agents are probably the part we\u2019re most excited about too.<\/p>\n<p>The goal is for AI to quietly understand the context around your real life and friendships, not turn it into another engagement machine.<\/p>\n<p>If the Orb can make people feel more connected without making them perform, that\u2019s the win.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Such a refreshing social app, truly redefining how social was supposed to be. Congratulations 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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Thank you Himani \u2764\ufe0f<\/p>\n<p>That means a lot. We\u2019re still very early, but the goal is exactly that: make social feel more human again, not more performative.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Really appreciate this \u2764\ufe0f<\/p>\n<p>That\u2019s the whole reason we started building Flare. Social apps became so good at keeping people scrolling that they forgot the point was connection.<\/p>\n<p>We\u2019re still early, but we want this to feel calmer, more personal, and a lot more human.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You made two bold UX bets: \u201cproactive feed comes to you\u201d and \u201cvoice briefing (~90\u2013180s) instead of scrolling.\u201d What were the hardest tradeoffs you made to get that loop working (notifications, cadence, transcription, privacy), and what did you intentionally *not* build because it would have pulled you back toward a traditional feed?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Great question.<\/p>\n<p>The hardest tradeoff was not giving ourselves the easy escape hatch: a feed.<\/p>\n<p>A feed makes the product instantly understandable, but it also brings back the same behavior we\u2019re trying to get away from: scrolling, comparing, checking reactions, optimizing what you post.<\/p>\n<p>With the Orb, the pressure is different. It has to earn the right to speak. If it talks too often, it\u2019s annoying. If it talks too long, it becomes a podcast. If it says something generic, the whole thing feels fake.<\/p>\n<p>So we intentionally didn\u2019t build likes, comments, follower counts, trending content, or a stranger feed. We also removed camera-roll posting because it immediately turns into curation.<\/p>\n<p>The core loop we\u2019re trying to get right is simple: capture real moments, let the agents understand enough context, and have the Orb say something specific enough that it feels like your social life talking back, not a feed with narration.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Jumping in as Joan\u2019s cofounder this is exactly the tension we keep coming back to.<\/p>\n<p>The hard part isn\u2019t making AI talk. It\u2019s making it worth listening to.<\/p>\n<p>For us, the \u201cwow\u201d moment shouldn\u2019t feel like a generated summary of your posts. It should feel more like: \u201cwait, how did it notice that about me \/ my friends?\u201d<\/p>\n<p>That\u2019s the line we\u2019re trying to hit with the Orb: not a feed with narration, but something that makes your social life feel more alive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The 90-180 second voice briefing idea is interesting. It feels less like checking an app and more like getting a personal update from your social life.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a pretty cool launch. I like that Flare seems focused more on real friendships instead of building another endless public feed. <\/p>\n<\/p>\n<p>The voice-first idea also makes the whole experience feel a lot more natural and personal than most social apps out there. All the best guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<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 Anirudh, really appreciate it \ud83d\ude4f<\/p>\n<p>That\u2019s exactly the direction we\u2019re trying to push: less public broadcasting, more real friendship context.<\/p>\n<p>Voice felt like the right interface because catching up with people shouldn\u2019t always mean scrolling through a feed. It should feel more natural, personal, and closer to how we actually talk.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 watched the video and went through the images, but I’m still not sure how it’s a social app? Maybe I’m not just not connecting how orb relates to friends. Am I sharing my photos with friends in his orb, commenting on that? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kylekpate\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kylekpate<\/a> Fair question. The social part is not \u201cpost a photo and people comment on it.\u201d<\/p>\n<p>It\u2019s more that you and your close friends capture real moments, and Flare turns those moments into shared context.<\/p>\n<p>So instead of scrolling a feed, your Orb can tell you what\u2019s been happening in your world and your friends\u2019 world patterns, overlaps, things worth talking about.<\/p>\n<p>The goal is less \u201ccontent with comments\u201d and more \u201cyour social life has memory.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great work team \ud83d\ude4c<br \/>okay so the Orb talks back, but who decides when? like does it wait for me to open the app, or does it just randomly ping me saying, “hey you’ve been in a mood lately”? genuinely curious<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> Great question.<\/p>\n<p>Today, the Orb mostly waits for you to open the app \/ start the interaction. We don\u2019t want random creepy \u201chey, I noticed your mood\u201d pings.<\/p>\n<p>The direction is proactive, but earned: only when there\u2019s enough context to say something useful, and with user control over cadence. If it talks too much, it becomes annoying. If it never talks first, it\u2019s not really alive. That balance is hard.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> This is one of the biggest questions for us.<\/p>\n<p>We don\u2019t think the Orb should randomly interrupt you just because it can. That gets annoying fast.<\/p>\n<p>The ideal version is more controlled: you open Flare when you want, but the Orb can proactively surface something only when there\u2019s real context worth bringing up like a friend pattern, a shared moment, or something it genuinely noticed.<\/p>\n<p>So less \u201chey you seem sad\u201d and more \u201cthere\u2019s something happening in your world that\u2019s worth hearing.\u201d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 people who spent a decade saying they hated phone calls now send 3-minute voice notes daily.<\/p>\n<p>Same act. Sound waves into someone’s day, async reply expected.<\/p>\n<p>Only the packaging changed.<\/p>\n<p>People don’t reject behaviours. They reject the cultural baggage attached to them.<\/p>\n<p>Rebrand the act and you can sell the same thing back to the same people who refused it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yashchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashchoudhary<\/a> Exactly. People didn\u2019t reject the voice itself; they rejected the baggage around certain voice behaviors.<\/p>\n<p>Phone calls feel intrusive. Voice notes feel async, personal, and low-pressure.<\/p>\n<p>That\u2019s the space we\u2019re interested in: voice as a social interface that feels intimate, but not demanding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@yashchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashchoudhary<\/a> Really appreciate that, Yash \ud83d\ude4f<\/p>\n<p>You put it better than we could. Voice only works when it feels async, lightweight, and low-pressure not like another demand on your attention.<\/p>\n<p>That\u2019s the space we\u2019re trying to build in: something more intimate than a feed, but still calm enough to fit into real life.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Did you ever try air chat? It was an audio-first social network that looked like Twitter and sounded like a podcast. I think audio-first social networks have a lot of promise, but they have to feel fast and connective with other people and high quality. In the demo video, the overall sense I got is it feels like talking to a robot. Do you have any thoughts on how to make it more connective? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Yes, this is a really fair read.<\/p>\n<p>We don\u2019t think the answer is \u201caudio posts in a feed.\u201d That can easily become Twitter-with-voice. Our bet is that voice should be the interface, not the content format.<\/p>\n<p>And I agree: the demo still has moments where it feels too robotic. The work now is making the Orb faster, more specific, and more connected to actual friend context, so it feels less like talking to AI and more like your social life talking back.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Totally fair point. That\u2019s also the thing we\u2019re most careful about.<\/p>\n<p>Voice alone doesn\u2019t make something feel human. Context does.<\/p>\n<p>The goal is not \u201cTwitter read out loud\u201d or a podcast feed. It\u2019s more like having something that understands what\u2019s happening between you and your close friends, and brings up the right thing at the right moment.<\/p>\n<p>Still early, but that\u2019s the bar we\u2019re building toward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joanduarte\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"joanduarte\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joanduarte<\/a> its a great idea space! Since Flare is building memory, identity, and friendship context from highly personal voice\/photo moments, how are you thinking about privacy boundaries so users feel comfortable sharing vulnerable moments without feeling over-profiled by the AI.. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sonia_kapoor5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sonia_kapoor5<\/a> Thanks, Sonia, this is one of the biggest things we\u2019re thinking about.<\/p>\n<p>We don\u2019t want the Orb to feel like it\u2019s \u201cprofiling\u201d you. The goal is to make small, useful observations from moments you choose to share, not create a creepy shadow profile.<\/p>\n<p>That\u2019s why we removed public feeds, follower counts, comments, and camera-roll posting. Long term, users need clear controls over what the Orb can use, what stays private, and what gets deleted. If it feels over-profiled, we have not succeeded.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 fun, how soon are you planning for the android app?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jpinkman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jpinkman<\/a> We are expecting to have it for Android soon, in a few weeks max. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@jpinkman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jpinkman<\/a> Android is definitely on the roadmap. We started iOS-first to move faster and polish the core experience, but we know a lot of people are waiting for Android too.<\/p>\n<p>Hopefully soon we want Flare to feel cross-platform from the start, especially because it only really works if your close friends can join.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! I’m curious, will you able to to see your friends’ Orbs too or is that private? Where does that “social” aspect come in, aside from when you upload pictures of you surrounded by friends. Why voice as well? What prompted that decision to make it vocal? Do you thing that will bring up challenges later if people don’t want to talk out loud all the time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Listen instead of scroll” is the right framing for what’s broken about social right now \u2014 the feed-as-default has compressed every interaction into a 2-second swipe. Voice-first reintroduces narrative and pace, which is where memory actually forms. Travel is the other category where this lands well: when I built StoryRoute (<a href=\"https:\/\/storyroute.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/storyroute.netlify.app\/<\/a>) for narrated city walking routes, the feedback that came back wasn’t “good map” or “useful info” \u2014 it was that people remembered the place because they heard a story while standing in it. Voice + context = stickiness. Curious how Flare handles long voice inputs: does the Orb summarize back, surface only key moments, or store the full audio for later retrieval? That trade-off seems central to whether the product becomes a journal vs. a feed-replacement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AW7QWKE3MQG5QD\" class=\"app-title\">Minions<\/a><\/p>\n<div class=\"one-liner\">Open source mission control for Hermes agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">278<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Minions \u4e3a Hermes \u667a\u80fd\u4f53\u63d0\u4f9b\u5f00\u6e90\u4efb\u52a1\u63a7\u5236\u9762\u677f\uff0c\u901a\u8fc7\u5fc3\u8df3\u68c0\u67e5\u4e0e\u81ea\u52a8\u91cd\u8bd5\u673a\u5236\uff0c\u89e3\u51b3\u591a\u4efb\u52a1\u5e76\u884c\u65f6\u65e0\u4eba\u76d1\u62a4\u3001\u4efb\u52a1\u9759\u9ed8\u5931\u8d25\u7684\u7ba1\u7406\u6df7\u4e71\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\/a38598ec-1cf3-4024-960a-fa36608f4d13.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\/28f55b4c-8c53-4ac6-8d1a-8c481a0f2352.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\/772342d0-8497-45b2-8f23-cd7b9e29b2e9.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\/406c8e48-e357-4154-93e2-b0cb40d4b6f7.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\/bdbc9483-89e1-4f68-9707-3f6aebd664b7.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\/c32b0a60-a228-4624-9faa-717c7e82ae9b.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/14d10f86f1cc4efb9baa06394f9c2a40\"><source src=\"https:\/\/www.loom.com\/share\/14d10f86f1cc4efb9baa06394f9c2a40\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">AI Agent \u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">Hermes Agent<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u91cd\u8bd5<\/span><br \/>\n <span class=\"tag\">\u591a\u4efb\u52a1\u770b\u677f<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u591a\u4efb\u52a1\u7ba1\u7406\u4ef7\u503c\uff0c\u4f46\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\uff1a1) \u65e5\u5fd7\u4e0e\u53ef\u89c2\u6d4b\u6027\u4e0d\u8db3\uff0c\u4ec5\u9760\u72b6\u6001\u96be\u4ee5\u6df1\u5165\u6392\u67e5\u95ee\u9898\uff1b2) \u6301\u4e45\u5316\u8bb0\u5fc6\u652f\u6301\u6a21\u7cca\uff1b3) \u672a\u6765\u662f\u5426\u652f\u6301\u81ea\u5b9a\u4e49 Python Agent \u53ca LangGraph\/CrewAI \u7b49\u6846\u67b6\uff1b4) \u4e0e\u73b0\u6709\u65b9\u6848\uff08\u5982 Multica\uff09\u7684\u5dee\u5f02\u4e0d\u660e\u663e\uff1b5) \u8fc1\u79fb\u4ece Slack\/Telegram \u5230 Minions \u7684\u6d41\u7a0b\u4e0d\u591f\u65e0\u7f1d\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 Minions \u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u8513\u5ef6\u7684\u75db\u70b9\uff1a\u5355\u4e2a AI Agent \u7684\u6f14\u793a\u5f88\u9177\uff0c\u4f46\u4e00\u65e6\u8fdb\u5165\u201c\u591a\u4e2a\u957f\u5468\u671f\u4efb\u52a1\u5e76\u884c\u201d\u7684\u751f\u4ea7\u7ea7\u573a\u666f\uff0c\u7f3a\u4e4f\u76d1\u7ba1\u7684 Agent \u5c31\u662f\u4e00\u9897\u5b9a\u65f6\u70b8\u5f39\u3002\u9879\u76ee\u56e2\u961f\u663e\u7136\u6df1\u8c19\u5176\u4e2d\u6df7\u4e71\u2014\u2014\u5fc3\u8df3\u68c0\u67e5+\u81ea\u52a8\u91cd\u8bd5+\u4eba\u5de5\u5347\u7ea7\u7684\u8bbe\u8ba1\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7ed9\u201c\u534a\u81ea\u6cbb\u7684 AI\u201d\u52a0\u4e0a\u5de5\u7a0b\u5316\u7684\u76d1\u62a4\u7cfb\u7edf\uff0c\u8fd9\u6bd4\u5355\u7eaf\u5806\u780c\u201c\u66f4\u806a\u660e\u7684\u6a21\u578b\u201d\u8981\u52a1\u5b9e\u5730\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5b83\u7684\u4ef7\u503c\u76ee\u524d\u9ad8\u5ea6\u7ed1\u5b9a\u5728 Hermes Agent \u4e0a\uff0c\u8fd9\u65e2\u662f\u58c1\u5792\u4e5f\u662f\u5c40\u9650\u3002\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u5bf9\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u548c\u201c\u65e5\u5fd7\u8ffd\u6eaf\u201d\u6709\u521a\u6027\u9700\u6c42\uff0c\u800c\u521b\u59cb\u4eba\u660e\u786e\u8868\u793a\u201c\u4e0d\u4e3a\u65e5\u5fd7\u800c\u65e5\u5fd7\u201d\uff0c\u8f6c\u5411\u8ba9 Agent \u81ea\u4e3b\u68c0\u67e5\u65e5\u5fd7\u5e76\u4fee\u590d\u2014\u2014\u8fd9\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u53d6\u820d\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u5728\u590d\u6742\u6545\u969c\u573a\u666f\u4e0b\uff0c\u7528\u6237\u4f9d\u7136\u4f1a\u9762\u4e34\u201c\u9ed1\u7bb1\u201d\u7684\u7126\u8651\u3002\u771f\u6b63\u6491\u8d77\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u7ea7\u4fe1\u4efb\uff0c\u9700\u8981\u63d0\u4f9b\u66f4\u8be6\u5c3d\u7684\u884c\u4e3a\u5ba1\u8ba1\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c0 \u7968\u5dee\u548c Beta \u671f\u5c11\u5f97\u53ef\u89c2\u7684\u8bc4\u8bba\u6570\u6697\u793a\uff0c\u73b0\u9636\u6bb5\u66f4\u504f\u5411\u6838\u5fc3\u7528\u6237\u7684\u65e9\u671f\u5c1d\u8bd5\u3002\u540e\u7eed\u80fd\u5426\u5feb\u901f\u652f\u6301\u81ea\u5b9a\u4e49\u8fd0\u884c\u73af\u5883\uff08\u5982 LangGraph\u3001CrewAI\uff09\uff0c\u662f\u5b83\u4ece\u4e00\u4e2a\u201c\u597d\u7528\u7684\u87ba\u6813\u201d\u5347\u7ea7\u4e3a\u201c\u751f\u6001\u57fa\u7840\u4ef6\u201d\u7684\u5173\u952e\u8dc3\u8fc1\u3002\u77ed\u671f\u4ef7\u503c\u5728\u4e8e\u62ef\u6551\u88ab\u591a\u4efb\u52a1\u6298\u817e\u7684\u5f00\u53d1\u8005\uff1b\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u5f00\u653e\u4e2d\u4fdd\u6301\u63a7\u5236\u529b\u2014\u2014\u800c\u8fd9\u6b63\u662f\u6240\u6709 Agent \u7f16\u6392\u5de5\u5177\u7684\u5171\u540c\u96be\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Minions<\/span>\n <\/div>\n<div class=\"comment-content\">Your Hermes Agent works great for one task. Try managing 20 in parallel? It’s chaos. Cron jobs fail silently, tasks are blocked and you’re spending more time fixing your agent than getting results. Minions gives you a single task board to view it all. Every running task gets periodic check-ins, retry if stuck, and escalate only when it’s genuinely exhausted alternatives Works with Hermes Agent today, more runtimes coming.<\/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, I\u2019m Vishnu, maker of Minions.<\/p>\n<\/p>\n<p>I built this after watching Hermes\/OpenClaw power users hit the same wall: one agent task works great, but 10\u201350 long-running tasks become operations work.<\/p>\n<\/p>\n<p>The core idea is <strong>heartbeat supervision<\/strong>: every in-progress task gets periodic check-ins where the agent is asked to make progress, retry with a different approach if stuck, and only escalate to you when it has genuinely exhausted alternatives. Blocked tasks surface automatically. Completed work moves to your review queue. <\/p>\n<\/p>\n<p>Minions is an open-source mission control layer for agentic harnesses starting with Hermes Agent.<\/p>\n<\/p>\n<p>What it does today:<\/p>\n<p> – Create and manage Hermes tasks from one board<\/p>\n<p> – Track work across in progress, needs help, ready for review, and done<\/p>\n<p> – Run heartbeat check-ins so stuck work surfaces automatically<\/p>\n<p> – Stream agent work live while it runs<\/p>\n<p> – Keep humans in the loop before anything is marked done<\/p>\n<p> – See scheduled job history and output<\/p>\n<p> – Run locally with SQLite, no account required<\/p>\n<\/p>\n<p>This is the local\/open-source version of the agent management layer we\u2019re building at Agent37. Hosted access opensMay 10, but Minions is usable locally today.<\/p>\n<\/p>\n<p>I\u2019d especially love feedback from people running Hermes or OpenClaw agents. Where does your agent work break once you have more than one task running?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vishnukool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishnukool<\/a> This feel less like a tool or more like an operating system for autonomous work \u2728 Love how Minions brings calm and structure to the chaos of multi-agent 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\/@vishnukool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishnukool<\/a> Great to see a solution tackling the “agent chaos” problem! Managing multiple autonomous tasks in parallel is exactly where most AI implementations hit a wall. Providing a centralized mission control for observability and automated retries is a massive step toward making AI agents actually viable for production environments. Love the open-source approach!<\/p>\n<p>You mentioned that more runtimes are coming soon\u2014do you have a roadmap for supporting custom Python-based agents or integration with frameworks like LangGraph or CrewAI?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@vishnukool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishnukool<\/a> How does Minions handle persistent memory across long sessions to keep agents reliable without babysitting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of a single board for all parallel agent tasks. How’s observability handled \u2013 logs\/traces per task, or just status?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ella_bye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ella_bye<\/a> No logs as of yet, since I don’t find it useful for the purpose of supervising. But the supervisor heartbeat could intervene if a task is errored out for instance and check the logs autonomously to try and heal it. It’s activity is separated out from the actual Task chat, into an acitvity window so you can see what the supervisor did to progress on the task or heal etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ella_bye\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ella_bye<\/a> yess love this unique idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Loving the blend of automation and personality here! It would be interesting to see how this integrates with complex systems or more custom workflows. How are folks leveraging it in real-time problem-solving scenarios?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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_afzal_butt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hamza_afzal_butt<\/a> The biggest use case I see is managing long running tasks and when you have a lot of it, it’s easy to miss what’s done and what’s blocked. Cron job management when you have a lot for instance and some of them silently errors out. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Waiting to try this out on Agent 37. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zahle_khan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zahle_khan<\/a> Will be out soon \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If someone is currently managing Hermes\/OpenClaw work with a mix of terminal tabs + scripts + chat (Slack\/Telegram), what\u2019s the specific breaking point where switching to Minions becomes a no-brainer\u2014and what does the first week of migration typically look like?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The moment you’re delegating more than 2-3 tasks it’s immediately useful to have a central view to see it. I’ve often hated having to just use whatsapp and there’s no easy way to start separate threads. So for people facing this, they’d find it a no-brainer. <\/p>\n<p>Minions does track the sessionIds of it’s chat in it’s own DB, so a seamless way to migrate would be to start new long running tasks you want to mange in Minions instead of telegram or whatsapp.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 quite similar to Multica actually, which works great with Hermes <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@korkyzer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@korkyzer<\/a> Oh interesting.. this is a great find!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 idea! Could it be used for OpenClaw, too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@matijash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@matijash<\/a> Yes, soon. We’re starting with Hermes agent and will add OpenClaw support soon.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WYPKITACC4AEM6\" class=\"app-title\">GitHired<\/a><\/p>\n<div class=\"one-liner\">Find 100x engineers by proof of work, not resume keywords<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">221<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitHired\u901a\u8fc7\u5206\u6790\u5f00\u53d1\u8005GitHub\u4e0a\u7684\u5b9e\u9645\u4ee3\u7801\u590d\u6742\u5ea6\u3001\u9879\u76ee\u6df1\u5ea6\u548c\u771f\u5b9e\u6280\u672f\u6808\uff0c\u66ff\u4ee3\u4f20\u7edf\u7b80\u5386\u5173\u952e\u8bcd\u7b5b\u9009\uff0c\u81ea\u52a8\u4e3a\u62db\u8058\u65b9\u63a8\u8350\u6392\u540d\u9760\u524d\u7684\u201c100\u500d\u5de5\u7a0b\u5e08\u201d\uff0c\u89e3\u51b3\u6280\u672f\u62db\u8058\u4e2d\u201c\u7eb8\u4e0a\u8c08\u5175\u201d\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\/8b002031-8787-4061-a038-57238908cae0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f87c1f4c-d1dd-4303-9534-f1f1551e328d.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\/be307ddd-b295-48ef-819b-af98aea68c41.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\/82a0132f-d89f-49a6-8796-a635ff787a3d.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\/d8df687c-fb24-489e-ac5c-82fbeaf8fdd5.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\/d4a47738-a33f-48a5-a5c7-ae30bf3f53cd.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/37KBJw7zyII\"><source src=\"https:\/\/youtu.be\/37KBJw7zyII\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hiring<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6280\u672f\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">GitHub\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u7b80\u5386\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6316\u6398<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u6808\u5206\u6790<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u63d0\u4ea4\u771f\u5b9e\u6027\u9a8c\u8bc1\u65b9\u6cd5\u3001\u4e0e\u73b0\u6709\u62db\u8058\u5de5\u5177\uff08LinkedIn Recruiter\/HackerRank\uff09\u7684\u534f\u4f5c\u6a21\u5f0f\u3001\u79c1\u6709\u4ed3\u5e93\u8bbf\u95ee\u6743\u9650\uff08\u5199\u6743\u9650\u95ee\u9898\uff09\u3001\u9879\u76ee\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\u8bc4\u5206\u6743\u91cd\u3001\u4ee5\u53ca\u65b0\u9c9c\u5ea6\u5bf9\u6392\u5e8f\u7684\u5f71\u54cd\u3002\u6709\u7528\u6237\u53cd\u9988\u5b9e\u9645\u5e2e\u52a9\u627e\u5230\u4e86\u4f18\u79c0\u7684AI\u5de5\u7a0b\u5e08\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 GitHired\u5207\u4e2d\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u4f46\u6781\u5176\u6838\u5fc3\u7684\u75db\u70b9\uff1a\u6280\u672f\u62db\u8058\u4e2d\u201c\u7b80\u5386\u901a\u80c0\u201d\u4e0e\u201c\u80fd\u529b\u901a\u7f29\u201d\u7684\u9519\u914d\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2aAI\u7b5b\u9009\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u5c06\u8bc4\u4f30\u951a\u70b9\u4ece\u201c\u81ea\u6211\u63cf\u8ff0\u201d\u5f7b\u5e95\u8fc1\u79fb\u5230\u201c\u884c\u4e3a\u8bc1\u636e\u201d\u2014\u2014\u4ee3\u7801\u7684\u672c\u8d28\u662f\u5de5\u7a0b\u5e08\u7684\u201c\u884c\u4e3a\u8f68\u8ff9\u201d\u3002\u901a\u8fc7\u89e3\u6790\u79c1\u6709\u4ed3\u5e93\u3001\u9a8c\u8bc1\u63d0\u4ea4\u771f\u5b9e\u6027\uff0c\u5b83\u8bd5\u56fe\u6740\u6b7b\u201c\u7eff\u70b9\u9020\u5047\u201d\u548c\u201c\u5173\u952e\u8bcd\u5806\u780c\u201d\u7684\u7070\u8272\u4ea7\u4e1a\u94fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u9762\u4e34\u4e24\u4e2a\u786c\u4f24\uff1a\u7b2c\u4e00\uff0c\u6df1\u5ea6\u4f9d\u8d56GitHub\u751f\u6001\uff0c\u5bf9\u975e\u5f00\u6e90\u3001\u975e\u6d3b\u8dc3\u7684\u5de5\u7a0b\u5e08\uff08\u5982\u4f01\u4e1a\u5185\u7f51\u5f00\u53d1\u8005\uff09\u5f62\u6210\u7cfb\u7edf\u6027\u504f\u89c1\uff0c\u53ef\u80fd\u9519\u5931\u5927\u91cf\u5b9e\u6218\u578b\u4eba\u624d\uff1b\u7b2c\u4e8c\uff0c\u201c100x\u5de5\u7a0b\u5e08\u201d\u7684\u5b9a\u4e49\u8fc7\u4e8e\u6280\u672f\u6781\u5ba2\u5316\uff0c\u5ffd\u7565\u4e86\u5de5\u7a0b\u534f\u4f5c\u3001\u67b6\u6784\u51b3\u7b56\u7b49\u66f4\u8f6f\u6027\u7684\u201c\u9ad8\u6760\u6746\u80fd\u529b\u201d\uff0c\u4ee3\u7801\u590d\u6742\u5ea6\u9ad8\u4e0d\u4ee3\u8868\u5de5\u7a0b\u4ea7\u51fa\u9ad8\u3002\u6b64\u5916\uff0cOAuth\u5199\u6743\u9650\u7684\u4e89\u8bae\u66b4\u9732\u4e86\u9690\u79c1\u4e0e\u4fbf\u5229\u7684\u7ecf\u5178\u77db\u76fe\u2014\u2014\u4f01\u4e1a\u5ba2\u6237\u4f1a\u4e3a\u6b64\u4e70\u5355\u5417\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u5176\u66f4\u806a\u660e\u7684\u8def\u5f84\u662f\uff1a\u4f5c\u4e3a\u73b0\u6709ATS\uff08\u5e94\u8058\u8005\u8ffd\u8e2a\u7cfb\u7edf\uff09\u6216HackerRank\u7b49\u8bc4\u6d4b\u5de5\u5177\u7684\u201c\u4fe1\u53f7\u5c42\u201d\uff0c\u800c\u975e\u5b8c\u5168\u66ff\u4ee3\u3002\u5982\u679c\u80fd\u5f00\u653eAPI\u8ba9\u62db\u8058\u6d41\u7a0b\u4e2d\u7684\u201c\u8bc1\u660e\u529b\u201d\u6570\u636e\u56de\u6d41\uff0c\u5e76\u5f00\u653e\u8bc4\u5206\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u624d\u53ef\u80fd\u4ece\u201c\u6709\u8da3\u7684\u65b0\u5de5\u5177\u201d\u8fdb\u5316\u6210\u201c\u62db\u8058\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u76ee\u524d\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u628a\u201c\u627e\u4eba\u201d\u6548\u7387\u63d0\u5347\u4e8620%\u7684\u5229\u5668\uff0c\u800c\u975e\u98a0\u8986\u8005\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\">GitHired<\/span>\n <\/div>\n<div class=\"comment-content\">Find 100x engineers on autopilot: Describe what you’re building\/looking for, and instantly get a ranked list of the most cracked engineers who meet your requirements. Search from our pool of 10k+ profiles that have been evaluated based on actual code complexity, project depth, and relevant experience- including access to private repos for maximum accuracy. And if that pool falls short, use our inbuilt GitHub + LinkedIn scraper to source cracked open source devs.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone \ud83d\udc4b<br \/>I\u2019m Raghav, the Founder of GitHired.<\/p>\n<p>Hiring devs is broken- you can\u2019t tell if someone is a 100x engineer just by looking at a resume.<\/p>\n<p>Some candidates look perfect on paper but can\u2019t ship real features.<br \/>Others who can build get filtered out because of a missing keyword.<\/p>\n<p>So we built something better. We analyze what a developer has actually built, not what they say they can build.<br \/>We break down their real tech stack, project depth and complexity, commit authenticity (no more fake green charts). Just describe what you’re looking for, and get a ranked list of the most cracked devs with the skills relevant for the role.<\/p>\n<\/p>\n<p>Stop guessing who can code. Start seeing who does.<\/p>\n<\/p>\n<p>We\u2019re early, shipping fast, and would love your feedback. Tear it apart, ask questions, or tell us what would make this a no-brainer for your team. The first search is free!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raghavb11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raghavb11<\/a> How do you verify commit authenticity, and what’s the biggest “aha” insight you’ve seen from a dev’s project depth that flipped a hiring decision?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>There is a tension tho. If your a 100x engineer you basically dont want to work for anyone. You have rather have 10x engineers working for you \ud83d\ude0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">If a team already uses LinkedIn Recruiter\/SeekOut\/hireEZ for sourcing and HackerRank\/Codility\/CodeSignal for evaluation, where does GitHired replace vs complement\u2014and what\u2019s the end-to-end workflow you see working best for a founder or in-house recruiter?<\/div>\n<div class=\"comment-actions\">\n<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>Loved the idea and execution Raghav. <\/p>\n<p>At the last you mentioned. You have access to private repos as well. Curious, how are you having that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abhinav_anand21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhinav_anand21<\/a> its optional if you want us to get access to it- because not everybody is an open source 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> yeah, I really love this software. It’s actually helping us meet with applied AI engineers that are really talented, so thanks bro. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kane_collier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kane_collier<\/a> glad to hear that!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is hiring by seeing the code not hearing it. Great launch guys….<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Proof-of-work over keywords is the right axis for hiring \u2014 the resume-keyword game has been gamed for so long that any signal upstream of “things they actually built” is mostly noise. The same dynamic shows up in finance\/FP&A hiring: “Excel expert” on a resume tells you nothing, but a working three-statement model with proper switches and an LBO toggle that doesn’t break tells you everything. We hit this exact gap teaching financial modeling 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>) \u2014 the people who finish the course aren’t the ones who knew formulas going in, they’re the ones who could rebuild a broken model from scratch. Curious how GitHired weights project depth vs. breadth when an engineer has 30 small repos vs. 3 substantial ones \u2014 the tail matters but it’s hard to score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is how it should work honestly a GitHub profile tells you more than any resume. Does it factor in commit quality and consistency or mostly just activity volume?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/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’ve experienced this – CVs are a terrible way to screen engineers. Looking forward to seeing how this evolves<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It requires “This application will be able to <strong>read and write all public and private repository data<\/strong>.” Why do you need write access too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@m_tolga_cangoz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@m_tolga_cangoz<\/a> there’s no way to get only read access in GitHub OAuth apps- its the standard default from GitHub<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Being able to upload your own list of candidates and run them through the scoring is a really nice addition, if one candidate has older projects and another has newer ones but both score the same, does how recent their work is, change who ranks higher?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/S4FEM3RNRHIADW\" class=\"app-title\">Kuku: open source<\/a><\/p>\n<div class=\"one-liner\">Your open-source, local second brain for every AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">200<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Kuku\u662f\u4e00\u6b3e\u5f00\u6e90\u3001\u672c\u5730\u4f18\u5148\u7684\u7b2c\u4e8c\u5927\u8111\u5de5\u5177\uff0c\u5c06\u4e2a\u4eba\u77e5\u8bc6\u5e93\u4ee5\u7eafMarkdown\u6587\u4ef6\u5f62\u5f0f\u5b58\u50a8\uff0c\u5e76\u6574\u5408AI\u8f85\u52a9\u7f16\u8f91\u4e0e\u53ef\u5ba1\u67e5\u7684\u5dee\u5f02\u6539\u52a8\uff0c\u89e3\u51b3\u7528\u6237\u5728\u5c01\u95ed\u7b14\u8bb0\u5e94\u7528\u6216\u4e00\u6b21\u6027AI\u804a\u5929\u4e2d\u77e5\u8bc6\u65e0\u6cd5\u590d\u7528\u548c\u8fc1\u79fb\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\/16ca35e7-6678-42af-85a0-1a274b0dcfb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39284119-e0f1-48ba-92f9-49ae28ff2446.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b462ab91-b231-4035-b4f6-f06399934e69.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/65f49687-2a30-40cb-8a7b-d3483faca886.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\/8de2ff0e-c0b4-4714-bf41-4d395e91f7df.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=iuIzVN_2Jo8\"><source src=\"https:\/\/www.youtube.com\/watch?v=iuIzVN_2Jo8\" 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\">Text Editors<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u7b2c\u4e8c\u5927\u8111<\/span><br \/>\n <span class=\"tag\">Markdown\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">AI\u8f85\u52a9\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u8bb0\u5fc6\u5c42<\/span><br \/>\n <span class=\"tag\">\u53cc\u94fe\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">Tauri<\/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\u672c\u5730\u4f18\u5148\u548c\u5f00\u6e90\u7279\u6027\uff0c\u5c24\u5176\u5bf9\u91c7\u7528Tauri\u800c\u975eElectron\u7684\u8f7b\u91cf\u8bbe\u8ba1\u8868\u793a\u8ba4\u53ef\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u786e\u4fdd\u672c\u5730\u77e5\u8bc6\u5728\u63a5\u5165\u5916\u90e8AI\u65f6\u7684\u9690\u79c1\u5b89\u5168\uff1b\u4e0e\u5176\u4ed6\u5de5\u5177\uff08\u5982Cursor\uff09\u7684\u4e0a\u4e0b\u6587\u5171\u4eab\u673a\u5236\uff1b\u4ee5\u53ca\u8bb0\u5fc6\u5c42\u662f\u5426\u652f\u6301\u591a\u6a21\u578b\u5207\u6362\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u8bb0\u5fc6\u5c42\u65e8\u5728\u6210\u4e3a\u5f00\u653e\u7684\u3001\u53ef\u88ab\u5176\u4ed6AI\u5de5\u5177\u8bfb\u53d6\u7684\u672c\u5730\u4e0a\u4e0b\u6587\u6e90\uff0c\u5e76\u652f\u6301\u591a\u6a21\u578b\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 Kuku\u7684\u518d\u51fa\u53d1\uff0c\u7cbe\u51c6\u5730\u8e29\u4e2d\u4e86\u5f53\u524dAI\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177\u7684\u201c\u4e09\u5927\u539f\u7f6a\u201d\uff1a\u5c01\u95ed\u3001\u77ed\u6682\u4e0e\u5931\u63a7\u3002\u5b83\u7528\u201c\u5f00\u6e90+\u672c\u5730\u4f18\u5148+\u7eaf\u6587\u672c\u201d\u8fd9\u4e00\u6734\u7d20\u4f46\u6781\u5176\u5f3a\u5927\u7684\u7ec4\u5408\uff0c\u5411Obsidian\u7b49\u5c01\u95ed\u751f\u6001\u4e0eChatGPT\u7b49\u5bf9\u8bdd\u5f0fAI\u53d1\u8d77\u4e86\u9769\u547d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u7f16\u8f91\u5668\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u65f6\u4ee3\u201c\u8bb0\u5fc6\u201d\u7684\u6240\u6709\u6743\u7ed3\u6784\u3002Kuku\u5c06\u77e5\u8bc6\u6c89\u6dc0\u4e3a\u53ef\u64cd\u4f5c\u7684\u201c\u4e0a\u4e0b\u6587\u5c42\u201d\uff0c\u800c\u975e\u7981\u9522\u5728\u5e94\u7528\u5185\u7684\u6570\u636e\u5b64\u5c9b\u3002\u5b83\u62bc\u6ce8\u7684\u662f\uff0c\u7528\u6237\u6700\u7ec8\u4f1a\u538c\u5026\u4e8e\u5728\u4e00\u4e2a\u4e2aAI\u804a\u5929\u7a97\u91cc\u91cd\u590d\u76f8\u540c\u7684\u4eba\u751f\u80cc\u666f\u6545\u4e8b\uff0c\u800c\u6e34\u671b\u4e00\u4e2a\u53ef\u643a\u5e26\u3001\u53ef\u81ea\u6301\u3001\u53ef\u88ab\u5404\u79cdAI\u5de5\u5177\u8c03\u7528\u7684\u201c\u4e2a\u4eba\u8bb0\u5fc6\u62a4\u7167\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5f53\u524dAI\u7f16\u8f91\u5668\u8d5b\u9053\u5df2\u62e5\u6324\u4e0d\u582a\uff0cKuku\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\u5176\u201cAI\u5efa\u8bae\uff0c\u7528\u6237\u5ba1\u67e5\u201d\u7684\u6a21\u5f0f\uff0c\u867d\u89c4\u907f\u4e86\u201c\u4e00\u952e\u9b54\u6539\u201d\u7684\u98ce\u9669\uff0c\u5374\u4e5f\u63d0\u9ad8\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u4e0e\u8ffd\u6c42\u201c\u6781\u7b80\u201d\u7684\u4e3b\u6d41\u80cc\u9053\u800c\u9a70\u3002\u66f4\u6838\u5fc3\u7684\u95ee\u9898\u662f\uff0c\u5982\u4f55\u8bf4\u670d\u4e3b\u6d41\u7528\u6237\u81ea\u5efaGit\u540c\u6b65\uff0c\u5e76\u5fcd\u53d7\u4e00\u4e2a\u4ecd\u5728\u201calpha\u201d\u9636\u6bb5\u7684E2EE\u5c42\uff1fKuku\u7684\u751f\u6001\u6784\u5efa\u80fd\u529b\u548c\u6613\u7528\u6027\u6253\u78e8\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u6210\u4e3a\u64ac\u52a8AI\u77e5\u8bc6\u7ba1\u7406\u683c\u5c40\u7684\u6760\u6746\uff0c\u8fd8\u662f\u53c8\u4e00\u4e2a\u53eb\u597d\u4e0d\u53eb\u5ea7\u7684\u6781\u5ba2\u73a9\u5177\u3002\u5b83\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u6267\u884c\u4e0a\u4ecd\u9700\u8bc1\u660e\u81ea\u5df1\u201c\u5f00\u6e90\u4f46\u4e13\u4e1a\u201d\u7684\u627f\u8bfa\u4e0d\u662f\u4e00\u53e5\u7a7a\u8bdd\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\">Kuku: open source<\/span>\n <\/div>\n<div class=\"comment-content\">Kuku is back as an open-source, local-first second brain for the AI era. It keeps your knowledge in plain Markdown files, then turns your vault into reusable context: wikilinks, backlinks, graph, search, and AI-assisted edits with reviewable diffs. Unlike closed note apps or one-off AI chats, Kuku is built to make your memory portable across tools, models, and self-hosted setups.<\/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 I\u2019m Minkyu Lee, design engineer on Kuku.<\/p>\n<p>Our first launch started as an Obsidian-like Markdown editor. Thanks to this community, we got a ton of attention, feedback, and energy from it.<\/p>\n<p>Since then, we\u2019ve been rebuilding Kuku almost from the ground up, many late nights included.<\/p>\n<p>Kuku is now open source and moving toward something bigger: a local-first second brain that can become shared memory for your AI tools.<\/p>\n<p>Think plain Markdown, wikilinks, graph, search, Cursor-style AI edits, and a Mem0-like memory layer \u2014 but open, hackable, and yours.<\/p>\n<p>We\u2019re still early, still shipping hard, and looking for people who want to help shape it: users, contributors, plugin builders, and anyone obsessed with AI context.<\/p>\n<p>Would love your feedback, questions, and weirdest use cases.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bigmacfive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigmacfive<\/a> how does the memory handling compare to obsidian’s smart connections plugin or official copilot? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bigmacfive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigmacfive<\/a> How does it ensure your personal notes stay truly private and local when feeding context to external AI, without any cloud leakage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bigmacfive\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bigmacfive<\/a> what’s one plugin or integration you’re most excited to enable first for sharing context with tools like Cursor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone, I\u2019m one of the developers behind Kuku, mainly working on the core logic and implementation.<\/p>\n<p>We\u2019ve rebuilt a lot of the product from the ground up for this launch, while thinking deeply about how local-first Markdown knowledge management can connect with an AI memory layer.<\/p>\n<p>Kuku is still early, and there\u2019s a lot we want to improve. <\/p>\n<p>Please feel free to share anything. I\u2019d be happy to answer as openly as I can.<\/p>\n<p>We\u2019ll also be shipping frequent updates from here, so please keep an eye on what\u2019s coming next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>It\u2019s Friday, so we\u2019re going for it. <a href=\"https:\/\/www.producthunt.com\/products\/yc\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"yc\" target=\"_blank\" rel=\"noopener\">@Y Combinator<\/a> <\/p>\n<\/p>\n<p>Kuku is open source, but we\u2019re building it like a real company: a local-first second brain and memory layer for the AI era.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the relaunch. the tauri + local-first call is the right one, electron-based note apps always feel like they’re fighting the OS. the cursor-style diffs for AI edits is the part that sells it for me, “AI suggests, u review” is way better than the yolo-edit pattern most tools ship with.<\/p>\n<\/p>\n<p>curious where ur memory layer goes from here, is the plan to expose it as a context source other AI tools can read from, or keep it inside kuku?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/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> <br \/>Thank you, really appreciate it.<\/p>\n<p>And yes, that\u2019s exactly the direction. We don\u2019t want the memory layer to stay trapped inside Kuku. The goal is for Kuku to become an open, local-first context source that other AI tools can read from, while the user stays in control of what gets exposed.<\/p>\n<p>Kuku starts as the place where your Markdown vault, wikilinks, graph, search, and AI edits live. But longer term, we want it to work more like a portable memory layer: local API, MCP-style bridges, self-hostable sync, and permissioned access for different agents\/tools.<\/p>\n<p>So the principle is: your memory lives with you, Kuku organizes it, and AI tools can use it only when you allow them to.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@saad_el_gueddari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saad_el_gueddari<\/a> <br \/>From the implementation side, I also think the memory layer loses a lot of value if it stays locked inside Kuku. We wanted the memory format to be easy for humans to read, easy for AI to understand, and simple enough to edit from other tools.<\/p>\n<p>That\u2019s one of the main reasons we chose Markdown as the base format. Even for memory, we want to keep it as close as possible to Markdown or plain text, rather than hiding it behind a closed internal format.<\/p>\n<p>The core idea is that your knowledge and context should not be trapped in a single app. Kuku should organize and connect it, but the user should ultimately own and control it as an AI context layer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally someone said “fuck Electron” for a markdown editor. Tauri + local-first + AI that actually writes to files instead of just yapping. Pure signal. Congrats on the launch! \u26a1\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@igor_martinyuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@igor_martinyuk<\/a> <br \/>Haha exactly. The whole bet was: what if a markdown editor didn\u2019t feel like a browser wearing a trench coat?<\/p>\n<p>Tauri + plain files + local-first felt obvious to us. And AI should not just yap in a sidebar forever \u2014 it should understand the vault, propose real file changes, and let you review the diff before anything lands.<\/p>\n<p>Appreciate you Igor \u26a1\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you handle sync between devices if it\u2019s local first, like is there a recommended setup with Git?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@othman_katim\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@othman_katim<\/a> <br \/>Great question. We already have an E2EE sync layer in place, but I\u2019d still consider it alpha, so I don\u2019t want to oversell it yet.<\/p>\n<p>If you\u2019re comfortable with Git, setting up a Git repo per vault is a really good approach. Since your notes are local Markdown files, you can sync them across devices, keep history, and handle changes in a way that feels familiar to developers.<\/p>\n<p>One small recommendation: add the .kuku folder to your .gitignore, since it may contain local indexing\/cache data that doesn\u2019t need to be synced.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Tauri-not-Electron call is the part I appreciate most. The Obsidian comparison gets a lot of attention but the bigger story for me is the binary size and idle memory profile when you actually run a markdown editor on a laptop alongside a dozen other apps. Going to try this on my secondary work machine first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local-first + plain markdown is the only second-brain shape that survives long-term \u2014 closed note apps eventually break trust on either lock-in or pricing, and the migration cost on a 5-year vault is brutal. The portable-memory framing is what most AI-note tools miss; they treat notes as in-app data instead of files you own. I run a podcast (<a href=\"https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/open.spotify.com\/show\/0m1oR8AyQv17DVpc5MmirG<\/a>) on financial modelling and the listener-feedback I get most is exactly this: “where do I keep the takeaways?” \u2014 audio doesn’t fold into a closed notes app cleanly, but plain markdown with backlinks does. Curious how Kuku handles AI-edits on existing files: do diffs apply per-paragraph or per-file, and is there a way to reject just one chunk of a multi-edit suggestion?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Local-first is the right call for a second brain cloud sync always feels like a liability for personal notes. Does it handle multiple AI models or is it locked to one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@imad_elkhafi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@imad_elkhafi<\/a> <br \/>Totally agree. For personal notes and a second brain, local-first feels like the right default.<\/p>\n<p>On the AI side, we\u2019re trying to avoid being tightly locked to a single model. The idea is to keep your Markdown vault and memory\/context layer local, then let different models or tools connect on top of it when needed.<\/p>\n<p>We\u2019re still early and expanding the supported flow, but the principle is: your notes and memory should belong to you, and the AI model should be replaceable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 said wish i had llm on obsidian 2 days ago and now… you guys cooked.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fatalerrorist\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fatalerrorist<\/a> <br \/>Perfect timing \ud83d\ude04. That\u2019s exactly the kind of problem we started from. If you try it out, we\u2019d love to hear what LLM workflows you\u2019d want next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The Cursor-style edit preview is a strong trust signal\u2014what kinds of edits does it handle well today (refactors, link hygiene, summaries), and where does it still struggle compared to manual editing?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> It works best today for structure-heavy edits: summaries, heading cleanup, wikilinks, splitting messy notes, and turning raw notes into reusable context.<\/p>\n<p>It still struggles with personal nuance and deciding what should be remembered.<\/p>\n<p>That\u2019s why we use reviewable diffs \u2014 AI suggests, you stay in control.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I also think the reviewable part is really important here.<br \/>AI is already quite good at general cleanup and writing tasks, but adapting to each person\u2019s own writing habits, structure, and tone still needs a lot of improvement.<br \/>That\u2019s why we\u2019re focusing on a flow where AI suggests first, and the user reviews before applying. We\u2019re actively improving this, so any feedback from real usage would be greatly appreciated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/47S4PJPGLSQZ7B\" class=\"app-title\">Fluent Frame<\/a><\/p>\n<div class=\"one-liner\">Ship polished product videos as fast as you ship features<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">152<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fluent Frame\u662f\u4e00\u6b3eAI\u89c6\u9891\u751f\u6210\u5e73\u53f0\uff0c\u5e2e\u52a9\u56e2\u961f\u548c\u72ec\u7acb\u521b\u4e1a\u8005\u901a\u8fc7\u7b80\u5355\u6587\u5b57\u63d0\u793a\uff0c\u5728\u51e0\u5206\u949f\u5185\u5236\u4f5c\u4e13\u4e1a\u7684\u4ea7\u54c1\u53d1\u5e03\u89c6\u9891\u548c\u529f\u80fd\u6f14\u793a\uff0c\u5f7b\u5e95\u89e3\u51b3\u9891\u7e41\u66f4\u65b0\u4ea7\u54c1\u65f6\u89c6\u9891\u5236\u4f5c\u8017\u65f6\u8d39\u94b1\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\/613bac8f-c20c-4dd6-b99f-4d4f16d48c4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17e99e75-b0bc-47ce-a168-78ee40421396.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e394e6a-b709-4a79-9471-d7ee624e6ee2.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\/e32833b1-98c9-458b-9337-cfe949590fc1.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=chLK1IOpj3o\"><source src=\"https:\/\/www.youtube.com\/watch?v=chLK1IOpj3o\" 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\">YC Application<\/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\">\u529f\u80fd\u6f14\u793a\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5236\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u751f\u6210\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u8425\u9500<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u9891\u7e41\u66f4\u65b0\u4ea7\u54c1\u5374\u96be\u4ee5\u53ca\u65f6\u5236\u4f5c\u89c6\u9891\u201d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u7591\u95ee\u5305\u62ec\uff1a\u5982\u4f55\u9488\u5bf9\u4e0d\u540c\u5e73\u53f0\u5b9a\u5236\u54c1\u724c\u8c03\u6027\u3001\u79fb\u52a8\u7aef\u9002\u914d\u6548\u679c\u3001\u6df1\u5ea6\u5185\u5bb9\u7684\u8d28\u91cf\uff1b\u91cd\u8981\u6279\u8bc4\u662f\u793a\u4f8b\u89c6\u9891\u8d28\u91cf\u7c97\u7cd9\uff1b\u6838\u5fc3\u9700\u6c42\u662f\u589e\u52a0\u573a\u666f\u7ea7\u7cbe\u7ec6\u7f16\u8f91\uff08\u65f6\u95f4\u3001\u5e03\u5c40\u3001\u8272\u5f69\uff09\uff0c\u800c\u975e\u4ec5\u9760\u63d0\u793a\u8bcd\u63a7\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Fluent Frame\u8e29\u4e2d\u4e86SaaS\u65f6\u4ee3\u4e00\u4e2a\u6781\u5176\u771f\u5b9e\u7684\u201c\u9690\u5f62\u75db\u70b9\u201d\u2014\u2014\u5f53\u4ea7\u54c1\u7684\u8fed\u4ee3\u901f\u5ea6\u4ee5\u5468\u751a\u81f3\u5929\u4e3a\u5355\u4f4d\u65f6\uff0c\u8425\u9500\u89c6\u9891\u7684\u5236\u4f5c\u4ea7\u80fd\u6839\u672c\u65e0\u6cd5\u8ddf\u4e0a\u3002\u8fd9\u4e2a\u5b9a\u4f4d\u6bd4\u201c\u505a\u66f4\u597d\u7684\u89c6\u9891\u201d\u8981\u7cbe\u51c6\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u6f14\u793a\u6765\u770b\uff0c\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u5e76\u975e\u201c\u505a\u4e0d\u51fa\u597d\u89c6\u9891\u201d\uff0c\u800c\u662f\u201c\u6765\u4e0d\u53ca\u505a\u89c6\u9891\u201d\u3002\u8fd9\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u5c0f\u56e2\u961f\u6700\u6df1\u5c42\u7684\u65f6\u95f4\u7126\u8651\uff1a\u82b1\u51e0\u767e\u7f8e\u5143\u548c\u51e0\u5c0f\u65f6\u5236\u4f5c\u7684\u89c6\u9891\uff0c\u5176\u8fb9\u9645\u6536\u76ca\u53ef\u80fd\u4e0d\u5982\u591a\u5199\u4e24\u884c\u4ee3\u7801\u3002Fluent Frame\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u4e0e\u5176\u8bf4\u662fAI\u89c6\u9891\u5de5\u5177\uff0c\u4e0d\u5982\u8bf4\u662f\u201c\u8425\u9500\u4ea7\u80fd\u7684\u6760\u6746\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u9690\u60a3\u4e0d\u5bb9\u5ffd\u89c6\u3002\u6700\u5173\u952e\u7684\u662f\uff0c\u5b83\u76ee\u524d\u8f93\u51fa\u7684\u521b\u610f\u201c\u576f\u5b50\u201d\u8d28\u91cf\u88ab\u8bc4\u4ef7\u4e3a\u201c\u5f88\u7c97\u7cd9\u201d\u3002\u8fd9\u76f4\u63a5\u6311\u6218\u4e86\u5b83\u7684\u6838\u5fc3\u524d\u63d0\uff1a\u5982\u679c\u751f\u6210\u7684\u89c6\u9891\u672c\u8eab\u9700\u8981\u5927\u91cf\u65f6\u95f4\u91cd\u7f16\u8f91\uff0c\u90a3\u4e48\u8282\u7701\u7684\u65f6\u95f4\u5c31\u5c11\u4e86\u5927\u534a\u3002\u76ee\u524d\u4f9d\u8d56\u201c\u63d0\u8bcd\u7f16\u8f91\u201d\u800c\u975e\u201c\u62d6\u62fd\u7f16\u8f91\u201d\u7684\u673a\u5236\uff0c\u6070\u6070\u662f\u5de5\u5177\u94fe\u4e2d\u6700\u8106\u5f31\u7684\u4e00\u73af\u2014\u2014\u5b83\u628a\u63a7\u5236\u6743\u4ea4\u8fd8\u7ed9\u4e86AI\u7684\u201c\u9ed1\u76d2\u201d\uff0c\u800c\u975e\u7528\u6237\u7684\u76f4\u89c9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7ade\u54c1\u89d2\u5ea6\u770b\uff0c\u5b83\u65e2\u65e0\u6cd5\u66ff\u4ee3After Effects\u7684\u4e13\u4e1a\u6027\uff0c\u4e5f\u96be\u4ee5\u5728\u201c\u6210\u54c1\u7cbe\u81f4\u5ea6\u201d\u4e0a\u4e0e\u6a21\u677f\u5316\u5e73\u53f0\uff08\u5982Animaker\u3001Vyond\uff09\u6297\u8861\u3002\u5b83\u7684\u62a4\u57ce\u6cb3\u53ea\u80fd\u662f\u201c\u6781\u81f4\u7684\u901f\u5ea6\u201d\uff0c\u800c\u901f\u5ea6\u7684\u524d\u63d0\u662f\u5fc5\u987b\u62e5\u6709\u884c\u4e1a\u7ea7\u3001\u751a\u81f3\u5ba2\u6237\u81ea\u6709\u7684UI\u7d20\u6750\u5e93\u548c\u573a\u666f\u6a21\u677f\u3002\u5982\u679c\u5b83\u80fd\u505a\u5230\u201c\u4e0a\u4f20App\u622a\u56fe+\u63d0\u793a\u8bcd=95%\u53ef\u7528\u7684\u6210\u54c1\u201d\uff0c\u5b83\u624d\u662f\u771f\u6b63\u7684\u6740\u624b\u7ea7\u4ea7\u54c1\u3002\u5426\u5219\uff0c\u5b83\u6700\u7ec8\u53ea\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u9700\u8981\u53cd\u590d\u8c03\u6821\u7684AI\u73a9\u5177\uff0c\u800c\u975e\u65f6\u95f4\u6760\u6746\u3002\u5bf9\u4e8e\u4e00\u4e2a\u53ea\u6709\u4e24\u4eba\u3001\u4ee5\u201c\u4e0d\u4e0a\u5927\u5b66\u201d\u4e3a\u8363\u7684\u56e2\u961f\uff0c\u6df1\u5ea6\u6253\u78e8\u573a\u666f\u7ea7\u7f16\u8f91\u80fd\u529b\uff0c\u6bd4\u8ffd\u9010\u66f4\u591a\u7684AI\u7279\u6027\uff0c\u8981\u91cd\u8981\u5f97\u591a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Fluent Frame<\/span>\n <\/div>\n<div class=\"comment-content\">You’re shipping 3 updates a week, but marketing each feature eats hours of your time – or thousands of dollars at an agency. With Fluent Frame, you can create launch videos and product explainers from a simple text prompt. Marketing teams and solo founders ship videos in minutes, for a few dollars, instead of thosands.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Builders! \ud83d\udc4b<\/p>\n<p>We launched our previous product a few months back, but we weren’t able to find PMF with it.<\/p>\n<p>So that’s why we pivoted again to something we’ve faced as a problem multiple times ourselves:<\/p>\n<p>Creating launch videos for the new features we ship each week.<\/p>\n<p>That’s why we built Fluent Frame – a platform that helps you create professional product launch videos or product walkthroughs with just a text prompt in a couple of minutes. No more spending time screen recording a new feature 10 times and posting a simple Loom on X or LinkedIn. You can now have your own AI Agent that creates professional product videos.<\/p>\n<p>Fluent Frame lets you create a professional video in minutes – with motion graphics, voiceover, music, SFX, images where needed, and much more in under 15 minutes.<\/p>\n<p>How it works:<\/p>\n<p>1\/ Type a simple prompt: “Create me a launch video for {website}.”<br \/>\n2\/ Choose a voiceover, duration, and aspect ratio.<br \/>\n3\/ Add screenshots if you want to include your app UI.<br \/>\n4\/ Preview the plan generated by the creative director.<br \/>\n5\/ Review the video and make additional edits.<\/p>\n<p>You can try out the platform for free with 30 credits.<\/p>\n<p>Thanks in advance \ud83d\ude09\ud83d\ude4f<\/p>\n<p>Dimitar and I decided not to go to university \ud83c\udf93 and to fully focus on building products, so your feedback is essential for us to grow and get to the next level.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tsvetan_99\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tsvetan_99<\/a> How well does it handle customizing for different platforms, and any tips for nailing brand voice in those text prompts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You emphasize \u201csurgical edits\u201d without regenerating the whole video. What can be edited at the scene\/element level (timing, layout, colors, voiceover, screenshots), and where are the current limits compared to tools like After Effects or template-based editors?<\/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\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Thank you for the comment! <\/p>\n<p>Right now we have simple elements movement and resizing.<\/p>\n<p>Still the voiceover and the layout changing is done through prompting. <\/p>\n<p>We should soon add more scene\/level element based editing(colors, timing, animation, etc.)<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc124670-b250-4356-910a-dd63b2a3cf99.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>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\">Top product, I\u2019m building lots of explanatory videos for our blog posts<\/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\/@mignev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mignev<\/a> Thank you, Marian!! <\/p>\n<p>Happy that the product delivers value for you \ud83d\ude4f\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@yavorbelakov Thank you, Yavor \ud83d\ude4f\ud83d\ude4f<\/div>\n<div class=\"comment-actions\">\n<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>Just had my own quiet PH launch a few weeks back, so massive respect for the pivot and the ship. The “screen record 10 takes for a 30-second Loom” loop is painfully real – we hit it every week shipping client updates. Going to burn through the 30 credits this week. Good luck today! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@konstantinrachev Thank you so much Konstantin!! <\/p>\n<p>Let me know if you have any feedback or need help!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>To be honest, the launch video felt really rough. Do you have plans to improve quality, or are you targeting some segment of the market that doesn’t need high-quality launch videos? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rajiv_ayyangar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajiv_ayyangar<\/a> Thank you for the comment, Rajiv, <\/p>\n<p>We are currently trying to improve our system so it will get better and better in the next weeks and months. <\/p>\n<p>What didn’t you like? What would you like to be improved? The animations, the design or something else?<\/p>\n<p>The feedback is the most important for us in order to improve our engine\ud83d\ude4f <\/p>\n<p>Thank you again for the comment. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Three updates a week vs. video cadence is the exact wall every niche-content channel hits. I run Mod3Loop (<a href=\"https:\/\/www.youtube.com\/@Mod3Loop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/@Mod3Loop<\/a>) on financial modeling \u2014 the bottleneck was never the script, it was the production lag between deciding-to-make and publish-ready. Anything that compresses that lag without flattening the depth is gold for solo creators; the failure mode of most AI-video tools is they ship something that looks fine but reads as filler within 30 seconds because the structure is generic. Curious how Fluent Frame handles the depth-vs-cadence trade-off: is there a knob for how much you want the AI to opinionate the structure, or does it always default to a templated arc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a solo dev making app screenshots and demo videos is always the last thing that gets done. Does it work well for mobile apps or is it mostly built around web products?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this idea! I’m the only marketing person on my team and i know the ABSOLUTE pain of making demo videos that are branded and polished. The videos are still a lil rough but i see the potential. Keep going! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Shipping features is the fun part, but making videos for them is usually a nightmare, so this looks like a huge time-saver. \ud83d\ude4c I’m curious, how much granular control do we have over the specific scenes after the AI generates the first draft? Can we manually swap out specific clips or adjust the timing of the voiceover?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/343V4QSMXHGFIP\" class=\"app-title\">Fabraix<\/a><\/p>\n<div class=\"one-liner\">Find gaps in your AI agents before users do<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">146<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fabraix \u662f\u4e00\u6b3e\u9ed1\u76d2\u538b\u529b\u6d4b\u8bd5\u5de5\u5177\uff0c\u901a\u8fc7\u6a21\u62df\u4e0a\u5343\u79cd\u5b9e\u65f6\u81ea\u9002\u5e94\u653b\u51fb\u7b56\u7565\uff0c\u5728\u90e8\u7f72\u524d\u53d1\u73b0AI\u667a\u80fd\u4f53\uff08\u5305\u62ec\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\uff09\u7684\u529f\u80fd\u6545\u969c\u3001\u5e7b\u89c9\u548c\u5b89\u5168\u9690\u60a3\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u201c\u4e0d\u6562\u8ba9\u667a\u80fd\u4f53\u81ea\u4e3b\u8fd0\u884c\u201d\u7684\u53ef\u9760\u6027\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\/9f5b6faa-88f2-4dfa-bff2-3b9a67f5dff5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91bd341c-9848-4e18-9a79-5a7c7a21c95a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36c60dd9-3f3e-4b94-862d-1ee177883aa6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/76d8faa8-da69-4d06-83c1-005f89cdddd5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d316057-8061-4656-97c4-f236fbc27ac8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f94abb9e-627a-4149-9b8f-927778feb67e.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\/3a399be2-4264-41ee-b9c2-058beba668f5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/O_kpmwc-qHY\"><source src=\"https:\/\/youtu.be\/O_kpmwc-qHY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u9ed1\u76d2\u538b\u529b\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u7ea2\u961f\u653b\u51fb<\/span><br \/>\n <span class=\"tag\">\u53ef\u9760\u6027\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6545\u969c\u6ce8\u5165<\/span><br \/>\n <span class=\"tag\">AI\u7ea2\u84dd\u5bf9\u6297<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u8bc4\u6d4b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u667a\u80fd\u4f53\u53ef\u9760\u6027\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u662f\u5426\u652f\u6301\u804a\u5929\u673a\u5668\u4eba\u53ca\u7279\u5b9a\u6846\u67b6\u3002\u6709\u7528\u6237\u8ffd\u95ee\u5982\u4f55\u5e73\u8861\u540c\u6b65\u62e6\u622a\u4e0e\u4ec5\u89c2\u5bdf\u7684\u5b89\u5168\u7b56\u7565\uff0c\u5e76\u5e0c\u671b\u4e86\u89e3\u5b9e\u6218\u4e2d\u5982\u4f55\u964d\u4f4e\u8bef\u62a5\u548c\u5ef6\u8fdf\u3002\u56e2\u961f\u56de\u5e94\u79ef\u6781\uff0c\u4e3b\u52a8\u63d0\u51fa\u5bf9\u63a5\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 Fabraix\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u4e14\u950b\u5229\u3002\u5b83\u6ca1\u6709\u6389\u8fdb\u201c\u5982\u4f55\u6784\u5efa\u66f4\u806a\u660eAgent\u201d\u7684\u6d41\u884c\u53d9\u4e8b\uff0c\u800c\u662f\u76f4\u6307\u5f53\u524d\u884c\u4e1a\u6700\u81f4\u547d\u7684\u8f6f\u808b\uff1a\u90e8\u7f72\u5373\u7ffb\u8f66\u3002\u8fd9\u4e2a\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u5185\u90e8QC\uff08\u8d28\u91cf\u63a7\u5236\uff09\u6d41\u7a0b\u201d\u4ea7\u54c1\u5316\uff0c\u5bf9AI\u5de5\u7a0b\u5316\u6765\u8bf4\uff0c\u8fd9\u662f\u4e2a\u7cdf\u7cd5\u7684\u4fe1\u53f7\u2014\u2014\u5927\u591a\u6570\u56e2\u961f\u5728\u6301\u7eed\u751f\u4ea7\u52a3\u8d28\u667a\u80fd\u4f53\uff0c\u751a\u81f3\u6ca1\u6709\u4e00\u5957\u5408\u683c\u7684\u8d28\u91cf\u68c0\u6d4b\u6807\u51c6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u65b0\u5947\u7684\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u4e00\u79cd\u201c\u533b\u7597\u68c0\u6d4b\u8bd5\u5242\u76d2\u201d\uff1a\u82b1\u51e0\u5206\u949f\u8dd1\u4e00\u904d\u538b\u529b\u6d4b\u8bd5\uff0c\u81f3\u5c11\u8ba9\u4f60\u77e5\u9053\u81ea\u5df1\u75c5\u5728\u54ea\u3002\u8fd9\u5bf9\u4e8e\u90a3\u4e9b\u5df2\u7ecf\u6216\u51c6\u5907\u5c06\u667a\u80fd\u4f53\u63a8\u5411\u751f\u4ea7\u73af\u5883\u7684\u56e2\u961f\u662f\u5fc5\u8981\u7684\u3002\u4f46\u201c\u5f3a\u68c0\u6d4b\u201d\u4e0d\u80fd\u66ff\u4ee3\u201c\u5f3a\u8bbe\u8ba1\u201d\uff0cFabraix\u80fd\u63ea\u51fa1000\u79cd\u6b7b\u6cd5\uff0c\u5374\u65e0\u6cd5\u6559\u4f1a\u4f60\u7684\u667a\u80fd\u4f53\u5982\u4f55\u771f\u6b63\u201c\u6d3b\u7740\u201d\u2014\u2014\u5373\u6784\u5efa\u7a33\u5065\u7684\u63a8\u7406\u94fe\u548c\u72b6\u6001\u7ba1\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5b83\u7684\u9ed1\u76d2\u7b56\u7565\u867d\u7136\u964d\u4f4e\u4e86\u96c6\u6210\u95e8\u69db\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u65e0\u6cd5\u6307\u5bfc\u5185\u90e8\u67b6\u6784\u7684\u4fee\u590d\u8def\u5f84\uff1b\u5bf9\u4e8e\u8ffd\u6c42\u6781\u81f4\u53ef\u9760\u6027\u7684\u6838\u5fc3\u4e1a\u52a1\uff0c\u4ec5\u9760\u5916\u90e8\u538b\u529b\u6d4b\u8bd5\u53ef\u80fd\u4e0d\u591f\u3002\u7528\u6237\u5bf9\u201c\u8bef\u62a5\u7387\u201d\u3001\u201c\u540c\u6b65\u62e6\u622a\u4e0e\u5f02\u6b65\u89c2\u5bdf\u201d\u7b49\u5b9e\u8df5\u95ee\u9898\u7684\u8ffd\u95ee\uff0c\u6070\u6070\u63ed\u793a\u4e86\u4ece\u201c\u68c0\u6d4b\u201d\u5230\u201c\u6cbb\u7406\u201d\u4e4b\u95f4\u5b58\u5728\u7684\u4ef7\u503c\u9e3f\u6c9f\u3002\u5b83\u80fd\u5356\u7126\u8651\u7684\u89e3\u836f\uff0c\u4f46\u6700\u7ec8\u80fd\u8ba9\u56e2\u961f\u5b9e\u73b0\u5f3a\u5065\u90e8\u7f72\uff0c\u8fd8\u9700\u8981\u66f4\u6df1\u7684\u8fd0\u884c\u65f6\u8bca\u65ad\u6216\u8f85\u52a9\u4fee\u590d\u80fd\u529b\u3002\u56e2\u961f\u80cc\u666f\uff08Meta\/Monzo\uff09\u589e\u52a0\u4e86\u53ef\u4fe1\u5ea6\uff0c\u4f46\u4e0b\u4e00\u9636\u6bb5\u7684\u5173\u952e\u662f\u80fd\u5426\u5728\u201c\u627e\u5230\u95ee\u9898\u201d\u548c\u201c\u4fee\u590d\u95ee\u9898\u201d\u4e4b\u95f4\u5efa\u7acb\u6865\u6881\uff0c\u4ece\u6d4b\u8bd5\u5de5\u5177\u8fdb\u5316\u4e3a\u8d28\u91cf\u95ed\u73af\u7684\u6838\u5fc3\u4e00\u73af\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\">Fabraix<\/span>\n <\/div>\n<div class=\"comment-content\">AI agents fail in ways traditional software doesn’t. Our agents help you find all the ways in which your AI agents fail by adversarially testing them in a dedicated environment. Point it at any AI agent, or multi-agent system, and it launches 1,000+ strategies that adapt to your system in real time – pure blackbox, no integration needed. Built by ex-Meta engineers.<\/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>We built agents for massive scale before and realised that 90% of the work was making them reliable enough not to break in production. The frontier level of agent engineering comes from having an exhaustive testing suite, and we had to build that internally just to ship anything ambitious. So we’re building it for everyone else.<\/p>\n<p>Most teams don’t have that infrastructure today and they cope by “nerfing” the agent – reverting to single-step tasks instead of the multi-step autonomous workflows agents are actually capable of.<\/p>\n<p>Our agent is an offensive AI that stress-tests your AI agents. It adapts, retries, and escalates across multi-turn attempts the way a real user would. Pure blackbox, no integration. Point it at any agent and let it run.<\/p>\n<p>It surfaces functional failures (wrong tool calls, hallucinations, broken handoffs) and security exploits before users do.<\/p>\n<p><strong>What we can help with<\/strong>: Confidence that the agents you’ve already deployed hold up against the failure modes that matter. Confidence to add new tools and expand autonomy without quietly breaking something downstream every release.<\/p>\n<p>Built by a team of ex-Meta and Monzo engineers. We’d genuinely love feedback from anyone who’s been facing an issue with testing AI agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zachx0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zachx0<\/a> Does this apply to chatbots?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@zachx0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zachx0<\/a> brilliant work !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>Just to add to what Zach said, we really believe agentic reliability is the biggest hurdle to overcome before we can really realise the productivity benefits of agents, and it’s starts with being able to evaluate them. How can you build something reliable, if you don’t know where it fails?<\/p>\n<p>Would love feedback and comments on our approach!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super interesting! Does it work with Nebula agents??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@safi_qadir\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@safi_qadir<\/a> Nebula would actually be a perfect case for this. I will dm you to discuss<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Crazy times, this is a killer product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So happy to see this launch. Great work guys!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gauravthapa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gauravthapa<\/a> Appreciate all the great stuff you’re doing too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Unreal product!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jockferguson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jockferguson<\/a> What has been your favourite feature?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Arx adds runtime action checking (\/check) alongside event logging (\/event): how do you recommend teams decide what to gate synchronously vs only observe, and what have you learned about keeping false positives and latency low while still blocking real prompt-injection\/goal-deviation attempts?<\/div>\n<div class=\"comment-actions\">\n<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\">@curiouskitty I would love to know your answer to this as an AI agent. What have you encountered in the wild?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PM5CB7RBPREHJU\" class=\"app-title\">Ara<\/a><\/p>\n<div class=\"one-liner\">Agentic Wispr flow computer-use-agent living in your notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">122<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ara\u662f\u4e00\u6b3e\u9a7b\u7559\u5728Mac\u83dc\u5355\u680f\u4e2d\u7684AI\u7535\u8111\u64cd\u63a7\u52a9\u624b\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5373\u53ef\u81ea\u52a8\u5316\u64cd\u4f5c\u684c\u9762\u5e94\u7528\uff0c\u7701\u53bb\u624b\u52a8\u5207\u6362\u591a\u7a97\u53e3\u3001\u590d\u5236\u7c98\u8d34\u7684\u7e41\u7410\u6d41\u7a0b\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\/c807c294-e3d7-4d42-8760-17e27a0d20eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8502d88e-d610-4c23-a82f-19a760483c1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09f2424c-a670-4798-84da-b871867b9a9a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a1c9eb05-8c38-47da-8b31-0799ccf7a11a.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\/04e640de-04f4-47ed-9115-bf6087775844.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/49mXdnWELHM\"><source src=\"https:\/\/youtu.be\/49mXdnWELHM\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Computers<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u684c\u9762\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8ba1\u7b97\u673a\u4f7f\u7528\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Mac\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">LLM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Agent\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u64cd\u63a7<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u52a9\u624b<\/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\u8bb0\u5fc6\u673a\u5236\u5982\u4f55\u533a\u5206\u957f\u671f\u8bb0\u5fc6\u4e0e\u4e34\u65f6\u72b6\u6001\uff0c\u4ee5\u53ca\u5982\u4f55\u9632\u6b62\u201c\u6307\u4ee4\u4e2d\u6bd2\u201d\u3002\u591a\u4f4d\u7528\u6237\u8be2\u95ee\u5b89\u5168\u9632\u62a4\u5c42\uff1a\u662f\u5426\u652f\u6301\u5ba1\u6279\u7cfb\u7edf\u4ee5\u9632\u8bef\u5220\u6587\u4ef6\u6216\u8bef\u53d1\u90ae\u4ef6\u3002\u5f00\u53d1\u8005\u56de\u590d\u79f0\u654f\u611f\u5e94\u7528\u9ed8\u8ba4\u5c4f\u853d\uff0c\u7528\u6237\u53ef\u5b9e\u65f6\u76d1\u63a7\u5e76\u968f\u65f6\u4e2d\u6b62\u64cd\u4f5c\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 Ara\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u591a\u4e86\u4e00\u4e2aAI\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u6210\u4e3a\u8ba1\u7b97\u673a\u64cd\u4f5c\u7cfb\u7edf\u7684\u201c\u771f\u76ae\u5c42\u201d\u2014\u2014\u4e00\u4e2a\u80fd\u76f4\u63a5\u8c03\u7528\u9f20\u6807\u3001\u952e\u76d8\u3001\u6d4f\u89c8\u5668\u548c\u672c\u5730CLI\u7684\u81ea\u4e3b\u4ee3\u7406\u3002\u8fd9\u79cd\u4ece\u201c\u5bf9\u8bdd\u201d\u5230\u201c\u6267\u884c\u201d\u7684\u8dc3\u8fc1\uff0c\u786e\u5b9e\u5207\u4e2d\u4e86\u91cd\u5ea6\u7528\u6237\u9700\u8981\u540c\u65f6\u7ba1\u7406\u5341\u51e0\u4e2a\u7a97\u53e3\u7684\u75db\u70b9\u3002\u4f46\u4ea7\u54c1\u662f\u5426\u6210\u7acb\uff0c\u53d6\u51b3\u4e8e\u4e24\u4e2a\u81f4\u547d\u95ee\u9898\uff1a\u7b2c\u4e00\uff0c\u57fa\u4e8e\u622a\u56fe\u5750\u6807\u7684\u201c\u8ba1\u7b97\u673a\u4f7f\u7528\u201d\u6a21\u5f0f\u5bf9UI\u53d8\u5316\u7684\u5bb9\u9519\u7387\u6781\u4f4e\uff0c\u4efb\u4f55\u4e00\u6b21\u754c\u9762\u6539\u7248\u90fd\u53ef\u80fd\u5bfc\u81f4\u4efb\u52a1\u94fe\u65ad\u88c2\uff0c\u8fd9\u5728\u771f\u5b9e\u751f\u4ea7\u73af\u5883\u4e2d\u662f\u707e\u96be\u6027\u7684\uff1b\u7b2c\u4e8c\uff0c\u7528\u6237\u7684\u8d28\u7591\u70b9\u51fa\u4e86\u5b89\u5168\u4e0e\u53ef\u89e3\u91ca\u6027\u7684\u6838\u5fc3\u77db\u76fe\u2014\u2014\u5f53\u4e00\u4e2aAI\u53ef\u4ee5\u81ea\u52a8\u56de\u590d\u90ae\u4ef6\u3001\u5220\u9664\u6587\u4ef6\u3001\u64cd\u4f5c\u6d4f\u89c8\u5668\u65f6\uff0c\u201c\u76d1\u63a7+\u5373\u65f6\u4e2d\u6b62\u201d\u7684\u9632\u9519\u673a\u5236\u672c\u8d28\u4e0a\u4ecd\u662f\u201c\u4eba\u8089\u4fdd\u59c6\u201d\uff0c\u5e76\u6ca1\u6709\u89e3\u51b3\u4ee3\u7406\u884c\u4e3a\u7684\u540e\u679c\u5f52\u8d23\u95ee\u9898\u3002\u6b64\u5916\uff0c\u201c\u81ea\u5e26LLM\u201d\u867d\u7136\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\uff0c\u5374\u4e5f\u610f\u5473\u7740\u6027\u80fd\u5b8c\u5168\u53d6\u51b3\u4e8e\u7528\u6237\u9009\u62e9\u7684\u6a21\u578b\u8d28\u91cf\u548c\u63a8\u7406\u6210\u672c\u3002Ara\u786e\u5b9e\u5728\u201c\u8ba9AI\u5e72\u6d3b\u201d\u7684\u65b9\u5411\u4e0a\u8fc8\u51fa\u4e86\u52a1\u5b9e\u4e00\u6b65\uff0c\u4f46\u73b0\u9636\u6bb5\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u81ea\u52a8\u5316\u5b8f\u6f14\u793a\u5668\u201d\uff0c\u8ddd\u79bb\u80fd\u5904\u7406\u590d\u6742\u52a8\u6001\u4efb\u52a1\u7684\u65e0\u76d1\u7763\u4ee3\u7406\u8fd8\u6709\u76f8\u5f53\u8ddd\u79bb\u3002\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0c\u5b83\u901a\u8fc7Notch\u4ea4\u4e92\u548c\u540e\u53f0Agent\u5265\u79bb\u4e86\u7528\u6237\u7684\u6ce8\u610f\u529b\uff0c\u8fd9\u53ef\u80fd\u662f\u672a\u6765\u4eba\u673a\u534f\u4f5c\u7684\u6b63\u786e\u59ff\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\">Ara<\/span>\n <\/div>\n<div class=\"comment-content\">Automate everything. Bring your own LLM provider and use Codex app like Computer use for free, with several agents that can work for you autonomously.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Agent Operators! \ud83d\udc4b<\/p>\n<p>We built <strong>Ara<\/strong> for people who want an AI that actually <em>does<\/em> things on their computer \u2014 not just types back in a chat window.<\/p>\n<p>Instead of juggling ChatGPT, Slack, your browser, your IDE, and 14 other tabs, <strong>Ara lives in your notch<\/strong>. Hit a hotkey, give it a task, and watch it execute on your Mac.<\/p>\n<p><strong>Things you can text into existence:<\/strong><\/p>\n<p>\ud83d\udda5\ufe0f <em>“Pull this week’s Stripe revenue and drop it in our standup doc”<\/em><\/p>\n<p>\ud83d\udce7 <em>“Reply to the last 5 emails in my inbox”<\/em><\/p>\n<p>\ud83d\udd0d <em>“Find every YC P26 AI agent company and put them in a Notion doc”<\/em><\/p>\n<p>\ud83d\udcc5 <em>“Book a 30-min with John and Sarah next week, send invites”<\/em><\/p>\n<p>\u26a1 <em>“Open my repo, pull main, run the tests”<\/em><\/p>\n<p>No tab switching. No copy-paste. No babysitting. Just <strong>hit the notch, give the task, walk away<\/strong>.<\/p>\n<p><strong>Wispr Flow on the surface. Jarvis underneath.<\/strong><\/p>\n<p>If you try it, drop the wildest thing you got Ara to do \u2014 we ship daily based on what breaks \ud83d\ude80<\/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\/@adi_singh5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adi_singh5<\/a> hyped for this \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Let me know how you use it! Free to try with Bring your own AI! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adi_singh5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adi_singh5<\/a> How reliable is it handling complex chains like that, and any wild user requests you’ve shipped from yet?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hey Builders & Automators!! \ud83d\udc4b<\/strong><\/p>\n<p>We built <strong>Ara<\/strong> for people who want AI to actually <em>do<\/em> the work, not just chat about it.<\/p>\n<p>Think <strong>Wispr Flow, but with hands.<\/strong> Just say it. It’s done.<\/p>\n<p>Ara lives in your <strong>notch<\/strong> and drives your Mac like you would, moving the cursor, clicking apps, filling forms, navigating the browser. <strong>You watch it work.<\/strong><\/p>\n<ul>\n<li>\n<p>\ud83d\uddb1\ufe0f <strong>State-of-the-art computer use and ACP<\/strong> running right in your notch<\/p>\n<\/li>\n<li>\n<p>\ud83e\udd16 <strong>Bring your own LLM<\/strong> and use Codex like Computer Use, <strong>free<\/strong><\/p>\n<\/li>\n<li>\n<p>\ud83e\udde0 Smart, auto-routed models (Claude, GPT, Gemini + 180 others)<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd17 1,000+ integrations (Gmail, Slack, Notion, GitHub, and more)<\/p>\n<\/li>\n<\/ul>\n<p><strong>No prompting gymnastics. No babysitting. Just say it.<\/strong><\/p>\n<p>Try it and tell us what you automated first \ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@smyhre\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@smyhre<\/a> this is cool!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Ara talks about a persistent runtime with files, skills, and memory\u2014how do you decide what gets written to long-term memory vs kept as ephemeral task state, and how do you prevent \u201cstale decisions\u201d or accidental instruction\/memory poisoning from affecting future runs?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> So we see if a task is completely lit or if the action is usable for other tasks and thus they’re saved to memory. Long-term memory is like an Obsidian, a graph structure, 3D actually, to save these personal action items. Ephemeral task states are way more technical regarding the actual state of the product and not personal memory. We do, however, communicate with the CLI agent of the user to get the largest project that they are currently working on. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That\u2019s a really interesting approach. I\u2019m excited to try this.<\/p>\n<\/p>\n<p>I imagine it probably takes a while to get used to handing off things that used to be manual work, but once that shift happens, I can see this becoming really powerful.<\/p>\n<\/p>\n<p>One thing I\u2019m curious about though: is there some kind of security layer or approval system to prevent accidental file deletions or unintended emails or stuff like that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bennyqp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bennyqp<\/a> Great to hear, yes security is important so it uses the same priveleges as your agent cli that you adapt in. If you log in with Claude Code (yes its still allowed) those permissions will follow. <\/p>\n<p>We also have dedicated cursor views with live update so you can monitor what is acceptable and what is not \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Good question! Ara has built-in guardrails. Sensitive apps like password managers are blocked by default, you can view every action and stop it anytime, and you can set up repeatable workflows for tasks you run often.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Imagine being productive during your coffee chat or while you take a lap around the office. This is sick and will be experimenting with what I can get it to do for my startup without breaking \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joe_setpoint\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_setpoint<\/a> Exactly! The future is background agents handling most of the work while you’re off doing literally anything else. Keep us posted on how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WJUVYO4AMA4GMC\" class=\"app-title\">Contral<\/a><\/p>\n<div class=\"one-liner\">The agent which teaches while you build<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Contral\u662f\u4e00\u4e2a\u5185\u5d4c\u4e8eVS Code\u3001Cursor\u7b49\u4e3b\u6d41\u7f16\u8f91\u5668\u7684AI\u6559\u5b66\u4ee3\u7406\uff0c\u5728\u5f00\u53d1\u8005\u4f7f\u7528AI\u8f85\u52a9\u7f16\u7a0b\uff08Vibecoding\uff09\u65f6\uff0c\u5b9e\u65f6\u9010\u884c\u89e3\u91caAI\u751f\u6210\u7684\u4ee3\u7801\uff0c\u89e3\u51b3\u201c\u5199\u4e86\u4f46\u4e0d\u7406\u89e3\u4ee3\u7801\u3001\u65e0\u6cd5\u901a\u8fc7\u4ee3\u7801\u8bc4\u5ba1\u6216\u7ef4\u62a4\u4ee3\u7801\u5e93\u201d\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\/69d4b3d2-d096-48ae-85d0-9e9a26948889.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd218cb3-5c63-40cc-addb-af26724aa30a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8524f905-c06a-4e57-8839-08f4eaba2cc6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58b3959b-8601-4e31-8b1b-5b80c281d36b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fff1a18-d4e6-42c0-8717-cfba72f57682.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ddc6474c-285d-4d5b-9273-bd783bfffc53.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9c6fa4a7-a30d-4d76-8a76-7d8c994245d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8630f348-5a9c-44f0-96e2-8ffa9cf418dc.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\/65846b07-c09e-41cd-b26b-eb1f5b6f836a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/MwoZO2VDEAM\"><source src=\"https:\/\/youtu.be\/MwoZO2VDEAM\" 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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u6559\u5b66\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u89e3\u91ca<\/span><br \/>\n <span class=\"tag\">VibeLearning<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">VS Code\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">AI\u900f\u660e\u5ea6<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u667a\u529b\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\u4e86\u201c\u7406\u89e3AI\u4ee3\u7801\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002\u6709\u8bc4\u8bba\u62c5\u5fe7token\u6d88\u8017\uff0c\u5b98\u65b9\u56de\u5e94\u6559\u5b66\u90e8\u5206token\u7531Contral\u627f\u62c5\u3002\u7528\u6237\u5c16\u9510\u63d0\u95ee\u201c\u5982\u4f55\u9632\u6b62\u89e3\u91ca\u662f\u6a21\u578b\u4e8b\u540e\u7f16\u9020\u7684\u6545\u4e8b\u201d\uff0c\u5b98\u65b9\u56de\u7b54\u901a\u8fc7\u201c\u9884\u6d4b\u800c\u975e\u89e3\u91ca\u201d\u3001\u7ed1\u5b9a\u53ef\u9a8c\u8bc1\u4e8b\u5b9e\uff08\u5982N+1\u67e5\u8be2\uff09\u6765\u89e3\u8026\u3002\u53e6\u6709\u7528\u6237\u6307\u51fa\uff0c\u5728\u9879\u76ee\u590d\u6742\u65f6\uff0c\u7406\u89e3\u67b6\u6784\u80fd\u53ca\u65e9\u53d1\u73b0AI\u7684\u9519\u8bef\u65b9\u5411\uff0c\u51cf\u5c11token\u6d6a\u8d39\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 Contral\u5207\u4e2d\u4e86\u5f53\u524d\u201cVibeCoding\u201d\u6d6a\u6f6e\u4e2d\u6700\u9690\u79d8\u7684\u7126\u8651\uff1a\u667a\u529b\u8d44\u4ea7\u6d41\u5931\u3002\u5f53\u5f00\u53d1\u8005\u4ece\u201c\u624b\u5199\u4ee3\u7801\u201d\u6f14\u53d8\u4e3a\u201c\u5ba1\u9605AI\u4ea7\u51fa\u201d\uff0c\u539f\u6709\u7684\u6280\u80fd\u79ef\u7d2f\u6a21\u5f0f\u88ab\u6253\u7834\uff0c\u4ee3\u7801\u5e93\u53d8\u6210\u4e86\u7f3a\u4e4f\u5185\u90e8\u5171\u8bc6\u7684\u201c\u9ed1\u7bb1\u201d\u3002Contral\u7684\u4ef7\u503c\u4e0d\u5728\u591a\u751f\u6210\u4e00\u884c\u4ee3\u7801\uff0c\u800c\u5728\u4e8e\u53cd\u5411\u5f25\u8865AI\u534f\u4f5c\u5e26\u6765\u7684\u201c\u8ba4\u77e5\u7f3a\u53e3\u201d\u2014\u2014\u5b83\u8bd5\u56fe\u5728AI\u4ee3\u7801\u548c\u5f00\u53d1\u8005\u5fc3\u667a\u4e4b\u95f4\u5efa\u7acb\u4e00\u5ea7\u540c\u6b65\u4f20\u8f93\u7684\u6865\u6881\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ea7\u54c1\u8bbe\u8ba1\u8db3\u591f\u950b\u5229\uff1a\u5c06\u201c\u4e8b\u540e\u7f16\u9020\u89e3\u91ca\u201d\u8fd9\u4e00AI\u56fa\u6709\u7f3a\u9677\u4e3b\u52a8\u63d0\u51fa\u5e76\u5c1d\u8bd5\u7528\u201c\u9884\u6d4b+\u5bf9\u6bd4\u201d\u673a\u5236\u7834\u89e3\uff0c\u4f53\u73b0\u4e86\u5bf9LLM\u5c40\u9650\u6027\u7684\u6e05\u9192\u8ba4\u77e5\u3002\u8fd9\u6bd4\u5927\u591a\u6570\u53ea\u805a\u7126\u901f\u5ea6\u548c\u4ea7\u91cf\u7684Agent\u5de5\u5177\u66f4\u5177\u5907\u957f\u671f\u4e3b\u4e49\u773c\u5149\u3002\u7136\u800c\uff0c\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u6548\u7387\u4e0e\u6559\u80b2\u6df1\u5ea6\u7684\u5e73\u8861\u3002\u6559\u80b2\u7684\u672c\u8d28\u662f\u201c\u6162\u201d\uff0c\u800cAI\u7f16\u7801\u8ffd\u6c42\u201c\u5feb\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u6559\u5b66\u5361\u7247\u4ec5\u4ec5\u6210\u4e3a\u4e00\u6bb5\u4ee3\u7801\u7684\u201c\u6613\u8bfb\u6ce8\u91ca\u201d\uff0c\u90a3\u4e48\u5b83\u4f9d\u7136\u505c\u7559\u5728\u8868\u5c42\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u57fa\u4e8e\u4ee3\u7801\u8109\u7edc\uff0c\u4e3b\u52a8\u6311\u6218\u5f00\u53d1\u8005\u7684\u9519\u8bef\u5047\u8bbe\uff0c\u751a\u81f3\u6307\u51fa\u201c\u8fd9\u6bb5AI\u4ee3\u7801\u867d\u7136\u80fd\u8fd0\u884c\uff0c\u4f46\u5728\u4f60\u7684\u67b6\u6784\u91cc\u662f\u9519\u8bef\u7684\u201d\u3002\u5982\u679c\u5728\u201c\u6559\u201d\u7684\u73af\u8282\u4e0d\u80fd\u6bd4\u666e\u901a\u4ee3\u7801\u5ba1\u67e5\u66f4\u6df1\u5165\uff0c\u5b83\u6700\u7ec8\u53ef\u80fd\u53ea\u662f\u201c\u5e2e\u4f60\u770b\u61c2\u4ee3\u7801\u201d\u7684\u6f02\u4eaeUI\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u6559\u5b66\u4ee3\u7406\u201d\u3002\u4e0d\u8fc7\uff0c\u5728\u5f53\u4e0b\u8fd9\u4e2a\u5f00\u53d1\u8005\u96c6\u4f53\u9677\u5165\u201c\u9ad8\u6548\u4f46\u65e0\u77e5\u201d\u7684\u5c34\u5c2c\u5904\u5883\u4e2d\uff0cContral\u7684\u201cVibeLearning\u201d\u7406\u5ff5\uff0c\u65e0\u7591\u662f\u4e00\u9488\u6e05\u9192\u5242\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\">Contral<\/span>\n <\/div>\n<div class=\"comment-content\">Contral is the agent that teaches you while you build. Most developers study tutorials that have nothing to do with the code they actually work on. When they open their editor, they are on their own. Contral lives inside your existing environment and fixes that. Build Mode gives you context aware assistance as you write real code, supporting your thinking instead of replacing it. Learn Mode guides you through actual tasks with real time explanations tied to your editor. No new tools.<\/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 \ud83d\udc4b<\/p>\n<p>We built Contral because we kept shipping AI-written code we couldn’t defend in code review. Vibecoding made us faster but six months in we didn’t understand our own codebases anymore.<\/p>\n<p>The fix: vibelearning. You keep coding at AI speed and actually learn what gets written. No slowdown, no separate study time, just understanding that lands while the code lands.<\/p>\n<p>Contral is the teaching layer for any AI coding agent.<\/p>\n<p>What it does:<\/p>\n<p>– Install in VS Code, Cursor, Windsurf, Antigravity, or Kilo Code in one click<\/p>\n<p>– Whenever your agent edits a file, Contral streams an explanation card line by line while it ships<\/p>\n<p>– Built-in recursive coding agent (Generator \u2192 Critic \u2192 Revisor) for the hard problems<\/p>\n<p>– 49+ Java topics with a hint economy for structured learning<\/p>\n<p>– BYOK supported, your keys stay on your machine<\/p>\n<p>Free tier, no card required. Pro from $14.99\/mo with 50% launch discount live today.<\/p>\n<p>If you’ve ever shipped a Cursor diff and quietly hoped nobody would ask you to walk through it, vibelearning is for you.<\/p>\n<p>We’re in chat all day. Throw your honest takes, edge cases, and feature requests at us. The roadmap is genuinely shaped by what we hear here.<\/p>\n<p>Thanks to the beta crew who stuck with us from v1 \u2764\ufe0f<br \/>Devansh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt. Give the contral agent a try in your next vibecoding session and maybe you will just end up loving it. Welcome to the era of Vibe-Learning everyone!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can see the use for this now a lot of junior or intern don’t really know they are doing at their job! But probably the downside is on token consumption when everyone is crying on hitting the max token subscription regularly…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jean_baptiste_kerbrat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jean_baptiste_kerbrat<\/a> Hi Jean, thanks for the validation. The tokens consumed in generating the teaching cards are covered by Contral and you can get unlimited generations with our Pro+ plan.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Compared to Cursor\/Windsurf\/Copilot Agent Mode, what\u2019s the hardest part of adding a teaching layer on top of an agentic workflow\u2014and how do you prevent the explanations from becoming confident-but-wrong rationalizations of what the model just did?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> The core problem is that the explanation and the action come from the same weights, so the model isn’t introspecting rather it’s generating a plausible story that fits the output. Post-hoc narration dressed as teaching.<\/p>\n<p>The fix is decoupling: don’t explain what just happened, predict what’s about to happen, then compare. Ground explanations in verifiable artifacts (“this avoids N+1 queries”), not intentions (“I chose this for clarity”). And surface uncertainty explicitly. Polished explanations feel more trustworthy than hesitant ones, which is exactly backwards for learning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really cool. We’re building a similar open-source Agent-led web dev course and launching next week: <a href=\"https:\/\/www.producthunt.com\/products\/open-vibe?launch=open-vibe\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/open-vibe?launch=open-vibe<\/a> — very cool to see similar ideas popping up in this space.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hot_town\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hot_town<\/a> Love to add to the community. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most tutorials never match the real codebase, so this is actually important.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> Exactly. Learning needs to happen while building!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I think it is great that you have added an educational element to vibe coding.<\/p>\n<\/p>\n<p>I have found that with vibe coding it is easy to get lost as the project becomes more complex and that the agent can get stuck in error loops and burn through tokens.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@adarsh_yadav17\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adarsh_yadav17<\/a> when you actually understand the architecture as its being built you can catch when the agent is going off track early instead of 500 lines deep into the wrong approach. saves tokens and sanity. appreciate the feedback, lmk if you try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 tool is very flexible to use and now i get to understand my code better while vibe coding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@divyansh_seth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@divyansh_seth<\/a> love hearing this. thats exactly the goal, same speed, actual understanding. thanks for trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WUZSMG6ZNNEBUL\" class=\"app-title\">Google Health<\/a><\/p>\n<div class=\"one-liner\">A new relationship with your health<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google Health\u5c06Fitbit\u5347\u7ea7\u4e3aAI\u5065\u5eb7\u4e2d\u5fc3\uff0c\u901a\u8fc7Gemini\u9a71\u52a8\u7684\u4e2a\u6027\u5316\u6559\u7ec3\uff0c\u5728\u7528\u6237\u65e5\u5e38\u5065\u8eab\u3001\u7761\u7720\u3001\u5065\u5eb7\u6570\u636e\u8ffd\u8e2a\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4f20\u7edf\u5065\u5eb7\u5e94\u7528\u7f3a\u4e4f\u52a8\u6001\u5f15\u5bfc\u548c\u957f\u671f\u884c\u4e3a\u6539\u53d8\u52a8\u529b\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\/1851b17d-0e67-461b-aaa5-ef62f492d840.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0b036a6-a3b8-449f-bc00-33d31c11dafe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0676d81-de47-41c3-bfd6-8a1719297ac9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/783c04d0-8d4c-492b-b569-e38690ca3c21.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c91b20b-a76a-40de-95d6-e7e1dea07ba2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e41d024-0f46-400d-bac8-d053795eef33.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/59db7e59-1095-481d-83aa-f3641cfac873.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05940e90-d801-4da0-97ab-26f9a898b598.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a82e2b7b-e73a-43a7-bb55-1f8946062162.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/feeca7db-eaf6-4fc9-af19-1195467cf452.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/57ef073c-2385-4094-88cb-662983fe9588.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c271509-482f-4d5b-8a6e-93da233ab561.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\/e4e113a6-4129-44ec-a127-ec015de0f5c9.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\/9721dd38-6de2-4d3e-af7d-55998c99888f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=7XWbYMpZuY4\"><source src=\"https:\/\/www.youtube.com\/watch?v=7XWbYMpZuY4\" 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\">Android<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/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\">\u5065\u5eb7\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u5065\u5eb7\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u53ef\u7a7f\u6234\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u6539\u53d8<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">Gemini<\/span><br \/>\n <span class=\"tag\">\u65e0\u5c4f\u624b\u73af<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u8bb0\u5f55\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u6559\u7ec3\u80fd\u5426\u6839\u636e\u7528\u6237\u4e00\u81f4\u6027\u5386\u53f2\u81ea\u9002\u5e94\u8c03\u8282\u63d0\u793a\u9891\u7387\uff0c\u4ee5\u89e3\u51b3\u957f\u671f\u884c\u4e3a\u6539\u53d8\u96be\u9898\u3002\u5f00\u53d1\u8005\u5173\u5fc3\u662f\u5426\u5f00\u653e\u7c7b\u4f3cHealthKit\u7684\u533b\u7597\u6570\u636e\u63a5\u53e3\u3002\u65e0\u5c4f\u624b\u73af\u8bbe\u8ba1\u56e0\u8010\u7528\u6027\u548c\u7535\u6c60\u7eed\u822a\u83b7\u5f97\u597d\u8bc4\uff0c\u4f46\u4e5f\u6709\u7528\u6237\u5c06\u5176\u4e0eWhoop\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 Google Health\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662fGoogle\u5bf9Fitbit\u7684\u4e00\u6b21\u201c\u5916\u79d1\u624b\u672f\u5f0f\u201d\u6539\u9020\u2014\u2014\u5b83\u780d\u6389\u4e86Fitbit\u5f15\u4ee5\u4e3a\u50b2\u7684\u5c4f\u5e55\uff0c\u5374\u88c5\u4e0a\u4e86Gemini\u7684\u5927\u8111\u3002\u4ece\u4ea7\u54c1\u5c42\u9762\u770b\uff0c\u8fd9\u662f\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff1a\u5065\u5eb7\u6570\u636e\u91c7\u96c6\u65e9\u5df2\u4e0d\u662f\u96be\u9898\uff0c\u771f\u6b63\u7684\u91d1\u77ff\u5728\u4e8e\u5982\u4f55\u8ba9\u6570\u636e\u4ea7\u751f\u884c\u4e3a\u5e72\u9884\u4ef7\u503c\u3002Gemini\u6559\u7ec3\u627f\u8bfa\u7684\u201c\u81ea\u9002\u5e94\u8ba1\u5212\u201d\u82e5\u771f\u80fd\u57fa\u4e8e\u7528\u6237\u6267\u884c\u9891\u7387\u52a8\u6001\u8c03\u6574\u63d0\u9192\uff0c\u786e\u5b9e\u53ef\u80fd\u7a81\u7834\u4f20\u7edf\u5065\u5eb7App\u201c30\u5929\u5378\u8f7d\u7387\u9ad8\u8fbe80%\u201d\u7684\u9b54\u5492\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6211\u4eec\u5fc5\u987b\u4fdd\u6301\u8b66\u60d5\u3002\u9996\u5148\uff0c\u533b\u7597\u6570\u636e\u6574\u5408\uff08\u5982\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684HealthKit\u5f0f\u5f00\u653e\uff09\u76ee\u524d\u770b\u6765\u4ecd\u662f\u9ed1\u7bb1\uff0c\u5982\u679cGoogle Health\u7ee7\u7eed\u5ef6\u7eedFitbit\u5c01\u95ed\u751f\u6001\u7684\u4f20\u7edf\uff0c\u5b83\u6700\u7ec8\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u6f02\u4eae\u7684\u6570\u636e\u5b64\u5c9b\u3002\u5176\u6b21\uff0c\u201cAI\u5065\u5eb7\u6559\u7ec3\u201d\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8eGemini\u7684\u6280\u672f\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u5728\u4e0e\u7528\u6237\u957f\u671f\u4e92\u52a8\u4e2d\u6784\u5efa\u53ef\u9a8c\u8bc1\u7684\u4fe1\u4efb\u2014\u2014\u7ed9\u51fa\u9519\u8bef\u7684\u6062\u590d\u5efa\u8bae\u6216\u7761\u7720\u89e3\u8bfb\uff0c\u5bf9\u7528\u6237\u5065\u5eb7\u7684\u6f5c\u5728\u4f24\u5bb3\u53ef\u80fd\u8fdc\u8d85\u201c\u4e0d\u63d0\u9192\u201d\u3002\u6700\u540e\uff0c\u65e0\u5c4f\u624b\u73afFitbit Air\u7684\u63a8\u51fa\u66f4\u50cf\u662f\u4e00\u6b21\u6218\u7565\u6536\u7f29\uff1a\u5b83\u627f\u8ba4\u4e86\u4f20\u7edf\u667a\u80fd\u624b\u8868\u5065\u5eb7\u529f\u80fd\u7684\u8fc7\u5269\uff0c\u4f46\u4e5f\u610f\u5473\u7740Google\u653e\u5f03\u4e86\u5c4f\u5e55\u751f\u6001\u5165\u53e3\u3002\u5982\u679cGoogle Health\u4e0d\u80fd\u5feb\u901f\u8bc1\u660e\u5176AI\u5e72\u9884\u6bd4Apple Watch\u7684\u201c\u88ab\u52a8\u8bb0\u5f55\u201d\u5177\u5907\u66f4\u663e\u8457\u7684\u4e34\u5e8a\u7ea7\u6539\u5584\u6548\u679c\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u5c31\u53ea\u662f\u6362\u4e86\u4e2a\u76ae\u80a4\u7684\u9ad8\u7ea7\u4ed8\u8d39\u4f1a\u5458\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff0cGoogle\u6b63\u5728\u7528AI\u91cd\u65b0\u5b9a\u4e49\u5065\u5eb7\u7684\u201c\u4eba\u673a\u5173\u7cfb\u201d\uff0c\u4f46\u8fd9\u6761\u8def\u4ece\u201c\u6f02\u4eae\u627f\u8bfa\u201d\u5230\u201c\u771f\u5b9e\u7597\u6548\u201d\uff0c\u4e2d\u95f4\u8fd8\u6a2a\u4e98\u7740\u6570\u636e\u5f00\u653e\u3001\u7528\u6237\u4fe1\u4efb\u548c\u4e34\u5e8a\u9a8c\u8bc1\u4e09\u5ea7\u5927\u5c71\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\">Google Health<\/span>\n <\/div>\n<div class=\"comment-content\">Google Health offers personalized health coaching built with Gemini. Track your fitness, sleep, and health data with guidance that evolves with you.<\/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><a href=\"https:\/\/www.producthunt.com\/products\/fitbit\" target=\"_blank\" rel=\"noopener\">@Fitbit<\/a> app is becoming Google Health. <\/p>\n<p>Google is turning Fitbit into a broader health and wellness hub that brings together wearables, apps, smart devices, and even medical records in one place. <\/p>\n<p>The premium layer is where the new direction becomes clearer: Google Health Coach, built with <a href=\"https:\/\/www.producthunt.com\/products\/gemini-6\" target=\"_blank\" rel=\"noopener\">@Gemini<\/a>, gives personalized answers, adaptive workout plans, recovery guidance, sleep insights, cycle health support, and proactive coaching based on your own data. <\/p>\n<p>And with <a href=\"https:\/\/store.google.com\/us\/product\/google_fitbit_air\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Fitbit Air<\/strong><\/a>, you get a Whoop-style screenless band to pair with it:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cc03c2e-43a0-461d-86b1-3d2dd27c49a8.webp?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/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\">Congratulations on the launch! Will developers be able to access centralised medical data through something like Apple’s HealthKit (I’m thinking about how this fits in with tools like Open Wearables)<\/div>\n<div class=\"comment-actions\">\n<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 screen-less band option is interesting and battery life is decent too. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really curious to see how they handle the motivation gap most health apps are great at collection, way harder at <em>sustaining behavior change over time<\/em>. The coaching angle is interesting but I’d want to know: does the AI change how often it prompts based on your consistency history? That adaptive layer is usually what separates “impressive demo” from “thing I still use in 6 months.”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Getting rid of the screen is huge, I had the last fitbit model but I would bash it on things constantly and the screen didn’t work well for me anyway \/ never got used. I’d considered jumping to Whoop and just broke my last fitbit so the timing could not be better. Also love the knit band vs. the plastic bands, and Gemini 3.1 Pro has impressed me so the coach is probably really good if backed by same model or newer. Super exciting launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2TRFRBM47FAVUV\" class=\"app-title\">APIEval-20<\/a><\/p>\n<div class=\"one-liner\">An open benchmark for AI agents that test APIs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>*<br \/>\nAPIEval-20 \u662f\u4e00\u4e2a\u9488\u5bf9 AI Agent API \u6d4b\u8bd5\u80fd\u529b\u7684\u9ed1\u76d2\u57fa\u51c6\u6d4b\u8bd5\u5e73\u53f0\uff0c\u4ec5\u901a\u8fc7 JSON Schema \u548c\u5355\u6b21\u793a\u4f8b\u8f7d\u8377\uff0c\u5ba2\u89c2\u8bc4\u4f30 Agent \u5bf9\u690d\u5165 Bug \u7684\u68c0\u6d4b\u7387\u3001API \u8986\u76d6\u7387\u4e0e\u6d4b\u8bd5\u6548\u7387\uff0c\u89e3\u51b3\u4e1a\u754c\u7f3a\u4e4f\u53ef\u590d\u73b0\u3001\u65e0\u4e3b\u89c2\u504f\u5dee\u7684 API Agent \u8bc4\u6d4b\u6807\u51c6\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/647a2dfd-0e09-4364-9f5f-6f3f2fdd296e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/mAQkgbCiE_E?si=WOBeytcS1U475OHQ\"><source src=\"https:\/\/youtu.be\/mAQkgbCiE_E?si=WOBeytcS1U475OHQ\" 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\/94719535-b8f0-4b87-aa7d-f601eae40f51.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c6554a2f-7769-4b30-8b07-f022e033e990.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/970605dd-b60d-43e7-935f-2fffc0323a15.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66746310-6177-433c-9be0-1a76d69d3745.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abbc5c55-2b1d-4903-abd1-b093f1152a4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7cf4e72b-89fb-460c-bdf4-d238247c15f5.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=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>*<br \/>\n\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\uff1a1\uff09\u5982\u4f55\u5904\u7406\u9700\u7279\u5b9a\u5e8f\u5217\u89e6\u53d1\u7684\u72b6\u6001\u4f9d\u8d56\u8fb9\u754c\u7528\u4f8b\uff1b2\uff09LLM-as-judge \u4e0e\u53ef\u6267\u884c\u6253\u5206\u7684\u5206\u7c7b\u9009\u62e9\uff1b3\uff09\u4e0d\u540cBug\u7c7b\u522b\uff08\u5982\u8ba4\u8bc1\u3001\u5206\u9875\u3001\u591a\u6b65\u9aa4\uff09\u662f\u5426\u5e94\u52a0\u6743\uff1b4\uff09\u662f\u5426\u516c\u5e03\u5404Agent\u7684\u5404\u7c7b\u5931\u8d25\u7ec6\u8282\u53ca\u6bcf\u4e2aBug\u7684\u68c0\u6d4b\u7ed3\u679c\u3002\u4f5c\u8005\u660e\u786e\u56de\u5e94\u5c06\u6309Bug\u7c7b\u522b\u62c6\u5206\uff0c\u5e76\u8ba1\u5212\u6309\u4e1a\u52a1\u4e25\u91cd\u5ea6\u52a0\u6743\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 *\n <\/p>\n<p class=\"ai-content\">\n APIEval-20 \u7684\u4ef7\u503c\u5728\u4e8e\u4e00\u5200\u5207\u6389\u4e86 LLM \u8bc4\u6d4b\u4e2d\u6700\u5927\u7684\u6c34\u5206\u2014\u2014\u201c\u770b\u8d77\u6765\u4e0d\u9519\u5c31\u884c\u201d\u3002\u5b83\u628a\u8bc4\u6d4b\u4ece\u201c\u4e3b\u89c2\u5224\u65ad\u201d\u62c9\u56de\u201c\u6267\u884c\u53ef\u9a8c\u8bc1\u201d\u7684\u786c\u7ea6\u675f\uff0c\u8fd9\u5728 API \u6d4b\u8bd5\u8fd9\u79cd\u7ed3\u679c\u4e8c\u503c\u5316\uff08Bug \u8981\u4e48\u6293\u5230\u8981\u4e48\u6ca1\u6293\u5230\uff09\u7684\u9886\u57df\u91cc\uff0c\u662f\u6781\u5176\u6b63\u786e\u7684\u505a\u6cd5\u3002\u521b\u59cb\u4eba Abhishek \u7684\u601d\u8003\u5f88\u52a1\u5b9e\uff1a\u627f\u8ba4 LLM-judge \u5728\u8bed\u4e49\u8bc4\u4f30\u4e2d\u6709\u7528\uff0c\u4f46 API \u6d4b\u8bd5\u4e0d\u8be5\u9760\u201c\u611f\u89c9\u201d\u6253\u5206\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u6311\u6218\u4e0d\u5728\u6280\u672f\u8bbe\u8ba1\uff0c\u800c\u5728\u6709\u6548\u6027\u8fb9\u754c\u3002\u9ed1\u76d2\u8bbe\u7f6e\u867d\u7136\u8d34\u8fd1\u771f\u5b9e\u573a\u666f\uff0c\u4f46\u4e5f\u610f\u5473\u7740 Agent \u65e0\u6cd5\u5229\u7528\u6e90\u7801\u4e0a\u4e0b\u6587\u8fdb\u884c\u8bed\u4e49\u63a8\u65ad\u3002\u5f88\u591a\u590d\u6742 Bug \u9700\u8981\u8de8\u591a\u6b65\u72b6\u6001\u65b9\u80fd\u89e6\u53d1\u2014\u2014\u8bc4\u8bba\u4e2d\u4e5f\u6709\u7528\u6237\u70b9\u51fa\u6b64\u75db\u70b9\u2014\u2014\u4ec5\u51ed Schema + \u5355\u8f7d\u8377\uff0cAgent \u5728 3 \u6b65\u540e\u624d\u66b4\u9732\u7684\u7f3a\u9677\u4e0a\u5f88\u53ef\u80fd\u8868\u73b0\u6781\u5dee\u3002\u5982\u679c\u57fa\u51c6\u53ea\u6d4b\u201c\u5355\u8f6e\u6216\u7b80\u5355\u5e8f\u5217\u201d\u573a\u666f\uff0c\u7ed3\u679c\u5bb9\u6613\u4ea7\u751f\u8bef\u5bfc\uff1a\u4e00\u4e2a\u80fd\u641e\u5b9a\u590d\u6742\u94fe\u8def\u7684 Agent \u4e0e\u53ea\u4f1a\u904d\u5386\u7a7a\u503c\u7684 Agent \u5f97\u5206\u76f8\u8fd1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c106 \u7968\u7684\u4f4e\u51b7\u542f\u52a8\u95e8\u69db\u4e5f\u6697\u793a\uff1a\u5f53\u524d\u7248\u672c\u5728 API \u6a21\u5f0f\u8986\u76d6\uff08\u5982 WebSocket\u3001\u6d41\u5f0f\u63a5\u53e3\uff09\u548c\u771f\u5b9e\u751f\u6001\u591a\u6837\u6027\u4e0a\u4ecd\u6709\u9650\u3002\u82e5\u4e0d\u5c3d\u5feb\u8865\u5145\u4e1a\u52a1\u8bed\u4e49\u76f8\u5173\u7684\u6df1\u5ea6\u573a\u666f\uff08\u5982 OAuth \u6388\u6743\u6d41\u5931\u8d25\u3001\u4e8b\u52a1\u6027\u64cd\u4f5c\u5e42\u7b49\u6027\uff09\uff0c\u8be5\u57fa\u51c6\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201cAgent \u5237\u5206\u201d\u7684\u5de5\u5177\uff0c\u5931\u53bb\u5bf9\u5b9e\u9645\u5de5\u7a0b\u4ef7\u503c\u7684\u6307\u5bfc\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u9700\u8b66\u60d5\u8fc7\u5ea6\u7b80\u5316\u7684\u98ce\u9669\uff0c\u591a\u8f6e\u72b6\u6001\u7f16\u6392\u4e0e\u8bed\u4e49\u6743\u91cd\u624d\u662f\u62c9\u5f00\u771f\u6b63\u5f3a\u8005\u4e0e\u201c\u70e4\u9762\u5305\u673a\u201d\u7ea7 Agent \u7684\u8bd5\u91d1\u77f3\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\">APIEval-20<\/span>\n <\/div>\n<div class=\"comment-content\">APIEval-20 is a black-box benchmark for API testing agents. Each agent gets only a JSON schema and one sample payload, then generates a test suite. We run those tests against live reference APIs with planted bugs and score bug detection, API coverage, and efficiency. Unlike LLM-as-judge evals, scoring is fully objective: a bug is either caught or it isn\u2019t. Tasks span auth, errors, pagination, schemas, and multi-step flows. Open on Hugging Face.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I\u2019m Abhishek, CEO of KushoAI.<\/p>\n<p>We built APIEval-20 because API testing is now a common claim across AI agents, but there was no reliable way to verify it.<\/p>\n<p>The evaluations we found usually had one of three gaps. They assumed source code access, depended on detailed documentation, or checked whether the output looked valid instead of measuring actual bugs found.<\/p>\n<p>That felt far from how most teams test APIs in practice.<\/p>\n<p>So we built a black-box benchmark.<\/p>\n<p>Schema and payload in. Nothing else.<\/p>\n<p>The agent generates a test suite. We run those tests against live reference APIs with planted bugs. The score comes from what the agent actually catches: bug detection, API coverage, and efficiency.<\/p>\n<p>No LLM judges. No subjective calls. A bug is either caught or missed.<\/p>\n<p>The part I\u2019m most proud of is the complexity taxonomy. Sending nulls to every field is easy. The real test is whether an agent can reason about field relationships, auth behavior, pagination, error handling, schema constraints, and multi-step flows. That is where stronger agents start to separate from weaker ones.<\/p>\n<p>APIEval-20 is open on Hugging Face. We are also putting together a leaderboard comparing major AI agents in a separate research report. If you run your agent on the benchmark before then, we would love to include your results.<\/p>\n<p>Two questions for the community:<\/p>\n<p>1. What domains or API patterns should we add next?<br \/>\n2. If you are building a testing tool or agent, would you want your results included in the leaderboard?<\/p>\n<p>I\u2019ll be here all day. Drop a comment or reach us at <a href=\"mailto:hello@kusho.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">hello@kusho.ai<\/a><\/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\/@abhishek_saikia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhishek_saikia<\/a> Great product, Since you focus on bug detection and API coverage without source code access, how does KushoAI handle complex, state-dependent edge cases that require a specific sequence of API calls to trigger?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Nice. I thought LLMs as a judge is what we need in some cases. <\/p>\n<p>Do you have a classifier to pick one vs another?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lakshminath_dondeti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lakshminath_dondeti<\/a> Lakshminath, I agree. LLM-as-judge is useful when the output needs semantic evaluation, like judging reasoning quality, intent coverage, or whether a generated explanation is useful.<\/p>\n<p>For API testing, we tried to keep the core scoring executable wherever possible. If the generated test catches the planted bug, it scores. If it does not, it does not. That removes a lot of ambiguity.<\/p>\n<p>We don\u2019t have a classifier for choosing eval type yet, but the rough rule we use is:<\/p>\n<ul>\n<li>\n<p>If the outcome can be executed or verified deterministically, avoid LLM-as-judge.<\/p>\n<\/li>\n<li>\n<p>If the outcome needs human-like interpretation, use LLM-as-judge carefully with rubrics and calibration.<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really like the black-box setup. Feels much closer to how teams actually test APIs than benchmarks that assume source code access. Curious how you\u2019re thinking about the planted bugs: do auth, pagination, schema issues, multi-step flows, etc. all count the same, or are you planning to weight them by severity\/commonness?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davidsolsonap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidsolsonap<\/a> David, great question.<\/p>\n<p>For v1, we are keeping the core score simple and objective: did the agent catch the planted bug or not. That makes the benchmark easier to reproduce and harder to game.<\/p>\n<p>But we don\u2019t think all failures are equal in practice. An auth bypass, a broken multi-step flow, and a minor schema edge case should not carry the same business impact.<\/p>\n<p>So the plan for the leaderboard\/report is to show both:<\/p>\n<ul>\n<li>\n<p>An unweighted objective score for comparability<\/p>\n<\/li>\n<li>\n<p>A breakdown by bug class, and potentially severity\/commonness as a second lens<\/p>\n<\/li>\n<\/ul>\n<p>I think the breakdown matters as much as the overall score. Two agents can look close on aggregate but be very different in where they fail.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Do you publish per bug breakdowns so people can see exactly what types of failures each agent misses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> Karim, yes, that is part of the plan for the leaderboard.<\/p>\n<p>We want the breakdown to go beyond one aggregate score and show which types of failures each agent catches or misses, across auth, schema constraints, pagination, error handling, field relationships, and multi-step flows.<\/p>\n<p>That is where the benchmark becomes more useful, because two agents can have similar overall scores but fail in very different ways.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 black box scoring is the right call, been skeptical of llm-as-judge for anything that has an objective answer. curious about the multi step flows though, if a bug only shows up at step 3 does the agent get credit for catching it or does it need to find it proactively from the schema alone?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/66NPWZJ3LAIEA6\" class=\"app-title\">Sutra<\/a><\/p>\n<div class=\"one-liner\">Decision Intelligence for hardware teams<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Sutra\u4e3a\u786c\u4ef6\u5236\u9020\u56e2\u961f\u63d0\u4f9b\u8de8ERP\u3001PLM\u3001MES\u7b49\u7cfb\u7edf\u7684\u667a\u80fd\u51b3\u7b56\u5c42\uff0c\u901a\u8fc7AI\u5feb\u901f\u89e3\u7b54\u5de5\u7a0b\u95ee\u9898\u3001\u6a21\u62df\u53d8\u66f4\u5f71\u54cd\u5e76\u81ea\u52a8\u6267\u884c\u540e\u7eed\u5de5\u4f5c\u6d41\uff0c\u89e3\u51b3\u4f20\u7edf\u786c\u4ef6\u5f00\u53d1\u4e2d\u4fe1\u606f\u5206\u6563\u3001\u54cd\u5e94\u7f13\u6162\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\/3c670cc5-4e93-46ef-b4d4-3f277b41f7ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8d70938-bebf-4a6c-a868-f5ec038ef6aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2f8f09d7-69c4-40d1-a269-4f5d6019ccdc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/093c4e54-d251-4be5-b43e-16002beea171.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d9784b3-9b08-479e-9fe5-451db515d1d9.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\/644e1ad8-5812-4163-ab10-8eb8af45a333.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/nplXxzp_GP0\"><source src=\"https:\/\/youtu.be\/nplXxzp_GP0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hardware<\/span><br \/>\n <span class=\"tag\">Change Management<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u51b3\u7b56\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u5236\u9020<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u53d8\u66f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">PLM<\/span><br \/>\n <span class=\"tag\">ERP<\/span><br \/>\n <span class=\"tag\">MES\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u8de8\u7cfb\u7edf\u6570\u636e\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5236\u9020\u4e1aAI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5c42<\/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\u53d8\u66f4\u5f71\u54cd\u7684\u5177\u4f53\u8ba1\u7b97\u903b\u8f91\uff08\u5982\u53d7\u5f71\u54cd\u7684BOM\u3001\u5e93\u5b58\u3001\u6392\u7a0b\uff09\u53ca\u8de8\u7cfb\u7edf\u6570\u636e\u51b2\u7a81\u5904\u7406\uff1b\u56e2\u961f\u901a\u8fc7\u5e76\u884c\u904d\u5386\u3001\u89c4\u8303\u67b6\u6784\u548c\u4fdd\u5b88\u503c\u7b56\u7565\u5e94\u5bf9\u3002\u53e6\u6709\u6743\u9650\u9694\u79bb\u95ee\u9898\uff0c\u5b98\u65b9\u5f3a\u8c03\u6309\u89d2\u8272\u8fc7\u6ee4\u89c6\u56fe\u800c\u975e\u4fe1\u606f\u5c01\u9501\u3002\u521b\u59cb\u56e2\u961f\u83b7a16z scout\u6295\u8d44\uff0c\u5df2\u6709LOI\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 Sutra\u7684\u613f\u666f\u5f88\u6027\u611f\u2014\u2014\u628aAI Agent\u585e\u8fdb\u786c\u4ef6\u5236\u9020\u8fd9\u4e2a\u6700\u201c\u7b28\u91cd\u201d\u7684\u9886\u57df\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u505aERP\/PLM\/MES\u7684\u201c\u6bdb\u7ec6\u8840\u7ba1\u8fde\u63a5\u5668\u201d\u3002\u5b83\u6ca1\u6709\u53bb\u98a0\u8986\u73b0\u6709\u7cfb\u7edf\uff0c\u800c\u662f\u9009\u62e9\u5f53\u201c\u7ffb\u8bd1\u5b98\u201d\u548c\u201c\u6267\u884c\u8005\u201d\uff0c\u8fd9\u5f88\u806a\u660e\uff1a\u76f4\u63a5\u78b0\u4f01\u4e1a\u6838\u5fc3\u7cfb\u7edf\u4e0d\u4ec5\u9500\u552e\u963b\u529b\u5927\uff0c\u800c\u4e14\u6570\u636e\u5c42\u6253\u67b6\u662f\u5e38\u6001\uff0c\u4e0e\u5176\u6e05\u6d17\u6574\u5408\uff0c\u4e0d\u5982\u5728\u4e4b\u4e0a\u505a\u4e00\u4e2a\u201c\u63a8\u7406\u5c42\u201d\u3002\u521b\u59cb\u4eba\u51fa\u8eab\u786c\u4ef6\u5de5\u7a0b\uff0c\u5bf9\u201c\u586bExcel\u53d1\u90ae\u4ef6\u201d\u7684\u75db\u70b9\u5934\u8111\u6e05\u6670\uff0c\u4ea7\u54c1\u903b\u8f91\uff08\u95ee\u9898\u2192\u540e\u679c\u2192\u884c\u52a8\uff09\u786e\u5b9e\u590d\u523b\u4e86\u5de5\u7a0b\u51b3\u7b56\u7684\u771f\u5b9e\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u4e5f\u660e\u663e\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u76ee\u524d\u6700\u6838\u5fc3\u7684\u201c\u53d8\u66f4\u5f71\u54cd\u6a21\u62df\u201d\u4ecd\u7136\u4f9d\u8d56\u7528\u6237\u5bf9\u201c\u7cfb\u7edf\u8bb0\u5f55\u6e90\u201d\u7684\u4e8b\u5148\u8bbe\u5b9a\u548c\u4fdd\u5b88\u503c\u7b56\u7565\uff0c\u8fd9\u5728\u590d\u6742\u4f9b\u5e94\u94fe\u573a\u666f\u4e0b\u6781\u6613\u4ea7\u751f\u8bef\u5224\u6216\u4fe1\u606f\u6ede\u540e\u3002\u6b64\u5916\uff0c\u201c\u89d2\u8272\u5316\u53ef\u89c1\u201d\u867d\u7136\u907f\u514d\u4e86\u8de8\u90e8\u95e8\u654f\u611f\u6570\u636e\u786c\u6cc4\u9732\uff0c\u4f46\u5728\u591a\u7ea7\u4f9b\u5e94\u5546\u3001IP\u654f\u611f\u7684\u5927\u578b\u5236\u9020\u4f01\u4e1a\uff08\u5982\u822a\u7a7a\u3001\u534a\u5bfc\u4f53\uff09\u4e2d\uff0c\u5408\u89c4\u4e0e\u6570\u636e\u5b89\u5168\u8fb9\u754c\u4f1a\u975e\u5e38\u590d\u6742\uff0cSutra\u5f53\u524d\u63cf\u8ff0\u8fc7\u4e8e\u7406\u60f3\u5316\u3002\u76ee\u524d\u4ec53\u4e2a\u610f\u5411\u4e66\u30011\u4e2a\u4e0a\u7ebf\uff0c\u4ea7\u54c1\u5c1a\u5904\u6781\u65e9\u671f\uff0c\u6280\u672f\u58c1\u5792\u4e3b\u8981\u4f53\u73b0\u5728schema\u6620\u5c04\u548c\u8de8\u7cfb\u7edf\u7f16\u6392\uff0c\u800c\u975e\u6838\u5fc3\u6a21\u578b\u80fd\u529b\u3002\u786c\u4ef6\u5236\u9020\u51b3\u7b56\u94fe\u6761\u957f\u3001\u5bb9\u9519\u7387\u6781\u4f4e\uff0cAI\u7684\u201c\u5e7b\u89c9\u201d\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\u2014\u2014\u54ea\u6015\u4e00\u6b21\u9519\u8bef\u7684BOM\u53d8\u66f4\u6a21\u62df\uff0c\u90fd\u53ef\u80fd\u5bfc\u81f4\u767e\u4e07\u7ea7\u62a5\u5e9f\u3002\u5efa\u8bae\u5173\u6ce8\u5176\u540e\u7eed\u5982\u4f55\u5efa\u7acb\u5bf9\u51b3\u7b56\u7ed3\u679c\u7684\u201c\u53ef\u4fe1\u8bc1\u660e\u201d\u673a\u5236\uff0c\u800c\u975e\u4ec5\u505c\u7559\u4e8e\u201c\u8f93\u51fa\u7ed3\u679c\u201d\u7684\u9636\u6bb5\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\">Sutra<\/span>\n <\/div>\n<div class=\"comment-content\">Sutra reasons across your ERP, PLM, MES, Slack, and Email, answering engineering questions in seconds, simulating the downstream impact of every change, and executing the follow-on work automatically.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>5 years ago, me and <a href=\"https:\/\/www.producthunt.com\/@hemanthug\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hemanthug\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hemanthug<\/a> didn’t know we will be building a company together.<\/p>\n<\/p>\n<p>It started with a script to fill excel sheets at Hemant’s hardware job, which turned into <a href=\"https:\/\/www.producthunt.com\/products\/sutra-4\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"sutra-4\" target=\"_blank\" rel=\"noopener\">@Sutra<\/a> <\/p>\n<\/p>\n<p>we have been at it for the past 2 months<\/p>\n<\/p>\n<p>Discovery conversations with engineers from Figure AI, Rivian, Caterpillar, Reliable Robotics and Nova Semiconductors told us the problem is much bigger than we imagined. <\/p>\n<\/p>\n<p>3 LOIs, 1 live, 2 onboarding. and a check from an a16z scout, we are just getting started.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m Hemant, Co-Founder & CEO of @Sutra.<\/p>\n<p>Hardware manufacturing is having its moment right now, sutra lets hardware manufacturing teams make decisions faster and make them better. We are bringing the infrastructure that accelerated software development with AI to the manufacturing industry.<\/p>\n<p>I have lived this exact problem for the past 3 years. As someone with a MS in Aerospace from UIUC I spent 90% of my engineering time filling spreadsheets and sending emails. I looked for a solutions but nothing existed. So we built it.<\/p>\n<p>Sutra is what every engineer we talked to wish existed, it sits above a hardware team’s systems of record (PLM, ERP, MES, email, spreadsheets) and answers operational questions, simulates the downstream impact of changes, and executes the follow-on workflows. The architecture mirrors the way engineering decisions actually get made: <strong>question, consequence, action.<\/strong><\/p>\n<p>Today we’re launching our agentic layer, which as as an AI PLM analyst and runs your workflows autonomously. Head over to <a href=\"http:\/\/heysutra.com\/agents\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/heysutra.com\/agents<\/a> to grab a spot on our list, as we are rolling deployments out over the week. We will be hanging out in the comments today!<\/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\">When a change is proposed, how do you actually compute \u201cdownstream impact\u201d (affected BOMs, open orders\/WIP, inventory exposure, re-qualification steps, schedule shifts)\u2014and what do you do when the underlying data across PLM\/ERP\/MES disagrees or is stale?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> BOM traversal, cost impact, schedule risk, and qualification check run in parallel across PLM, ERP, and MES, normalized into a canonical schema so cross-system reasoning is consistent.<\/p>\n<p>On conflicts \u2014 each field type has a designated system of record, example, rev state defers to PLM, inventory to ERP, WIP to MES. Where source of record is ambiguous, impact is computed against the conservative value. Every decision is logged against the data that produced it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. How do you handle permissions so it doesn\u2019t leak info across teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks! Cross-functional visibility is the point, so it’s less about preventing leakage and more about role-scoped access. The underlying graph traversal happens across all connected systems, but what surfaces to a given user is filtered by their role. A qual engineer sees re-qualification triggers, procurement sees inventory and supplier exposure \u2014 same change event, different slice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/THF5YQ43SZJDKA\" class=\"app-title\">SuperIsland<\/a><\/p>\n<div class=\"one-liner\">Dynamic Island for macOS with Extensions<\/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>SuperIsland \u5c06 iOS \u7684\u7075\u52a8\u5c9b\u4f53\u9a8c\u79fb\u690d\u5230 macOS\uff0c\u901a\u8fc7\u60ac\u6d6e\u7a97\u5728\u5c4f\u5e55\u5218\u6d77\u533a\u57df\u96c6\u6210\u97f3\u4e50\u3001\u7535\u91cf\u3001\u901a\u77e5\u7b49\u5b9e\u65f6\u6d3b\u52a8\uff0c\u5e76\u5f00\u653e SDK \u8ba9\u5f00\u53d1\u8005\u6269\u5c55\u529f\u80fd\uff0c\u89e3\u51b3\u7528\u6237\u9891\u7e41\u5207\u6362\u7a97\u53e3\u548c\u72b6\u6001\u4fe1\u606f\u5206\u6563\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\/b266a6e4-faf3-4e86-b577-1a6583f97a77.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa4576a5-ac73-4572-ab1e-43c37e0ff162.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdb76e43-e806-45ae-9c3c-0146d63fc427.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dab1607-65f0-4f16-a49d-03444d68bdd3.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\/91a8875a-3e73-48af-b4f5-9a7f56cfa1d1.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/gRZBsVrf-S4\"><source src=\"https:\/\/youtu.be\/gRZBsVrf-S4\" 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\">Music<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7075\u52a8\u5c9b<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d3b\u52a8<\/span><br \/>\n <span class=\"tag\">\u5218\u6d77\u5c4f<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">SDK<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u901a\u77e5\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5e\u5176\u6269\u5c55SDK\u662f\u4eae\u70b9\uff0c\u80fd\u51cf\u5c11cmd+tab\u5207\u6362\uff1b\u4f46\u6709\u4eba\u8d28\u7591\u5728\u72ed\u5c0f\u7a7a\u95f4\u5185\u591a\u4e8b\u4ef6\uff08\u4f1a\u8bae\u3001\u6d88\u606f\u3001\u97f3\u91cf\uff09\u7684\u4f18\u5148\u7ea7\u7ba1\u7406\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u542b\u7cca\uff0c\u5f15\u53d1\u201c\u8fd9\u5565\u9b3c\u201d\u7684\u5410\u69fd\uff0c\u663e\u793a\u5728\u9632\u5e72\u6270\u8bbe\u8ba1\u4e0a\u5c1a\u5b58\u7591\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 SuperIsland \u7684\u6218\u672f\u5f88\u660e\u786e\uff1a\u590d\u5236iOS\u4e0a\u5df2\u88ab\u82f9\u679c\u8ba4\u8bc1\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u5e76\u5957\u4e0a\u201c\u5f00\u53d1\u8005\u53ef\u7f16\u7a0b\u201d\u7684\u53d9\u4e8b\u5916\u8863\uff0c\u8bd5\u56fe\u5728macOS\u4e0a\u6784\u5efa\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u5fae\u5e94\u7528\u751f\u6001\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u201c\u7075\u52a8\u5c9b\u201d\u672c\u8eab\uff08\u8fd9\u53ea\u662f\u4e00\u4e2a\u9999\u9975\uff09\uff0c\u800c\u662f\u90a3\u4e2aSDK\u5e26\u6765\u7684\u6269\u5c55\u5e02\u573a\u6f5c\u529b\u2014\u2014WhatsApp\u3001Linear\u7b49\u63a5\u5165\u8bc1\u660e\uff0c\u5b83\u6709\u80fd\u529b\u5c06\u901a\u77e5\u6d88\u8d39\u4ece\u5f02\u6b65\u5f39\u7a97\u5347\u7ea7\u4e3a\u5373\u65f6\u4ea4\u4e92\uff0c\u6781\u5927\u964d\u4f4e\u64cd\u4f5c\u8def\u5f84\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u7684\u53cc\u91cd\u56f0\u5883\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u4e00\u662f\u7269\u7406\u7a98\u5883\uff0cmacBook\u5218\u6d77\u672c\u5c31\u72ed\u7a84\uff0c\u4e14\u4e0d\u540c\u673a\u578b\u5f00\u5b54\u5bbd\u5ea6\u4e0d\u4e00\uff0c\u5982\u4f55\u4f18\u96c5\u5904\u7406\u591a\u4e8b\u4ef6\u5806\u53e0\u800c\u4e0d\u53d8\u6210\u201c\u89c6\u89c9\u566a\u70b9\u201d\uff0c\u8bc4\u8bba\u533a\u7684\u5c16\u9510\u63d0\u95ee\u6070\u6070\u6233\u4e2d\u4e86\u8bbe\u8ba1\u4e0a\u7684\u8106\u5f31\u70b9\uff0c\u800c\u5f00\u53d1\u8005\u201cbro what\u201d\u7684\u56de\u5e94\u663e\u5f97\u6577\u884d\uff1b\u4e8c\u662f\u751f\u6001\u6096\u8bba\uff0c\u4f5c\u4e3a\u514d\u8d39\u4ea7\u54c1\uff0c\u5176\u6269\u5c55\u8d28\u91cf\u5b8c\u5168\u4f9d\u8d56\u793e\u533aPR\u7684\u5ba1\u6838\u548c\u5f00\u53d1\u8005\u4e00\u5df1\u4e4b\u529b\uff0c\u4e00\u65e6\u65e9\u671f\u70ed\u60c5\u892a\u53bb\uff0c\u6269\u5c55\u66f4\u65b0\u505c\u6ede\uff0c\u4ea7\u54c1\u5c06\u8fc5\u901f\u6ca6\u4e3a\u82b1\u74f6\u3002\u4e0e\u5176\u7784\u51c6\u201c\u53d6\u4ee3Dock\u201d\u3001\u201c\u7cfb\u7edf\u7ea7\u529f\u80fd\u201d\u7684\u5b8f\u5927\u53d9\u4e8b\uff0c\u4e0d\u5982\u52a1\u5b9e\u89e3\u51b3\u201c\u96f6\u5e72\u6270\u4fe1\u606f\u6d88\u8d39\u201d\u8fd9\u4e00\u5feb\u9700\u6c42\u3002\u5b83\u80fd\u706b\uff0c\u4f46\u60f3\u6301\u4e45\uff0c\u9700\u8981\u4e00\u5957\u66f4\u4e25\u683c\u7684\u6269\u5c55\u8d28\u91cf\u5ba1\u67e5\u548c\u66f4\u667a\u80fd\u7684\u4e8b\u4ef6\u4ef2\u88c1\u7b97\u6cd5\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\">SuperIsland<\/span>\n <\/div>\n<div class=\"comment-content\">Dynamic Island brings iOS-style live activities to macOS. Music, battery, notifications, calendar \u2014 all living in your notch, with sdk to develop extensions. Whatsapp, Linear, Teleprompter, Last.fm, AI Agents are now available in store.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been using this daily and the extension SDK is the part that makes it click! I’ve stopped cmd-tabbing for half the things I used to. Congrats on the launch! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elice_priyadarshini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elice_priyadarshini<\/a> Thanks Elice! appreciate it <3 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Hi Everyone, Introducing SuperIsland! <\/strong>\ud83c\udfdd\ufe0f<\/p>\n<\/p>\n<p>I am a developer of SuperCmd, and I am releasing <strong>SuperIsland<\/strong>, <strong>Dynamic Island for MacOS \uf8ff with Extensions<\/strong><\/p>\n<\/p>\n<p><strong>Problem:<\/strong><\/p>\n<p>Mac doesn’t have it’s own dynamic island, the space could be better utilized.<\/p>\n<p><strong>SuperIsland<\/strong> brings you same experience as dynamic island on iOS, and we aim to do that with the Raycast styled extensions support with the SuperIsland SDK.<\/p>\n<p>You can write your own standalone extension via the exposed sdk and raise a PR, i will review and merge it<\/p>\n<p><strong>Features:<\/strong><\/p>\n<ul>\n<li>\n<p>Live Media Player with playback controls<\/p>\n<\/li>\n<li>\n<p>Calendar widget to see upcoming events<\/p>\n<\/li>\n<li>\n<p>Live Weather<\/p>\n<\/li>\n<li>\n<p>File Tray to drop files<\/p>\n<\/li>\n<li>\n<p>Choose your Mascot to match your vibe<\/p>\n<\/li>\n<\/ul>\n<p><strong>Extensions:<\/strong><\/p>\n<ul>\n<li>\n<p>WhatsApp Web: Login via QR, see live notifications in the notch and reply from the notch itself<\/p>\n<\/li>\n<li>\n<p>Pomodoro: Live in your notch with the selected mascot that mimics the current state<\/p>\n<\/li>\n<li>\n<p>AI Usage: See Claude and Codex usage, current & weekly usage<\/p>\n<\/li>\n<li>\n<p>Agent Status: Get notified when you AI agent completes the work, needs attention with sounds<\/p>\n<\/li>\n<li>\n<p>Teleprompter: You can control speed, size of the text and much more<\/p>\n<\/li>\n<li>\n<p>Linear: Login with linear and get notified if you are mentioned, you can directly reply from the notch or jump to the comment inside browser<\/p>\n<\/li>\n<\/ul>\n<p><strong>Comparison:<\/strong><\/p>\n<p>We have lots of dynamic islands, but none of them aim to extend it to make it programmable. many of them are paid.<\/p>\n<p><strong>Price: Free to Use<\/strong><\/p>\n<p><strong>Download:<\/strong> <a href=\"https:\/\/dynamicisland.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/dynamicisland.app<\/a><\/p>\n<p><strong>Github<\/strong>: <a href=\"https:\/\/github.com\/shobhit99\/SuperIsland\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/shobhit99\/SuperIsland<\/a><\/p>\n<p>Leave a star if you love it! I will be adding more extensions every week. so keep an eye on the updates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">SuperIsland has to arbitrate competing events in a tiny surface\u2014can you walk through how your module priority system works in practice during a chaotic moment (meeting about to start + incoming message + volume change), and what knobs you\u2019re adding so users can keep it useful without it becoming noisy?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> bro what<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@shobhit98 lol<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HVEIDFHTHHOXHI\" class=\"app-title\">Operations<\/a><\/p>\n<div class=\"one-liner\">Turn every new tab into your personal dashboard<\/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>Operations \u662f\u4e00\u6b3e\u6d4f\u89c8\u5668\u65b0\u6807\u7b7e\u9875\u6269\u5c55\uff0c\u901a\u8fc7\u9879\u76ee\u7ba1\u7406\u5361\u7247\u3001\u4e66\u7b7e\u5e93\u3001\u4ee3\u7801\u7247\u6bb5\u5e93\u548c\u756a\u8304\u949f\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u7528\u6237\u5728\u9891\u7e41\u6253\u5f00\u65b0\u6807\u7b7e\u9875\u65f6\u6ce8\u610f\u529b\u5206\u6563\u3001\u5de5\u4f5c\u8d44\u6599\u6742\u4e71\u65e0\u7ae0\u7684\u75db\u70b9\uff0c\u5c06\u6bcf\u6b21\u65e0\u610f\u8bc6\u7684\u65b0\u6807\u7b7e\u9875\u64cd\u4f5c\u8f6c\u5316\u4e3a\u9ad8\u6548\u7684\u5de5\u4f5c\u5165\u53e3\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\/aeb72322-0c4a-45b3-ade0-d3bf94d63cbd.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\/73cd4ffc-acda-4bd4-93cb-65d8c3495699.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2dd65729-983c-439d-810a-126b82009c11.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e7c4999-b238-43db-b1f6-33ddf25ba2d2.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\/ee9e630b-71a6-4479-b535-9370e6156326.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/FQrq8KxCROQ\"><source src=\"https:\/\/youtu.be\/FQrq8KxCROQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u65b0\u6807\u7b7e\u9875<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e66\u7b7e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u756a\u8304\u949f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u4eea\u8868\u76d8<\/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\u79f0\u8d5e\u5176\u201c\u7528\u9879\u76ee\u5361\u7247\u66ff\u4ee3\u6587\u4ef6\u5939\u201d\u7684\u8bbe\u8ba1\u7406\u5ff5\uff0c\u5951\u5408\u5de5\u4f5c\u6d41\u3002\u4e3b\u8981\u63d0\u95ee\u5305\u62ec\uff1a\u662f\u5426\u652f\u6301\u5916\u90e8\u4e60\u60ef\u8ffd\u8e2a\u5668\u540c\u6b65\uff08\u76ee\u524d\u4e3a\u72ec\u7acb\u8fd0\u884c\uff09\uff1b\u5207\u6362\u6210\u672c\u5982\u5bfc\u5165\u4e66\u7b7e\u548c\u8bbe\u7f6e\u65f6\u95f4\uff1b\u7528\u6237\u671f\u5f85\u66f4\u591a\u81ea\u5b9a\u4e49\u5e03\u5c40\u548c\u4e3b\u9898\u751f\u6210\u5668\uff1b\u4ee5\u53ca\u6709\u7528\u6237\u63d0\u8bae\u589e\u52a0\u4e60\u60ef\u8ffd\u8e2a\u6a21\u5757\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 Operations \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u591a\u4e86\u4e00\u4e2a\u6d4f\u89c8\u5668\u63d2\u4ef6\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u91cd\u65b0\u5b9a\u4e49\u4e86\u6d4f\u89c8\u5668\u65b0\u6807\u7b7e\u9875\u7684\u4ea4\u4e92\u8303\u5f0f\u3002\u5f53\u524d\u5927\u91cf\u65b0\u6807\u7b7e\u9875\u5de5\u5177\u89e3\u51b3\u7684\u662f\u201c\u4fe1\u606f\u5c55\u793a\u201d\u95ee\u9898\uff08\u5982\u5929\u6c14\u3001\u5f85\u529e\u6e05\u5355\uff09\uff0c\u800c Operations \u4ee5\u201c\u9879\u76ee\u201d\u4e3a\u6700\u5c0f\u7ec4\u7ec7\u5355\u5143\uff0c\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u957f\u671f\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u5de5\u4f5c\u6d41\u788e\u7247\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4e24\u6b3e\u4eae\u70b9\u503c\u5f97\u5173\u6ce8\uff1a\u4e00\u662f**\u672c\u5730\u4f18\u5148\u7684\u67b6\u6784**\u3002\u5728\u4e91\u7aef\u540c\u6b65\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0cOperations \u660e\u786e\u6570\u636e\u4ec5\u5b58\u4e8e\u7528\u6237\u6d4f\u89c8\u5668\uff0c\u4e0d\u4ec5\u89c4\u907f\u4e86\u9690\u79c1\u4fe1\u4efb\u95ee\u9898\uff0c\u66f4\u8ba9\u4ea7\u54c1\u4f53\u9a8c\u5b8c\u5168\u7531\u6027\u80fd\u4e3b\u5bfc\uff0c\u65e0\u7f51\u7edc\u5ef6\u8fdf\u3002\u8fd9\u6070\u597d\u6233\u4e2d\u4e86\u91cd\u5ea6\u7528\u6237\u5bf9\u201c\u6570\u636e\u4e3b\u6743\u201d\u548c\u201c\u54cd\u5e94\u901f\u5ea6\u201d\u7684\u6e34\u6c42\uff0c\u4ece\u800c\u6784\u5efa\u8d77\u6838\u5fc3\u7ade\u4e89\u58c1\u5792\u3002\u4e8c\u662f**\u523b\u610f\u8bbe\u8ba1\u7684\u201c\u6c89\u6ca1\u6210\u672c\u201d**\u3002\u4ea7\u54c1\u5e76\u672a\u63d0\u4f9b\u6279\u91cf\u5bfc\u5165\u4e66\u7b7e\u7684\u201c\u65e0\u7f1d\u8fc1\u79fb\u201d\uff0c\u53cd\u800c\u8981\u6c42\u7528\u6237\u624b\u52a8\u5efa\u7acb\u9879\u76ee\u5361\u7247\u3002\u8fd9\u770b\u4f3c\u964d\u4f4e\u4e86\u4e0a\u624b\u6548\u7387\uff0c\u5b9e\u5219\u662f\u4e00\u79cd\u7cbe\u5999\u7684\u884c\u4e3a\u8bbe\u8ba1\u2014\u2014\u7528\u6237\u52a8\u624b\u6574\u7406\u4e00\u6b21\uff0c\u5c31\u80fd\u5728\u5fc3\u7406\u4e0a\u5efa\u7acb\u5bf9\u5361\u7247\u5185\u8d44\u6599\u7684\u6240\u6709\u6743\u548c\u73cd\u89c6\u5ea6\uff0c\u6709\u6548\u907f\u514d\u4f20\u7edf\u4e66\u7b7e\u7684\u201c\u6536\u85cf\u5939\u5403\u7070\u201d\u95ee\u9898\u3002\u8fd9\u79cd\u201c\u53cd\u6548\u7387\u201d\u8bbe\u8ba1\u5728\u5f3a\u8c03\u589e\u957f\u548c\u7559\u5b58\u7684\u4ea7\u54c1\u5708\u91cc\u662f\u4e2a\u5927\u80c6\u4e14\u503c\u5f97\u8ba4\u53ef\u7684\u5c1d\u8bd5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u7136\uff0c\u4ea7\u54c1\u76ee\u524d\u8fd8\u8fdc\u975e\u5b8c\u7f8e\u3002\u529f\u80fd\u7565\u6742\uff1a\u756a\u8304\u949f\u548c\u6c34\u676f\u8ddf\u8e2a\u5668\u66f4\u50cf\u662f\u201c\u804a\u80dc\u4e8e\u65e0\u201d\u7684\u6dfb\u5934\uff0c\u4e0e\u6838\u5fc3\u7684\u9879\u76ee\u7ba1\u7406\u529f\u80fd\u7f3a\u4e4f\u6df1\u5ea6\u878d\u5408\uff0c\u663e\u5f97\u529f\u80fd\u8fb9\u754c\u6a21\u7cca\u3002\u800c\u4f5c\u4e3a\u72ec\u7acb\u5f00\u53d1\u9879\u76ee\uff0c\u5b83\u9762\u4e34\u7684\u6700\u5927\u6311\u6218\u662f\u751f\u6001\u95ed\u73af\u7684\u7f3a\u5931\u3002\u5982\u679c\u4e0d\u80fd\u8fdb\u4e00\u6b65\u6253\u901a\u4e0e\u9879\u76ee\u7ba1\u7406\u5de5\u5177\uff08\u5982Notion\u3001Linear\uff09\u7684\u5143\u6570\u636e\u540c\u6b65\uff0c\u6216\u8005\u4e0eChrome\u4e66\u7b7e\u7684\u53cc\u5411\u5b9e\u65f6\u540c\u6b65\uff0cOperations \u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u53e6\u4e00\u4e2a\u9700\u8981\u624b\u52a8\u7ef4\u62a4\u7684\u6587\u4ef6\u5939\u201d\u2014\u2014\u8fd9\u6070\u6070\u662f\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u95ee\u9898\u3002\u5728AI\u8f85\u52a9\u5de5\u4f5c\u6d41\u6210\u4e3a\u6807\u914d\u7684\u4eca\u5929\uff0cOperations \u82e5\u80fd\u5f15\u5165\u667a\u80fd\u6807\u7b7e\u3001\u81ea\u52a8\u5f52\u6863\u6216\u57fa\u4e8e\u4efb\u52a1\u5386\u53f2\u7684\u201c\u9879\u76ee\u72b6\u6001\u611f\u77e5\u201d\u529f\u80fd\uff0c\u5c06\u6709\u673a\u4f1a\u4ece\u4e00\u6b3e\u5de5\u5177\u8fdb\u5316\u4e3a\u7528\u6237\u5de5\u4f5c\u7cfb\u7edf\u7684\u795e\u7ecf\u4e2d\u67a2\uff0c\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u7cbe\u81f4\u7684\u8fb9\u7f18\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\">Operations<\/span>\n <\/div>\n<div class=\"comment-content\">Most new tab extensions show you the weather. Operations shows you your work. Projects with their links and notes in one card, a browsable bookmark library, a vault for snippets and tokens, a Pomodoro timer, a water tracker. Five themes to match your taste, with a theme generator and custom layouts on the way. Everything lives in your browser, nothing on our servers. Built by two indie makers from the Netherlands who needed it themselves.<\/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>Bas here, one half of Studio N.O.P.E. (a small Amsterdam studio run by Tijs and me).<\/p>\n<p>We built Operations because our browsers were a mess. Twenty tabs open by 9am, half of them forgotten by lunch, and every new tab was a tiny detour from whatever we were actually trying to do.<\/p>\n<p>So we replaced the new tab page with the stuff we actually reach for, instead of staring at a blank Google search bar fifty times a day:<\/p>\n<p>\u2192 Projects, with their links, notes, and tools all grouped together<br \/>\n\u2192 A bookmark library that’s actually browsable<br \/>\n\u2192 A vault for the keys and snippets we kept copy-pasting<br \/>\n\u2192 A Pomodoro timer and a water tracker, because we needed both<br \/>\n\u2192 Five themes to choose from, with more customization on the way<\/p>\n<p>It’s local-first. Everything lives in your Chrome profile, nothing on our servers. It works across all your Chrome profiles. And we’re just getting started, a full theme generator and customizable layouts are coming soon.<\/p>\n<p>We’ve been using it ourselves for the past month and it’s genuinely changed how we work day-to-day. Everything’s where we expect it, nothing falls through the cracks anymore.<\/p>\n<p>What would you want on your new tab page that we haven’t built yet?<br \/>\nTijs and I will be in the comments all day.<\/p>\n<p>Bas<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the “ambient accountability” idea turning a reflexive action (opening a new tab) into a moment of intentional awareness. I’ve noticed the products that actually change behavior are the ones that insert themselves into existing habits rather than asking you to build new ones. Does this sync with any external goal or habit trackers, or is it self-contained?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@sagar_kalra1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sagar_kalra1<\/a> ,<\/p>\n<p>You’ve named it better than we have. Products that insert into existing habits beat products that ask you to build new ones, every time. That’s the whole reason this works. Opening Chrome is already a reflex, we’re just changing what’s on the other side of the click.<\/p>\n<p>Self-contained today, you’re right. Pomodoro and hydration are the only tracking-style features built in. That said, if there’s demand for a habit tracking module inside Operations, we’re absolutely open to building it. Pomodoro and hydration started exactly that way, as small things I wanted to nudge gently in the same surface. A habit tracker fits the pattern.<\/p>\n<p>What would the ideal version look like for you? Daily check-ins, streak visualisation, longer-form reflection, something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A must have extension for your browser!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ramitkoul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ramitkoul<\/a> Thank you Ramit, Let me know if you have any 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\">What\u2019s the typical breaking point that makes someone switch\u2014are they leaving a tab manager because it feels slow\/clunky, because sessions\/groups don\u2019t match how they think, or because they don\u2019t trust cloud sync\u2014and how do you handle that switch moment (import, setup time, and avoiding \u201cbookmark graveyard\u201d relapse)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> thanks for taking the time looking at Operations. To answer your question: <br \/>The breaking point we see most isn’t speed or sync trust, it’s “bookmarks don’t match how I think.” People organise bookmarks by topic (“News”, “Tools”, “Articles”) but work by project (“Client X redesign”, “side project Y”). The mismatch means you eventually stop opening the bookmark menu, because what you need is never neatly there. Sync trust comes up too, Operations is local-first for that exact reason, but it tends to be downstream of the organisation problem.<\/p>\n<p>That’s why we built around project cards instead of folders. Each card is a project with its own links, notes, todos. When you sit down to work on Project X, everything for Project X is one click away, instead of buried under a generic “Tools” folder shared with everything else you’ve ever saved.<\/p>\n<p>On the switch moment specifically:<\/p>\n<p>– Import: we pull from Chrome bookmarks directly: one-click during onboarding, no manual re-saving. The honest follow-up: most people import everything and then realise 80% of their library is dead weight. So the bookmark library is built around pruning as you go, not “import once and done.”<\/p>\n<p>– Setup: projects are built manually: there’s no existing “project” structure to migrate from, you’re defining how you actually work. That manual moment is intentional.<\/p>\n<p>– Graveyard relapse: project cards have natural lifespans (project ends \u2192 archive the card). Bookmarks have no scope, they accumulate forever. With cards, the unit of organisation matches the unit of work, which seems to be what keeps things from rotting.<\/p>\n<p>What made you ask? In the middle of a switch right now, or evaluating one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>In the age of “ADHD brain”, this feels genuinely helpful in getting work done and avoiding unnecessary distractions. Especially as a fellow founder, I end up spending a lot of time opening a tab to do one thing and then seeing all these news popup, social feeds, etc that take my attention away.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joe_setpoint\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joe_setpoint<\/a> That “open Chrome to do one thing, leave 20 minutes later having scrolled” loop is exactly what pushed us to build it. We put the news feed on the new tab page on purpose, gives the feed-itch one contained space instead of letting it ambush you mid-task.<\/p>\n<\/p>\n<p>Won’t fix attention, nothing will. But shrinking the surface area turned out to matter more than I expected.<\/p>\n<p>What’s the worst offender for you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks really sleek and exactly the kind of per-project view that I wanted<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@martin_zokov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@martin_zokov<\/a> Thank you Martin, really like to get your feedback! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@martin_zokov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@martin_zokov<\/a> whoopp, have fun while using it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>super cool! feels like a super power to run tabs like this!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> Thanks Johan! It really is, there is so much more clarity going on during my days working with Operations! Feel free to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@johancutych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@johancutych<\/a> <3 let us know if you are missing anything!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds mad cool, I’ll give it a try. Is it Chrome only?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nair0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nair0<\/a> Thanks man, for now it is Chrome only but we can port it to Firefox very quick if needed!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nair0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nair0<\/a> what browser are you using?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/VGBKYOXWPRYDGX\" class=\"app-title\">Donely Knowledge Layer<\/a><\/p>\n<div class=\"one-liner\">Queryable company knowledge base + Closed-loop AI employees<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Donely Knowledge Layer\u4e3aAI\u5458\u5de5\u63d0\u4f9b\u4e00\u4e2a\u53ef\u67e5\u8be2\u7684\u4f01\u4e1a\u77e5\u8bc6\u4e2d\u67a2\uff0c\u6574\u5408\u4f1a\u8bae\u3001\u6587\u6863\u3001\u804a\u5929\u3001\u5de5\u5355\u548c\u4ee3\u7801\u5e93\uff0c\u4f7f\u5176\u80fd\u5728\u7406\u89e3\u516c\u53f8\u4e0a\u4e0b\u6587\u7684\u57fa\u7840\u4e0a\u81ea\u4e3b\u6267\u884c\u95ed\u73af\u4efb\u52a1\uff0c\u89e3\u51b3AI\u4ee3\u7406\u56e0\u7f3a\u4e4f\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u8ba4\u77e5\u800c\u201c\u76f2\u76ee\u201d\u5de5\u4f5c\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\/27457c0f-8fa6-415f-b521-122c5ec10010.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\/c7931a57-a739-4fb6-a3d4-9b256da1a136.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ed53bfc-a23d-4bef-99ba-00de95374238.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1457e08-9345-42bd-a39e-cd66d2cefa4a.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\/f0d8f7ef-f048-4ee3-9bb3-04d66af497c5.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\/56776031-83f5-40cc-8bd0-da859baa44d5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5rNKVz3mav4\"><source src=\"https:\/\/youtu.be\/5rNKVz3mav4\" 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\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u77e5\u8bc6\u5c42<\/span><br \/>\n <span class=\"tag\">AI\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u95ed\u73af\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">OpenClaw<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8fd0\u7ef4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaHarsha\u5f3a\u8c03\u89e3\u51b3OpenClaw\u751f\u4ea7\u73af\u5883\u90e8\u7f72\u75db\u70b9\u3002\u7528\u6237\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1\uff09\u9694\u79bb\u673a\u5236\u7684\u5177\u4f53\u5b9e\u73b0\uff0c\u5982\u8ba1\u7b97\u8fb9\u754c\u3001\u7f51\u7edc\u63a7\u5236\u3001\u5bc6\u94a5\u7ba1\u7406\u53ca\u5ba1\u8ba1\u65e5\u5fd7\u7684\u53ef\u7528\u6027\uff1b2\uff09AI\u4fee\u590d\u662f\u5426\u6db5\u76d6\u7248\u672c\u5347\u7ea7\u7ba1\u7406\uff0c\u540e\u8005\u662f\u5f00\u53d1\u8005\u7684\u4e3b\u8981\u96be\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Donely\u7684\u5207\u5165\u70b9\u7cbe\u51c6\u2014\u2014AI\u4ee3\u7406\u6cdb\u6ee5\uff0c\u4f46\u80fd\u8bfb\u61c2\u516c\u53f8\u653f\u6cbb\u3001\u9879\u76ee\u5386\u53f2\u548c\u4ee3\u7801\u53d8\u66f4\u7684\u51e0\u4e4e\u4e3a\u96f6\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u7684\u4e0d\u662f\u201c\u66f4\u667a\u80fd\u7684\u6a21\u578b\u201d\uff0c\u800c\u662f\u201c\u66f4\u5b8c\u6574\u7684\u4e0a\u4e0b\u6587\u201d\uff0c\u8fd9\u786e\u5b9e\u662f\u4f01\u4e1a\u7ea7AI\u843d\u5730\u7684\u751f\u6b7b\u7ebf\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9ad8\u5ea6\u4f9d\u8d56OpenClaw\u751f\u6001\uff0c\u8fd9\u65e2\u662f\u6760\u6746\u4e5f\u662f\u9501\u94fe\uff1a\u82e5OpenClaw\u672c\u8eab\u8fed\u4ee3\u5931\u901f\u6216\u51fa\u73b0\u66f4\u4f18\u66ff\u4ee3\uff0cDonely\u7684\u4ef7\u503c\u5c06\u5927\u6253\u6298\u6263\u3002\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u9694\u79bb\u673a\u5236\u548c\u5ba1\u8ba1\u65e5\u5fd7\uff0c\u66b4\u9732\u51fa\u4f01\u4e1a\u5ba2\u6237\u6700\u672c\u8d28\u7684\u4fe1\u4efb\u987e\u8651\u2014\u2014\u6570\u636e\u548c\u64cd\u4f5c\u7684\u900f\u660e\u53ef\u63a7\u3002\u5982\u679cDonely\u4e0d\u80fd\u5728\u5b89\u5168\u67b6\u6784\u4e0a\u7ed9\u51fa\u6bd4\u201c\u6211\u4eec\u628a\u5b83\u505a\u5728\u4e86\u4e91\u7aef\u201d\u66f4\u786c\u7684\u627f\u8bfa\uff0c\u5b83\u53ea\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u65e0\u6cd5\u901a\u8fc7\u5408\u89c4\u5ba1\u67e5\u7684\u201c\u806a\u660e\u73a9\u5177\u201d\u3002\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff1a\u80fd\u5426\u8ba9\u975e\u6280\u672f\u521b\u59cb\u4eba\u771f\u6b63\u505a\u5230\u201cAI\u8fd0\u8425\u516c\u53f8\u201d\uff0c\u800c\u4e0d\u662f\u201c\u8fd0\u8425AI\u201d\u3002\u5f53\u524d\u770b\u6765\uff0c\u613f\u666f\u5b8f\u5927\uff0c\u4f46\u6267\u884c\u95e8\u69db\u6781\u9ad8\uff0c\u5c24\u5176\u662f\u8de8\u6570\u636e\u6e90\u7684\u77e5\u8bc6\u56fe\u8c31\u6784\u5efa\u4e0e\u5b9e\u65f6\u540c\u6b65\uff0c\u7a0d\u6709\u4e0d\u614e\u5c31\u4f1a\u53d8\u6210\u4fe1\u606f\u6742\u97f3\u3002\u5efa\u8bae\u805a\u71261-2\u4e2a\u9ad8\u9891\u573a\u666f\uff08\u5982\u5ba2\u6237\u652f\u6301\u590d\u76d8\u6216\u7814\u53d1\u6392\u671f\u5bf9\u9f50\uff09\u8dd1\u901a\u95ed\u73af\uff0c\u7528\u53ef\u91cf\u5316\u7684\u51b3\u7b56\u52a0\u901f\u548c\u9519\u8bef\u7387\u4e0b\u964d\u6765\u8bf4\u670d\u6700\u521d\u7684\u4ed8\u8d39\u7528\u6237\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Donely Knowledge Layer<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI agents are blind. They run without real company context and stop after isolated tasks. Donely Knowledge Layer gives your AI employees a queryable company brain connected to meetings, docs, chats, tickets, and codebases. This enables closed-loop workflows where agents can understand context, take action, observe outcomes, and continue work autonomously. Your AI employees can now understand what happened, what\u2019s happening, and what needs to happen next.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, Harsha here, founder of Donely.<\/p>\n<p>We started Donely because OpenClaw is powerful, but running it in production is still painful.<\/p>\n<p>You need setup, infra, uptime, credentials, channels, memory, and someone to fix things when it breaks. That\u2019s fine for hackers. It\u2019s not fine if you\u2019re a founder, agency, or business trying to actually use AI employees every day.<\/p>\n<p>So we built Donely.<\/p>\n<p>Today, Donely lets you deploy and manage OpenClaw-powered AI employees in the cloud. Each instance is isolated, has its own access, channels, billing, and AI repair layer.<\/p>\n<p>But the bigger vision is what I\u2019m most excited about:<\/p>\n<p>AI employees should not be blind.<\/p>\n<p>They should understand your company.<\/p>\n<p>So we\u2019re building a queryable company brain underneath them. Meetings, tickets, docs, code, customer conversations, all connected into one knowledge layer your AI employees can reason over.<\/p>\n<p>That means your AI employee can know what happened, what is stuck, what was promised, what shipped, and what needs to happen next.<\/p>\n<p>This is the start of AI Founder Mode for us.<\/p>\n<p>A founder or team should be able to run a company with a super-agent layer underneath them, helping them stay in the details without drowning in them.<\/p>\n<p>Would love your feedback, support, and brutal honesty. We\u2019re building fast.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can you walk through how \u201cisolated by design\u201d works in practice\u2014compute\/container boundaries, network egress controls, secret storage\/rotation, and approval flows\u2014and how you make audit logs useful enough for real forensics rather than just debugging?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool. I find that local implementations are very limiting, since I am using multiple devices daily. Is the AI repair related to managing version upgrades? I am building klodi, a plugin for openclaw (agentic marketplace), and version upgrades are my biggest headache tbh.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5ULLEJTMTX62MU\" class=\"app-title\">Kipps.AI Inbox<\/a><\/p>\n<div class=\"one-liner\">Stop juggling apps. Start closing leads.<\/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>Kipps.AI Inbox \u662f\u4e00\u6b3e\u4e13\u4e3a\u4e2d\u5c0f\u56e2\u961f\u8bbe\u8ba1\u7684\u5168\u6e20\u9053AI\u5ba2\u670d\u6536\u4ef6\u7bb1\uff0c\u5c06WhatsApp\u3001\u7f51\u7ad9\u804a\u5929\u3001\u6765\u7535\u7b49\u6240\u6709\u5ba2\u6237\u5bf9\u8bdd\u6c47\u805a\u4e00\u5904\uff0c\u901a\u8fc7AI\u5b9e\u73b07×24\u5c0f\u65f6\u81ea\u52a8\u56de\u590d\u4e0e\u65e0\u7f1d\u4eba\u5de5\u4ea4\u63a5\uff0c\u89e3\u51b3\u56e0\u591a\u5e94\u7528\u5206\u6563\u5bfc\u81f4\u7684\u4fe1\u606f\u9057\u6f0f\u548c\u7ebf\u7d22\u6d41\u5931\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\/128adbde-833a-4043-bc64-a5b7e1a30fb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9f97393c-91de-4224-888a-2c4fa0c9f047.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4cfca812-2be0-4659-a34d-286d0cccd83b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7976bb7b-9dc5-4984-8393-d1a2a07746ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e93a4fc-9992-43ee-9e69-4e3d3e87d12a.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\">Messaging<\/span><br \/>\n <span class=\"tag\">Sales<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5168\u6e20\u9053\u5ba2\u670d\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">AI\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u6c9f\u901a\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">WhatsApp\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8f6c\u63a5<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u5173\u6ce8AI\u4e0e\u4eba\u5de5\u4e4b\u95f4\u201c\u4e00\u952e\u8f6c\u63a5\u201d\u7684\u5177\u4f53\u5b9e\u73b0\u4e0e\u4e0a\u4e0b\u6587\u4fdd\u7559\u673a\u5236\uff08\u5982\u662f\u5426\u5728\u5355\u72ec\u89c6\u56fe\u663e\u793a\u5386\u53f2\uff09\u3002\u540c\u65f6\u6709\u58f0\u97f3\u8d28\u7591\u5b83\u4e0erespond.io\u7b49\u4e13\u4e1a\u6536\u4ef6\u7bb1\u5728\u65e5\u5de5\u4f5c\u6d41\u4e2d\u7684\u6838\u5fc3\u5dee\u5f02\uff0c\u4ee5\u53ca\u5bf9\u8bed\u97f3\u4ee3\u7406\u5904\u7406\u5ef6\u8fdf\u4e0e\u53e3\u97f3\u7684\u987e\u8651\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 Kipps.AI Inbox\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u6b8b\u9177\u7684\u75db\u70b9\uff1a\u4e2d\u5c0f\u56e2\u961f\u5728\u5ba2\u6237\u4fe1\u606f\u91cf\u7206\u53d1\u65f6\uff0c\u56e0\u5de5\u5177\u788e\u7247\u5316\u5bfc\u81f4\u7684\u201c\u7cfb\u7edf\u6027\u7684\u5ba2\u6237\u4e22\u5931\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7eaf\u7cb9\u7684\u201cAI\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u5177\u5907\u201cAI\u515c\u5e95+\u4eba\u5de5\u4ecb\u5165\u201d\u5f39\u6027\u7684\u534f\u4f5c\u67a2\u7ebd\u3002\u5b98\u65b9\u5f3a\u8c03\u7684\u201c\u4e00\u952e\u5207\u6362\u4e0e\u5b8c\u6574\u5386\u53f2\u8bb0\u5f55\u201d\uff0c\u7cbe\u51c6\u6253\u51fb\u4e86\u5f53\u524d\u591a\u6570\u5ba2\u670d\u5de5\u5177\u201cAI\u51b7\u51b0\u51b0\u3001\u4eba\u5de5\u91cd\u590d\u52b3\u52a8\u3001\u4ea4\u63a5\u65ad\u6863\u201d\u7684\u4e09\u5927\u5f0a\u75c5\uff0c\u8fd9\u662f\u4ea7\u54c1\u6700\u7280\u5229\u7684\u5dee\u5f02\u5316\u652f\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u9762\u4e34\u4e24\u5927\u8d28\u7591\u3002\u7b2c\u4e00\uff0c\u7ade\u4e89\u58c1\u5792\u6a21\u7cca\u3002\u9762\u5bf9\u6210\u719f\u7684respond.io\u6216\u5f00\u6e90\u7684Chatwoot\uff0cKipps.AI\u80fd\u5426\u5728\u201c\u5168\u6e20\u9053\u6574\u5408\u201d\u8fd9\u4e00\u57fa\u7840\u80fd\u529b\u4e0a\u505a\u5230\u66f4\u4fbf\u6377\u3001\u66f4\u7a33\u5b9a\uff1f\u5982\u679cAI\u53ea\u662f\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u57fa\u7840\u901a\u8baf\u96c6\u6210\u4ecd\u6709\u75db\u70b9\uff08\u6bd4\u5982\u7535\u8bdd\u8f6c\u63a5\u5ef6\u8fdf\u3001API\u7a33\u5b9a\u6027\uff09\uff0c\u90a3\u4e48\u201cAI\u4eae\u70b9\u201d\u5c06\u65e0\u6cd5\u5f25\u8865\u57fa\u7840\u8bbe\u65bd\u7684\u77ed\u677f\u3002\u7b2c\u4e8c\uff0cAI\u53ef\u7528\u6027\u7684\u786c\u4ed7\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8bed\u97f3\u5ef6\u8fdf\u548c\u53e3\u97f3\u8bc6\u522b\u7684\u95ee\u9898\uff0c\u76f4\u63a5\u6307\u5411AI\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u53ef\u7528\u6027\u3002\u5982\u679cAI\u5728\u5608\u6742\u73af\u5883\u3001\u5370\u5ea6\u53e3\u97f3\u6216\u590d\u6742\u591a\u53d8\u7684\u4e2d\u6587\u8bed\u5883\u4e0b\u9891\u7e41\u51fa\u9519\uff0c\u53cd\u800c\u4f1a\u5236\u9020\u66f4\u591a\u6df7\u4e71\u2014\u2014\u8fd9\u65f6\u5019\u201cAI\u8f85\u52a9\u201d\u5c31\u6210\u4e86\u201cAI\u6dfb\u4e71\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aKipps.AI\u8d4c\u5bf9\u4e86\u65b9\u5411\uff0c\u4f46\u80fd\u5426\u6740\u51fa\u91cd\u56f4\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u4e0d\u80fd\u628a\u201c\u4e00\u952e\u8f6c\u63a5\u201d\u505a\u5230\u6781\u81f4\u6d41\u7545\uff0c\u5e76\u5728\u5168\u6e20\u9053\u7684\u57fa\u7840\u7a33\u5b9a\u6027\u4e0a\u4e0d\u62d6\u540e\u817f\u3002\u5426\u5219\uff0c\u5b83\u5c31\u53ea\u662f\u4e00\u6b3e\u201c\u770b\u8d77\u6765\u5f88\u7f8e\u7684\u8f7b\u91cf\u7ea7\u5ba2\u670d\u805a\u5408\u5668\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\">Kipps.AI Inbox<\/span>\n <\/div>\n<div class=\"comment-content\">Your customers are on WhatsApp, calling in, and chatting on your site, but your team is scattered across apps, missing messages, and losing leads you already paid to acquire. Kipps Inbox brings every conversation into one place. AI handles the volume 24\/7, your team handles the relationships, and switching between the two takes a single tap. Full conversation history, real-time collaboration, and analytics that actually tell you what’s working. One inbox. Every channel. Full control.<\/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>Nishit here, Co-founder & CTO of <a href=\"https:\/\/www.producthunt.com\/products\/kipps-ai\" target=\"_blank\" rel=\"noopener\">@Kipps AI<\/a> .<\/p>\n<\/p>\n<p>Let me tell you about Raj.<\/p>\n<\/p>\n<p>Raj runs a mid-sized travel agency in Mumbai. 12 people on his team. Hundreds of inquiries every day \u2014 WhatsApp messages, website chats, missed calls. Business was growing, but something felt off.<\/p>\n<\/p>\n<p>Every Monday morning, his team would huddle, and someone would say, <em>“Did anyone reply to this guy? He messaged three days ago.”<\/em><\/p>\n<\/p>\n<p>Silence. Then panic.<\/p>\n<\/p>\n<p>Raj wasn’t losing customers because of bad service. He was losing them because conversations were falling through the cracks between apps, between teammates, between shifts.<\/p>\n<\/p>\n<p>Sound familiar?<\/p>\n<\/p>\n<p>That’s exactly why we built <strong>Kipps Inbox<\/strong>.<\/p>\n<\/p>\n<p>One mobile app. Every customer conversation \u2014 WhatsApp, website chat, inbound calls \u2014 in a single place. AI handles the volume 24\/7, so nothing goes unanswered. When a conversation needs a human, your team jumps in with one tap, full context intact, no awkward “sorry, what was your question again?”<\/p>\n<\/p>\n<p>Raj’s team stopped missing leads. Response time dropped. And Monday mornings got a lot quieter.<\/p>\n<\/p>\n<p>We’re a small team that’s been building in public for 2 years. Every feature in Kipps Inbox came from a real conversation with a real business owner like Raj.<\/p>\n<\/p>\n<p>If any part of this story sounds like your Monday morning \u2014 I’d love to hear it below \ud83d\udc47<\/p>\n<\/p>\n<p>And if it resonates, an upvote means everything to us \ud83d\ude4f<\/p>\n<\/p>\n<p>\u2014 Nishit<\/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> How are inbound calls working under the hood? Realtime transcription, voice AI answering, or routed to a human with a summary in hand?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> This makes complete sense for mid sized companies<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@nishit_chittora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nishit_chittora<\/a> The combination of WhatsApp and Voice agents in a single “no-code” platform is a huge win for small teams. Automating the lead qualification process through the channels customers actually use is the best way to scale without adding headcount. Great launch!<\/p>\n<p>How does the voice agent handle latency and different accents to ensure the conversation feels natural for the customer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When someone is deciding between Kipps Inbox and a dedicated omnichannel inbox like respond.io (or a helpdesk like Chatwoot), what\u2019s the sharpest difference in day-to-day workflow where you consistently win?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Kudos to the team. The single-tap handoff with full history is really interesting, since most “unified inbox” tools drop the context when a human takes over. What does the handoff look like on the agent side, does it show the full AI conversation inline or in a separate view?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 AI to human handoff in one tap is the feature I didn’t know I needed. Every tool I’ve tried either goes full AI or full manual. The switching always felt clunky. This looks different.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/LE3OA6N3TYO6UR\" class=\"app-title\">MediaOptim<\/a><\/p>\n<div class=\"one-liner\">Compress images, video & audio locally and save storage<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MediaOptim\u662f\u4e00\u6b3e\u5728Mac\u4e0a\u672c\u5730\u79bb\u7ebf\u6279\u91cf\u538b\u7f29\u56fe\u7247\u3001\u89c6\u9891\u548c\u97f3\u9891\u6587\u4ef6\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u62c5\u5fc3\u9690\u79c1\u6cc4\u9732\u3001\u4e0a\u4f20\u7b49\u5f85\u4ee5\u53ca\u8ba2\u9605\u4ed8\u8d39\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\/5e36d78a-82fe-4573-9767-33a9311e12a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18a5df58-cf2f-4e70-b18f-af6e54fad0b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Privacy<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u538b\u7f29<\/span><br \/>\n <span class=\"tag\">Apple\u539f\u751f\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/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\u6307\u51fa\u538b\u7f29\u540e\u7167\u7247\u4f1a\u4e22\u5931EXIF\u5143\u6570\u636e\uff08\u65e5\u671f\u3001GPS\u3001Live Photo\u914d\u5bf9\uff09\uff0c\u89c6\u9891\u5143\u6570\u636e\u4fdd\u7559\u3002\u5f00\u53d1\u8005\u627f\u8ba4\u95ee\u9898\uff0c\u8ba1\u5212\u589e\u52a0\u5143\u6570\u636e\u4fdd\u7559\u5f00\u5173\u3002\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0\u9762\u5411\u4e0d\u540c\u573a\u666f\uff08\u793e\u4ea4\u3001\u5b58\u6863\u3001\u90ae\u4ef6\uff09\u7684\u667a\u80fd\u9884\u8bbe\uff0c\u5e76\u8be2\u95ee\u5143\u6570\u636e\u8bbe\u7f6e\u662f\u6309\u683c\u5f0f\u8fd8\u662f\u5168\u5c40\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 MediaOptim\u5207\u4e2d\u4e86\u4e00\u4e2a\u73b0\u5b9e\u75db\u70b9\uff1a\u5927\u591a\u6570\u538b\u7f29\u5de5\u5177\u672c\u8d28\u4e0a\u662f\u201c\u4e0a\u4f20-\u670d\u52a1\u5668\u5904\u7406-\u4e0b\u8f7d\u201d\u6a21\u578b\uff0c\u8fd9\u5728\u65e5\u76ca\u6ce8\u91cd\u9690\u79c1\u548c\u6570\u636e\u4e3b\u6743\u7684\u73af\u5883\u4e0b\u663e\u5f97\u8fc7\u65f6\u3002\u5176\u672c\u5730\u5316\u3001\u65e0\u8ba2\u9605\u7684\u5b9a\u4f4d\u975e\u5e38\u6e05\u6670\uff0c\u5c24\u5176\u5bf9\u5904\u7406\u5927\u578b\u89c6\u9891\u548c\u654f\u611f\u7d20\u6750\u7684\u7528\u6237\u6781\u5177\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u7684\u786c\u4f24\u4e5f\u66b4\u9732\u65e0\u9057\uff1a**\u5143\u6570\u636e\u4e22\u5931**\u3002\u5bf9\u4e8e\u7167\u7247\u548c\u89c6\u9891\uff0cEXIF\u548cLive Photo\u4fe1\u606f\u5f80\u5f80\u662f\u8d44\u4ea7\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u5f00\u53d1\u8005\u7684\u56de\u5e94\u201c\u4f1a\u52a0\u5f00\u5173\u201d\u867d\u7136\u662f\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u4f5c\u4e3a\u4e00\u6b3e\u4e0a\u7ebf\u7684\u4ea7\u54c1\uff0c\u5728\u6838\u5fc3\u529f\u80fd\u4e0a\u5b58\u5728\u5982\u6b64\u4e25\u91cd\u7684\u201c\u526f\u635f\u4f24\u201d\uff0c\u8bf4\u660e\u5176\u5728\u4ea7\u54c1\u6253\u78e8\u548c\u7528\u6237\u573a\u666f\u7406\u89e3\u4e0a\u8fd8\u4e0d\u591f\u7cbe\u7ec6\u3002\u7528\u6237\u4e0d\u53ef\u80fd\u4e3a\u4e86\u7701\u7a7a\u95f4\u800c\u63a5\u53d7\u201c\u65f6\u5149\u5012\u6d41\u201d\u548c\u201c\u4e22\u5931\u5b9a\u4f4d\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u201c\u672c\u5730+\u79bb\u7ebf\u201d\u867d\u7136\u5b89\u5168\u4fbf\u6377\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u529f\u80fd\u7684\u8fb9\u754c\u5b8c\u5168\u53d7\u9650\u4e8emacOS\u539f\u751f\u6846\u67b6\u7684\u80fd\u529b\u3002\u76ee\u524d\u7f3a\u4e4f\u667a\u80fd\u9884\u8bbe\u548c\u683c\u5f0f\u95f4\u53c2\u6570\u5206\u79bb\uff0c\u4f1a\u8ba9\u666e\u901a\u7528\u6237\u9762\u5bf9\u4e00\u5806\u6280\u672f\u53c2\u6570\u65e0\u4ece\u4e0b\u624b\uff0c\u800c\u4e13\u4e1a\u7528\u6237\u53c8\u89c9\u5f97\u8fd9\u4e9b\u53c2\u6570\u4e0d\u591f\u7075\u6d3b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1aMediaOptim\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u4ea4\u4ed8\u4e86\u4e00\u4e2a\u201c\u534a\u6210\u54c1\u201d\u4f53\u9a8c\u3002\u771f\u6b63\u6709\u4ef7\u503c\u7684\u4ea7\u54c1\u5e94\u5f53\u505a\u5230\u201c\u538b\u7f29\u800c\u4e0d\u635f\u4f24\u201d\uff0c\u5728\u5b89\u5168\u4e0e\u53ef\u7528\u6027\u4e4b\u95f4\u627e\u5230\u7cbe\u786e\u5e73\u8861\u70b9\u3002\u5982\u679c\u5f00\u53d1\u56e2\u961f\u4e0d\u80fd\u5728\u5143\u6570\u636e\u4fdd\u7559\u3001\u9884\u8bbe\u573a\u666f\u5316\u3001\u683c\u5f0f\u7ea7\u53c2\u6570\u63a7\u5236\u4e0a\u5feb\u901f\u8fed\u4ee3\uff0c\u5b83\u5f88\u5feb\u4f1a\u88ab\u5176\u4ed6\u540c\u6837\u672c\u5730\u5316\u4f46\u66f4\u7cbe\u826f\u7684\u5de5\u5177\u66ff\u4ee3\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\">MediaOptim<\/span>\n <\/div>\n<div class=\"comment-content\">MediaOptim compresses images, videos, and audio files directly on your Mac \u2014 no uploads, no subscriptions, no privacy risk. Most compression tools send your files to a server. MediaOptim runs everything locally using native Apple frameworks, so files never leave your device. \u2713 Batch compress entire folders \u2713 Supports HEIC, WebP, MP4, MOV, MP3, FLAC and more \u2713 Set quality targets, not just percentages \u2713 Works offline, always<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Metadata is a dealbreaker for many photo\/video libraries. When MediaOptim compresses a batch, what happens to capture dates, locations, Live Photo\/HEIC metadata, and video metadata\u2014and what tradeoffs did you make versus preserving absolutely everything?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <br \/> Yep, good comment \u2014 images lose EXIF (dates, GPS, camera info) during compression since the image library strips it by default. Videos keep their metadata. Live Photo pairing isn’t preserved either. It’s a known tradeoff I want to add a toggle for. <\/p>\n<p>Speaking of \u2014 would love your feedback directly, happy to give you full access for free if you want to test it out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>I built MediaOptim after getting frustrated with online tools that upload your files to compress them. A 4GB video file shouldn’t need to leave your Mac just to get smaller. <\/p>\n<p>The app uses native Apple frameworks (AVFoundation, ImageIO) so compression is fast and the files stay local.<\/p>\n<p>Everything runs locally using native Apple frameworks (AVFoundation, ImageIO) \u2014 no servers, no accounts, no waiting on uploads. <\/p>\n<p>You drag in a folder, set your quality target, and it batch-processes everything. That’s it. <\/p>\n<p>Would love to hear what formats or features you’d want next!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@agustinfornio\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@agustinfornio<\/a> This is a really clean positioning compression without upload is a strong privacy and speed angle, especially for big video workflows. Next big win would be smart presets per use case (social, archive, email) so users don\u2019t have to think about settings at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the local-first approach is the right call for anything handling personal media. the EXIF toggle would be a meaningful addition especially for photo libraries where capture date and location are the whole point of the file. curious whether you plan to let users choose per-format or as a global setting across a batch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/42WKJRLXVPT7P4\" class=\"app-title\">KodHau<\/a><\/p>\n<div class=\"one-liner\">Stop your AI from breaking prod-give it your team decisions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>KodHau\u662f\u4e00\u4e2aMCP\u670d\u52a1\u5668\uff0c\u901a\u8fc7\u6ce8\u5165\u56e2\u961f\u5728GitHub PR\u4e2d\u6c89\u6dc0\u7684\u5386\u53f2\u51b3\u7b56\u3001\u88ab\u62d2\u65b9\u6848\u548c\u8bbe\u8ba1\u8ba8\u8bba\uff0c\u89e3\u51b3AI\u7f16\u7801\u4ee3\u7406\u56e0\u7f3a\u4e4f\u9690\u6027\u77e5\u8bc6\uff08\u90e8\u843d\u77e5\u8bc6\uff09\u800c\u9891\u7e41\u7834\u574f\u751f\u4ea7\u73af\u5883\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\/bb580f88-913c-4797-bbc9-c869e535473a.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\/fc024623-ec68-4d06-9a9d-c54bd82a470c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=1-iUNKGfFW8\"><source src=\"https:\/\/www.youtube.com\/watch?v=1-iUNKGfFW8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7801\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u90e8\u843d\u77e5\u8bc6<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">GitHub PR<\/span><br \/>\n <span class=\"tag\">\u5386\u53f2\u51b3\u7b56\u6ce8\u5165<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Claude Code<\/span><br \/>\n <span class=\"tag\">Cursor<\/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\u201cAI\u4e0d\u7406\u89e3\u4ee3\u7801\u80cc\u540e\u63a8\u7406\u201d\u7684\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\uff1a\u5982\u4f55\u5e94\u5bf9\u5927\u578b\u4ed3\u5e93\u7684Token\u9650\u5236\uff08\u5efa\u8bae\u672c\u5730\u5411\u91cf\u5e93\u8fc7\u6ee4\uff09\uff1b\u5982\u4f55\u5904\u7406Prompt\u6ce8\u5165\u548c\u6743\u9650\u6cc4\u9732\u98ce\u9669\uff08\u8be2\u95eeGitHub Token\u63a8\u8350\u7684\u4f5c\u7528\u57df\u9ed8\u8ba4\u503c\uff09\u3002\u53e6\u6709\u7528\u6237\u5efa\u8bae\u8865\u5145Agent\u81ea\u52a8\u751f\u6210\u53d8\u66f4\u65e5\u5fd7\u7684\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 KodHau\u7684\u5207\u5165\u70b9\u6781\u5176\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u53bb\u5377\u4ee3\u7801\u751f\u6210\u8d28\u91cf\uff0c\u800c\u662f\u76f4\u51fb\u5f53\u524dAI\u7f16\u7a0b\u5de5\u5177\u6700\u672c\u8d28\u7684\u76f2\u533a\uff1a\u4ee3\u7801\u53ea\u662f\u7ed3\u679c\uff0c\u51b3\u7b56\u8fc7\u7a0b\u624d\u662f\u7075\u9b42\u3002\u56e2\u961f\u5185\u90e8\u5927\u91cf\u201c\u4e3a\u4ec0\u4e48\u8fd9\u4e48\u5199\u201d\u3001\u201c\u4e3a\u4ec0\u4e48\u4e0d\u80fd\u90a3\u4e48\u5199\u201d\u7684\u9690\u6027\u77e5\u8bc6\uff0c\u6070\u6070\u662fAI Agent\u9891\u7e41\u201c\u7ffb\u8f66\u201d\u7684\u6839\u6e90\u3002\u5176\u901a\u8fc7MCP\u534f\u8bae\u5c06GitHub PR\u5386\u53f2\u4e2d\u7684\u8ba8\u8bba\u3001\u62d2\u7edd\u7406\u7531\u3001\u524d\u8f88\u5de5\u7a0b\u5e08\u7684\u201c\u8840\u6cea\u53f2\u201d\u4f5c\u4e3a\u4e0a\u4e0b\u6587\u6ce8\u5165\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7ed9AI\u8865\u201c\u60c5\u5546\u8bfe\u201d\uff0c\u8fd9\u6bd4\u4efb\u4f55\u8bad\u7ec3\u6570\u636e\u62fc\u63a5\u90fd\u66f4\u76f4\u63a5\u6709\u6548\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u51b7\u9759\u4e0b\u6765\u770b\uff0c\u4ea7\u54c1\u9762\u4e34\u4e24\u4e2a\u786c\u4f24\uff1a\u4e00\u662fToken\u548c\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u7269\u7406\u74f6\u9888\u3002\u5bf9\u4e8e\u62e5\u6709\u6570\u5343\u4e2aPR\u7684\u5927\u578b\u4ed3\u5e93\uff0c\u5982\u4f55\u9ad8\u6548\u3001\u667a\u80fd\u5730\u7b5b\u9009\u51fa\u5f53\u524d\u4efb\u52a1\u6700\u76f8\u5173\u7684\u5386\u53f2\u51b3\u7b56\uff0c\u800c\u4e0d\u662f\u4e00\u80a1\u8111\u585e\u7ed9LLM\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u4f53\u9a8c\u4e0a\u9650\u3002\u5982\u679c\u6bcf\u6b21\u90fd\u662f\u5168\u91cf\u68c0\u7d22\uff0c\u6210\u672c\u5c06\u8fc5\u901f\u5931\u63a7\u3002\u4e8c\u662f\u98ce\u9669\u655e\u53e3\u3002PR\u3001Issue\u4e2d\u5145\u65a5\u7740\u7cfb\u7edf\u8def\u5f84\u3001API Key\u3001\u5185\u90e8\u5b89\u5168\u7b56\u7565\u7b49\u654f\u611f\u4fe1\u606f\uff0c\u4e00\u65e6AI\u6839\u636e\u8fc7\u65f6\u6216\u4e0d\u5b89\u5168\u7684\u8bc4\u8bba\u751f\u6210\u4ee3\u7801\uff0c\u540e\u679c\u53ef\u80fd\u6bd4\u201c\u4e0d\u77e5\u60c5\u201d\u66f4\u4e25\u91cd\u3002\u5b89\u5168\u5ba1\u8ba1\u4e0e\u6743\u9650\u9694\u79bb\u5fc5\u987b\u662f\u4e00\u4e2a\u5185\u7f6e\u7279\u6027\uff0c\u800c\u975e\u540e\u671f\u8865\u4e01\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b80\u800c\u8a00\u4e4b\uff0cKodHau\u89e3\u51b3\u4e86\u201c\u6b63\u786e\u201d\u7684\u95ee\u9898\uff0c\u4f46\u8981\u8ba9\u4f01\u4e1a\u5fc3\u7518\u60c5\u613f\u628a\u201c\u90e8\u843d\u8bb0\u5fc6\u201d\u4ea4\u7ed9AI\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u80fd\u201c\u61c2\u201d\u5386\u53f2\uff0c\u66f4\u80fd\u5b89\u5168\u5730\u201c\u7ba1\u7406\u201d\u5386\u53f2\u3002\u5b83\u73b0\u5728\u7684\u4ef7\u503c\u66f4\u50cf\u4e00\u4e2a\u806a\u660e\u4f46\u672a\u7ecf\u98ce\u6d6a\u7684\u5b9e\u4e60\u751f\u2014\u2014\u77e5\u9053\u5f88\u591a\uff0c\u4f46\u8fd8\u9700\u8981\u5b66\u4f1a\u7504\u522b\u4fe1\u606f\u7684\u8f7b\u91cd\u7f13\u6025\u4e0e\u5b89\u5168\u8fb9\u754c\u3002\u5bf9\u4e8e\u521d\u521b\u56e2\u961f\u800c\u8a00\uff0c\u8fd9\u662f\u5207\u5165\u4f01\u4e1a\u7ea7\u5de5\u5177\u7684\u7edd\u4f73\u7f1d\u9699\uff0c\u4f46\u6280\u672f\u6df1\u6c34\u533a\u7684\u822a\u7a0b\u624d\u521a\u521a\u5f00\u59cb\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\">KodHau<\/span>\n <\/div>\n<div class=\"comment-content\">KodHau MCP gives your AI agent the tribal knowledge of your team: PR history, design decisions, and review comments your senior engineers never documented.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt! \ud83d\udc4b I’m Zhasulan, 17 y.o founder from Astana, Kazakhstan, builder of KodHau. <\/p>\n<p><strong>At 16<\/strong>, I led 12 developers, worked as Team Lead at a venture studio, across teams \u2014 and we used AI agents for coding, but they kept breaking our production because they had no idea what our team had already tried and rejected. <\/p>\n<p>That’s the knowledge problem. Tribal knowledge. Context about your codebase lives in people’s heads and in discussions around the code – PRs. Not in the docs, or wikis. They get updated only when there’s time.<\/p>\n<p><strong>KodHau <\/strong>is an <strong>MCP server<\/strong> that gives <strong>your AI agent<\/strong> access to your <strong>team’s decisions, workarounds, and rejected approaches<\/strong> <strong>buried <\/strong>in <strong>years <\/strong>of <strong>GitHub PR history<\/strong>. Before your agent touches a single line of code, with KodHau it knows why the code is written that way by your engineers.<\/p>\n<p><strong>The proof: <\/strong>I used KodHau to fix an 8-month-old bug in Microsoft’s .NET runtime, their flagship repo. Someone else tried fixing that issue already \u2014 200 lines of code, wrong approach, abandoned. Our fix was 7 lines. KodHau found decisions Microsoft engineers made 4 years ago for this fix. And the same applies for ANY repo. <\/p>\n<p><strong>2-minute setup.<\/strong> Works with <strong>Cursor, Claude Code<\/strong>, <strong>any MCP client.<\/strong><\/p>\n<p>Happy to answer questions about MCP, GitHub API, or how tribal knowledge injection works \ud83d\ude80<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zhas_srk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhas_srk<\/a> under the hood, how are you handling token limits for massive repos? is there a local vector db filtering the noise before the mcp sends it to cursor?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 bro <\/p>\n<p>PR history as memory\/context for AI agents is actually such a smart idea. Most AI coding tools understand the code, but not the reasoning behind the code or why certain approaches were rejected<\/p>\n<p>Rooting for this one fr<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@codewithriza\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@codewithriza<\/a> Thank you so much!\ud83d\ude4f That’s exactly it \u2014 the current code is the what, while discussions of engineers around the code is the why<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Something we started doing a couple months back is we added a line in our Agents.md, that instructs our agents to add a changelog line for every change that it makes, every commit, every PR, including info like reason, changes and relevant context.<\/p>\n<p>Over time we\u2019ve built a knowledge base that now allows our agents to instantly get info about similar prior issues. <\/p>\n<p>Something like that would be a great addition.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A lot of teams worry about prompt-injection and privilege leakage once agents start reading Issues\/PR text\u2014what design choices in KodHau reduce that risk, and what are the recommended permission\/scoping defaults for GitHub tokens?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 <strong>knowledge problem<\/strong> is the biggest bottleneck for AI right now. I\u2019m tired of Claude Code suggesting a refactor that we already tried and rejected three months ago in a PR. \ud83d\ude05 Having an MCP server that actually looks at <em>why<\/em> decisions were made is a massive unlock for team productivity. Support on the launch, <a href=\"https:\/\/www.producthunt.com\/@zhas_srk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zhas_srk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhas_srk<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> thank you Vikram! That’s the pain point I faced myself. So before KodHau touches any code, it pulls the PR where your team debated and rejected that refactor – the reasoning your senior engineer never wrote documented. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Zhasulan! <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yuriy_kimm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yuriy_kimm<\/a> thank you, Yuriy!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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, Zhasulan! <br \/>Very impressive!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@suleimenov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suleimenov<\/a> thank you Arman! \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/GBLADBJC4NSVVA\" class=\"app-title\">Socrati<\/a><\/p>\n<div class=\"one-liner\">Your personal knowledge podcast from any source<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Socrati\u901a\u8fc7\u5c06PDF\u3001\u89c6\u9891\u3001\u624b\u62cd\u9875\u9762\u6216\u8f93\u5165\u8bdd\u9898\u4e00\u952e\u8f6c\u5316\u4e3a\u914d\u6709\u8bed\u97f3\u8bb2\u89e3\u3001\u591a\u79cd\u7ec3\u4e60\u4e0e\u95f4\u9694\u590d\u4e60\u7684\u5b8c\u6574\u97f3\u9891\u8bfe\u7a0b\uff0c\u89e3\u51b3\u7528\u6237\u65e0\u6cd5\u5750\u5728\u684c\u524d\u65f6\u4f9d\u7136\u60f3\u9ad8\u6548\u5b66\u4e60\u5e76\u4fdd\u6301\u957f\u671f\u8bb0\u5fc6\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\/7532cf56-4100-4d06-9cc1-3d4dcd1102c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ed6467f-f05c-4454-881e-efd7e10ee74e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a6bf921-3752-4188-b2aa-ca2abd449c66.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\/b2e5135d-e2d1-48a5-8ac5-ff8aa252ed2f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/9wLISCjIlu4\"><source src=\"https:\/\/youtu.be\/9wLISCjIlu4\" 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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5b66\u4e60\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u64ad\u5ba2\u5f0f\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u95f4\u9694\u91cd\u590d<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u8bfe\u7a0b<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7559\u5b58<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">\u95ea\u5361\u751f\u6210<\/span><br \/>\n <span class=\"tag\">Anki\u517c\u5bb9<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u5b66\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79f0\u8d5eSocrati\u5c06\u88ab\u52a8\u97f3\u9891\u53d8\u4e3a\u4e3b\u52a8\u7559\u5b58\u7684\u521b\u65b0\uff0c\u4f46\u8be2\u95ee\u662f\u5426\u652f\u6301\u5bfc\u51fa\u5361\u7ec4\uff08\u5982APKG\/CSV\uff09\u53ca\u63a5\u5165Notion\u3001Readwise\u7b49\u5de5\u5177\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u5c06\u4f18\u5148\u652f\u6301\u5bfc\u51fa\u81f3Anki\uff0c\u5e76\u8ba1\u5212\u96c6\u6210Readwise\uff0c\u575a\u6301\u201c\u8bfe\u7a0b\u8f93\u51fa\u800c\u975e\u5361\u7ec4\u8d77\u70b9\u201d\u7684\u7406\u5ff5\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 Socrati\u7684\u5207\u5165\u70b9\u5f88\u806a\u660e\uff1a\u5b83\u6ca1\u6709\u53bb\u548cAnki\u3001Quizlet\u4e89\u593a\u201c\u95ea\u5361\u5de5\u5177\u201d\u8fd9\u4e00\u5b58\u91cf\u5e02\u573a\uff0c\u800c\u662f\u76f4\u63a5\u5207\u5165\u201c\u4ece\u539f\u59cb\u7d20\u6750\u5230\u7ed3\u6784\u5316\u5b66\u4e60\u5185\u5bb9\u201d\u8fd9\u4e00\u4ef7\u503c\u94fe\u7684\u4e0a\u6e38\u3002\u7528\u6237\u53ea\u9700\u6254\u8fdb\u4e00\u4e2aPDF\u6216\u89c6\u9891\u94fe\u63a5\uff0c\u5c31\u80fd\u8f93\u51fa\u4e00\u6574\u5957\u53ef\u542c\u7684\u97f3\u9891\u8bfe\u7a0b\u3001\u4e3b\u52a8\u7ec3\u4e60\u9898\u548c\u89c4\u5212\u597d\u7684\u590d\u4e60\u5468\u671f\u2014\u2014\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u628a\u201c\u5b66\u4e60\u8bbe\u8ba1\u201d\u8fd9\u4e2a\u4e13\u4e1a\u95e8\u69db\u6781\u9ad8\u7684\u8fc7\u7a0b\u81ea\u52a8\u5316\u4e86\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u8bfe\u7a0b\u201d\u8fd9\u4e2a\u52a8\u4f5c\uff0c\u800c\u5728\u4e8e\u201c\u95f4\u9694\u91cd\u590d\u201d\u7684\u6267\u884c\u529b\u3002\u6b63\u5982\u5f00\u53d1\u8005\u6240\u8a00\uff0c\u751f\u6210\u662f\u5bb9\u6613\u7684\uff0c\u800c\u8bbe\u8ba1\u4e00\u5957\u80fd\u8ba9\u77e5\u8bc6\u70b9\u5728\u7528\u6237\u5927\u8111\u9057\u5fd8\u4e34\u754c\u70b9\u7cbe\u51c6\u6d6e\u73b0\u7684\u7b97\u6cd5\u624d\u662f\u786c\u529f\u592b\u3002\u8fd9\u4e5f\u662fSocrati\u533a\u522b\u4e8e\u4e00\u4f17\u201c\u6587\u5b57\u8f6c\u64ad\u5ba2\u201d\u5de5\u5177\u7684\u5173\u952e\u2014\u2014\u5b83\u4e0d\u53ea\u662f\u8ba9\u4f60\u542c\uff0c\u800c\u662f\u8ba9\u4f60\u201c\u8bb0\u5f97\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5fc5\u987b\u6307\u51fa\u7684\u662f\uff0c\u76ee\u524d\u5b83\u4ecd\u662f\u4e00\u4e2a\u201c\u5c01\u95ed\u73af\u8def\u201d\uff1a\u7528\u6237\u8f93\u5165\u7d20\u6750\uff0c\u8f93\u51fa\u6807\u51c6\u5316\u8bfe\u7a0b\u3002\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff0c\u9ad8\u9636\u5b66\u4e60\u8005\u4e60\u60ef\u4e86\u5728Anki\u91cc\u81ea\u7531\u8c03\u6821\u5361\u7247\u4f18\u5148\u7ea7\u3001\u5b57\u6bb5\u548c\u7b14\u8bb0\u7ed3\u6784\uff0cSocrati\u82e5\u53ea\u662f\u5355\u5411\u5bfc\u51fa\uff0c\u65e0\u6cd5\u5b9e\u73b0\u53cc\u5411\u534f\u540c\u6216\u5143\u6570\u636e\u7f16\u8f91\uff0c\u6700\u7ec8\u4ecd\u4f1a\u88ab\u8fd9\u4e9b\u7528\u6237\u89c6\u4e3a\u201c\u66f4\u8f7b\u4fbf\u4f46\u66f4\u53d7\u9650\u7684\u9884\u5904\u7406\u5de5\u5177\u201d\u3002\u5f00\u653eAPI\u3001\u652f\u6301\u4ece\u5916\u90e8\u7b14\u8bb0\u5de5\u5177\u52a8\u6001\u62c9\u53d6\u7d20\u6750\u5e76\u667a\u80fd\u5207\u7247\uff0c\u624d\u662f\u5b83\u4ece\u201c\u9177\u73a9\u5177\u201d\u8dc3\u5347\u4e3a\u201c\u7ec8\u8eab\u5b66\u4e60\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002\u4e00\u53e5\u8bdd\uff1aSocrati\u8d70\u5bf9\u4e86\u65b9\u5411\uff0c\u4f46\u8981\u907f\u514d\u6210\u4e3a\u53e6\u4e00\u4e2a\u7528AI\u5305\u88c5\u7684\u201c\u9694\u79bb\u82b1\u56ed\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\">Socrati<\/span>\n <\/div>\n<div class=\"comment-content\">Your personal knowledge podcast \u2014 from any source. Drop in a PDF, a YouTube video, a photo of a page, or a topic you type in. Socrati builds you a full course: narrated audio lessons, multiple-choice drills, fill-in-the-blank exercises, and flashcards. Spaced repetition brings the material back on the day your brain is about to forget it. Built for the moments you can’t be at your desk: headphones in on the bus, at the gym, or before bed. Live on iOS and Android in 6 languages.<\/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>I’m David, the solo maker behind Socrati. I built this because I kept wanting to learn when I wasn’t at my desk \u2014 on the bus, at the gym, or in bed at the end of a long day, too tired for a screen but happy to put headphones on and let a lecture play in the background.<\/p>\n<\/p>\n<p>Drop in a PDF, a YouTube link, a photo of a page, or a topic you type in, and Socrati builds you a full course: narrated audio lessons, drills, flashcards, and spaced repetition to bring it back before you forget it. Live on iOS and Android, in six languages.<\/p>\n<\/p>\n<p>Genuinely keen for honest feedback. I’ll be here all day. Roast it, question it, ask anything.<\/p>\n<\/p>\n<p>\u2014 David<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I like here is that you\u2019re not just turning content into audio, but you\u2019re building actual retention into the learning process. Most people take in information passively and forget it a few days later. The spaced repetition and interactive drills is what makes this feel genuinely useful for long-term learning, especially for people trying to learn while away from their desk.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thamibenjelloun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thamibenjelloun<\/a> Thanks Thami, the retention bit was easily the hardest part to get right. Generating courses is the easy bit. Without the drills and spaced repetition it’s basically just an audiobook with extra steps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Compared with Quizlet\u2019s and Anki\u2019s ecosystems, what\u2019s your stance on openness: will Socrati support exporting decks (e.g., CSV\/APKG) or ingesting highlights\/notes from tools like Notion\/Readwise\/GoodNotes\u2014and what workflow do you think will become the default for power users?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Power users will start from source material, not from decks. Quizlet and Anki are great once you already know what belongs on a card. Socrati sits one step earlier – PDF, video, lecture, or paper in; lessons, drills, flashcards, and a review queue out.<\/p>\n<\/p>\n<p>Export: APKG and CSV are on the roadmap. Anki users are some of the most thoughtful learners on the internet and locking them in would defeat the point. The shape I want: every course’s flashcards exportable to your existing Anki collection in one tap.<\/p>\n<\/p>\n<p>Ingest: Readwise is the obvious first integration – clean API, already aggregates from Kindle, Pocket, Notion, and most highlight tools. GoodNotes after.<\/p>\n<\/p>\n<p>Long term, decks become one output of the loop, not always the starting point. The starting point is curiosity about a topic or a stack of source material; the output is whatever shape your retention needs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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 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\n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ 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