{"id":191,"date":"2026-04-14T11:49:24","date_gmt":"2026-04-14T03:49:24","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/14\/2026-04-13\/"},"modified":"2026-04-14T11:49:24","modified_gmt":"2026-04-14T03:49:24","slug":"2026-04-13","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/04\/14\/2026-04-13\/","title":{"rendered":"PH\u70ed\u699c | 2026-04-13"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-04-13<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-04-13<\/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\/RWA2FSWMDYUCOD\" class=\"app-title\">Krisp Accent Converter for YouTube<\/a><\/p>\n<div class=\"one-liner\">YouTube, but you clearly understand everyone<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">329<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u7684Chrome\u6d4f\u89c8\u5668\u6269\u5c55\uff0c\u5229\u7528\u7aef\u4fa7AI\u5b9e\u65f6\u8f6c\u6362YouTube\u89c6\u9891\u4e2d\u7684\u53e3\u97f3\uff0c\u63d0\u5347\u975e\u6bcd\u8bed\u82f1\u8bed\u5185\u5bb9\uff08\u5982\u6280\u672f\u8bb2\u5ea7\u3001\u8bfe\u7a0b\uff09\u7684\u6e05\u6670\u5ea6\u548c\u53ef\u7406\u89e3\u6027\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u56e0\u53e3\u97f3\u969c\u788d\u96be\u4ee5\u5438\u6536\u4f18\u8d28\u5185\u5bb9\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\/9f663222-27b5-4e64-920e-e18fbdb50e10.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3dce7d50-11e6-42de-91c2-eae1a5486811.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb776060-46e7-461f-904f-bc571632d149.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4f04bb3-192f-4bd8-b39f-d1dd28b697db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f0f888fb-5008-40e9-9767-8fb791ff488e.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\/f764848c-f64b-464c-86c1-c0fce6c489fe.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=HwyXRK1oTm8\"><source src=\"https:\/\/www.youtube.com\/watch?v=HwyXRK1oTm8\" 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\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u53e3\u97f3\u8f6c\u6362<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u6e05\u6670\u5316<\/span><br \/>\n <span class=\"tag\">AI\u97f3\u9891\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u65e0\u969c\u788d\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u5904\u7406<\/span><br \/>\n <span class=\"tag\">YouTube\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7aef\u4fa7AI<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u53ef\u53ca\u6027<\/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\u4e3a\u4ea7\u54c1\u89e3\u51b3\u4e86\u771f\u5b9e\u75db\u70b9\uff0c\u5c24\u5176\u5728\u7406\u89e3\u5370\u5ea6\u7b49\u53e3\u97f3\u7684\u6280\u672f\u8bb2\u5ea7\u65f6\u6548\u679c\u663e\u8457\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u80af\u5b9a\u5176\u4ef7\u503c\u4e0e\u6613\u7528\u6027\uff1b\u8be2\u95ee\u652f\u6301\u7684\u53e3\u97f3\u8303\u56f4\uff08\u56e2\u961f\u56de\u590d\u91cd\u70b9\u652f\u6301\u5370\u5ea6\u3001\u83f2\u5f8b\u5bbe\u7b49\u53e3\u97f3\uff09\uff1b\u5173\u6ce8\u8bed\u97f3\u7684\u81ea\u7136\u5ea6\u3001\u60c5\u611f\u4fdd\u7559\u53ca\u4e0e\u89c6\u9891\u7684\u540c\u6b65\u6027\uff1b\u5efa\u8bae\u6269\u5c55\u5230\u521b\u4f5c\u7aef\uff1b\u5e76\u8ba8\u8bba\u8be5\u529f\u80fd\u672a\u6765\u662f\u5426\u4f1a\u88abYouTube\u539f\u751f\u96c6\u6210\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Krisp\u6b64\u6b21\u63a8\u51fa\u7684\u53e3\u97f3\u8f6c\u6362\u5668\uff0c\u770b\u4f3c\u662f\u529f\u80fd\u5fae\u521b\u65b0\uff0c\u5b9e\u5219\u7cbe\u51c6\u523a\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5e73\u53f0\u957f\u671f\u5ffd\u89c6\u7684\u201c\u53e3\u97f3\u9e3f\u6c9f\u201d\u5e02\u573a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u70ab\u6280\uff0c\u800c\u5728\u4e8e\u5bf9\u5185\u5bb9\u6d88\u8d39\u4e0d\u5e73\u7b49\u73b0\u8c61\u7684\u52a1\u5b9e\u89e3\u6784\u3002YouTube\u62e5\u6709\u6d77\u91cf\u7531\u975e\u6bcd\u8bed\u8005\u521b\u9020\u7684\u4f18\u8d28\u6559\u80b2\u3001\u6280\u672f\u5185\u5bb9\uff0c\u4f46\u53e3\u97f3\u5c4f\u969c\u4f7f\u5f97\u8fd9\u4e9b\u5185\u5bb9\u7684\u6709\u6548\u4f20\u64ad\u5927\u6253\u6298\u6263\u3002\u5b57\u5e55\u548c\u8c03\u901f\u662f\u901a\u7528\u65b9\u6848\uff0c\u4f46\u524d\u8005\u5b58\u5728\u7ffb\u8bd1\u5931\u771f\u548c\u5ef6\u8fdf\uff0c\u540e\u8005\u727a\u7272\u6548\u7387\uff0c\u5747\u672a\u76f4\u51fb\u201c\u542c\u4e0d\u6e05\u201d\u7684\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u7ecf\u8fc7\u4f1a\u8bae\u573a\u666f\u9a8c\u8bc1\u7684AI\u6a21\u578b\uff0c\u4ee5\u8f7b\u91cf\u7684\u6d4f\u89c8\u5668\u6269\u5c55\u5f62\u5f0f\u5d4c\u5165\u6700\u5927\u7684\u89c6\u9891\u5e73\u53f0\uff0c\u5b9e\u73b0\u4e86\u8fd1\u4e4e\u96f6\u6210\u672c\u7684\u7528\u6237\u89e6\u8fbe\u548c\u6559\u80b2\u3002\u5176\u201c\u7aef\u4fa7AI\u201d\u7684\u5f3a\u8c03\uff0c\u4e0d\u4ec5\u5173\u4e4e\u9690\u79c1\u548c\u5ef6\u8fdf\uff0c\u66f4\u6df1\u5c42\u6b21\u662f\u964d\u4f4e\u4e86\u5e73\u53f0\u96c6\u6210\u7684\u6280\u672f\u987e\u8651\u4e0e\u5408\u89c4\u98ce\u9669\uff0c\u4e3a\u672a\u6765\u53ef\u80fd\u7684B\u7aef\u5408\u4f5c\u6216\u6536\u8d2d\u57cb\u4e0b\u4f0f\u7b14\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u6700\u5173\u5207\u7684\u5e76\u975e\u6280\u672f\u539f\u7406\uff0c\u800c\u662f\u6548\u679c\u8fb9\u754c\uff08\u53e3\u97f3\u8986\u76d6\u5ea6\u3001\u60c5\u611f\u4fdd\u7559\uff09\u548c\u4f53\u9a8c\u5b8c\u6574\u6027\uff08\u97f3\u753b\u540c\u6b65\uff09\u3002\u8fd9\u6b63\u662f\u4ea7\u54c1\u7684\u6311\u6218\u6240\u5728\uff1a\u5728\u201c\u53e3\u97f3\u6807\u51c6\u5316\u201d\u4e0e\u201c\u53d1\u8a00\u4eba\u97f3\u8272\u7279\u8d28\u4fdd\u7559\u201d\u4e4b\u95f4\u8d70\u94a2\u4e1d\u3002\u8fc7\u5ea6\u4f18\u5316\u524d\u8005\uff0c\u53ef\u80fd\u5bfc\u81f4\u8bed\u97f3\u201c\u673a\u5668\u4eba\u5316\u201d\uff0c\u635f\u8017\u6559\u5b66\u60c5\u611f\uff1b\u8fc7\u5ea6\u5f3a\u8c03\u540e\u8005\uff0c\u5219\u53ef\u80fd\u524a\u5f31\u6e05\u6670\u5316\u6548\u679c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u51fa\u73b0\uff0c\u9884\u793a\u7740\u4e00\u4e2a\u65b0\u7ef4\u5ea6\u7684\u5a92\u4f53\u65e0\u969c\u788d\u6807\u51c6\u6b63\u5728\u88ab\u5b9a\u4e49\u2014\u2014\u4ece\u201c\u770b\u5230\u6587\u5b57\u201d\u5230\u201c\u542c\u6e05\u58f0\u97f3\u201d\u3002\u7136\u800c\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u957f\u8fdc\u6027\u5b58\u7591\u3002\u4f5c\u4e3a\u514d\u8d39\u6269\u5c55\uff0c\u5b83\u65e0\u7591\u662f\u51fa\u8272\u7684\u7528\u6237\u83b7\u53d6\u548c\u54c1\u724c\u5c55\u793a\u5de5\u5177\uff0c\u4f46\u6700\u7ec8\u4ef7\u503c\u95ed\u73af\u53ef\u80fd\u9700\u8981\u4f9d\u8d56\u5411B\u7aef\uff08\u5982\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\uff09\u7684\u6280\u672f\u8f93\u51fa\uff0c\u6216\u4fc3\u4f7fYouTube\u8fd9\u7c7b\u5de8\u5934\u5c06\u5176\u5185\u5316\u4e3a\u4ed8\u8d39\u529f\u80fd\u3002\u5b83\u6b64\u523b\u7684\u6210\u529f\uff0c\u6070\u6070\u5728\u4e8e\u5b83\u6307\u51fa\u4e86\u5de8\u5934\u7684\u76f2\u533a\uff0c\u4f46\u8fd9\u4e5f\u53ef\u80fd\u52a0\u901f\u5de8\u5934\u4eb2\u81ea\u4e0b\u573a\u7684\u8fdb\u7a0b\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\">Krisp Accent Converter for YouTube<\/span>\n <\/div>\n<div class=\"comment-content\">YouTube has speed control, captions, auto-translate \u2014 but no accent control. Now it does. Free Chrome extension, on-device AI, one toggle.<\/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!<\/p>\n<p>We launched Accent Conversion for meetings back in March. People loved it, but we kept hearing the same request: “Can I use this on YouTube?”<\/p>\n<p>So we went and looked. Pick any popular lecture by a non-native English speaker and scroll to the comments. It’s always the same: “Can’t understand what he’s saying.” “Had to watch at 0.75x.” “Captions are completely wrong.”<\/p>\n<p>Millions of views. Brilliant speakers. Huge chunk of the audience rewinding or just leaving.<\/p>\n<p>That felt wrong. The content is right there. The only thing in the way is accent clarity. So we packaged our on-device AI into a free Chrome extension.<\/p>\n<p>Open a YouTube video, toggle it on, speech gets clearer. That’s it.<\/p>\n<p>Ask me anything, I’m here all day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a> Have you tested how well it handles diverse accents like Indian English in tech talks or Indian-accented creators on YouTube? As someone in India watching global content daily, that could be a game-changer for accessibility here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a> Brilliant talks deserve to be understood.<br \/>One toggle, clearer speech \u2014 problem solved.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@asti_pili\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@asti_pili<\/a> I’ve been using Krisp for noise cancellation on calls for a while. Didn’t know they had accent tech too. The YouTube extension is a nice way to try it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great job Krisp team! This is a life-saver \ud83e\udd0c<\/p>\n<p>btw, what accents does it support?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hrant_sedrakyan2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hrant_sedrakyan2<\/a> Thanks!<br \/>It support wide range of accents but works the best with Indian, Filipino, Latin American, African, and Chinese-Mandarin accents<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most tools focus on captions, but real-time accent normalization in audio addresses a different problem! Curious how it handles heavily accented technical content like coding tutorials or medical lectures where vocabulary matters as much as clarity. Congrats on the launch, team Krisp!<\/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\/@jasonhowie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasonhowie<\/a> yeah, give it a spin – it’s really easy to setup from chrome extension store<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@asti_pili hello<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">@asti_pili hello \ud83d\udc4b<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So freaking useful! Do you see accent conversion becoming as standard as captions or playback speed on video platforms or maybe youtube will add this feature itself??<\/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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> I won’t lie that is a possibility \ud83d\ude42 they already added auto translation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Congrats on the launch \ud83d\udc4f The idea of improving comprehension instead of just subtitles is actually pretty refreshing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We built it for builders like us \ud83c\udf89 Everyone I know who watches Vibe coding tutorials needs to try this. <\/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\/@eduard_hambardzumyan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eduard_hambardzumyan<\/a> it used to be just for coding videos \ud83d\ude00 now it’s vibe coding videos all day <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks Neat! Can we take it beyond meeting rooms ? Can we use this for voice over for my content, with natural emotion ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raj_peko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raj_peko<\/a> this extension is for the listener side. But you can use our Krisp voice ai app for creation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We are Curious how natutal the converted voice sounds across different accents. does it preserve the speaker\u2019s tone or lean more neutral?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@laylabell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@laylabell<\/a> Good question. The Idea is to keep speakers voice unchanged, however there are numerous subtleties to voice, like emotion, noise, etc…The challenging part is to find the perfect balance in accent conversion and everything-that-is-voice preservation<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Just tried and it’s amazing! Can’t believe Youtube couldn’t come up with this feature all these years!<\/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>Just installed it. Tried it on an NPTEL lecture and before\/after is impressive<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>intresting approach, but I hope it doesn\u2019t distort the speaker\u2019s tone too much. That natural flow is still important for learning.<\/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\/@greg_mason1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@greg_mason1<\/a> it doesn’t give it a try. It’s really easy to setup from Chrome extension store.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool !! I usually spend half of my time on technical tutorials trying to decipher specific terms that get lost in translation or heavy accents. <\/p>\n<p>Does this handle real time processing well enough ? there is no weird audio lag with the video ? if the sync is tight , this is very useful . <\/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\/@farhan_nazir55\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farhan_nazir55<\/a> no lag, truly real-time. the latency is under 200ms which is unnoticeable to human ear <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like when captions first became standard on YouTube. Once you have it you wonder how you watched without it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it affect the voice (changes it, or maybe makes it robotic)? <\/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\/@tetiana_n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tetiana_n<\/a> it keeps the voice, might slightly impact the emotion but we are tuning to find the perfect balance of accent conversion and complete voice+tone preservation. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Heheh! Need this. As a non-native english speaker we constantly deal with it and I’m sure many founders gonna feel the same Asti! Wish you all the best here<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a> Thanks \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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I can finally understand my CS lectures<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Now I can go back to my resolution to learn Python, since I will actually understand the content. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You know, 40 seconds of video and everything is clear. The main feature is clear!)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>love the idea. very useful for native language speakers. what’s the accuracy of these models, the cost of a wrong accent can be significant in some use cases like critical meetings. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lokesh_motwani1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lokesh_motwani1<\/a> true that. it’s low latency under 200 milliseconds and high accuracy <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have struggled in meetings, where people don’t have good microphones or are sitting away from the laptop or a lot of background noise, If Krisp can support that as well it will be awesome. <\/p>\n<p>But that will be real time. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Finally. I spend half my day on YouTube watching technical documentation and deep-dives, and it’s a constant struggle when the auto-captions can’t parse technical jargon because of a thick accent. I usually end up wasting time rewinding or just giving up on the video entirely.<\/p>\n<\/p>\n<p>Seeing this as an on-device Chrome extension is interesting from a performance standpoint. I’m curious about the browser overhead\u2014have you guys noticed any significant impact on CPU or RAM usage during longer 30+ minute lectures?<\/p>\n<\/p>\n<p>This is a genuine friction point for the global dev community. Great to see a practical use case for on-device AI that isn’t just another chatbot. <strong>Good luck with the launch<\/strong>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>How is this different from auto-captions? Is it actually changing the audio?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eduard_harutyunyan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eduard_harutyunyan1<\/a> Yes, it changes the audio in real time to neutral American English<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 one of those apps you only appreciate once you\u2019ve tried it in a noisy environment. Curious how it performs with more complex background noise like caf\u00e9s or street traffic.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> feel free to check our demos in <a href=\"https:\/\/lab.krisp.ai\/products\/noise-cancellation\/audio-samples\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Krisp Voice AI lab <\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a huge deal for educational content. I teach an Excel for Financial Modelling course on Udemy (<a href=\"https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.udemy.com\/course\/excel-for-financial-modelling\/<\/a>) and a big chunk of my students are non-native English speakers working in finance globally. Accent barriers in video-based learning are real, and on-device AI that solves this without requiring the creator to re-record is brilliant. Curious if you’re seeing higher retention rates on videos where accent conversion is active?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 what I can genuinely useful, practical leverage of AI, very nice. I have one question and one suggestion. <\/p>\n<ul>\n<li>\n<p>Question: does it work well also when people are talking on another or only for solo speakers?<\/p>\n<\/li>\n<li>\n<p>Suggestion: Make also a funny\/gimicky version where everyone can switch their voices to anything they like – I always wanted to sound like British royalty \ud83d\ude42<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p> YouTube has had speed control since forever but accent was always the missing piece. I’ve rewound the same sentence four times trying to catch a word. One toggle sounds right – this doesn’t need to be complicated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/TXIRNJSUIJ7L2A\" class=\"app-title\">Luma Agents<\/a><\/p>\n<div class=\"one-liner\">Agents that plan, iterate, + refine w\/ full creative context<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">269<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Luma Agents\u662f\u4e00\u6b3e\u9762\u5411\u521b\u610f\u56e2\u961f\u548c\u4ee3\u7406\u5546\u7684AI\u667a\u80fd\u4f53\u5e73\u53f0\uff0c\u901a\u8fc7\u5728\u4e00\u4e2a\u5171\u4eab\u5de5\u4f5c\u6d41\u4e2d\u8d2f\u901a\u89c6\u9891\u3001\u56fe\u50cf\u548c\u97f3\u9891\u7684\u89c4\u5212\u3001\u751f\u6210\u4e0e\u8fed\u4ee3\uff0c\u89e3\u51b3\u4e86\u591a\u5de5\u5177\u95f4\u521b\u4f5c\u6d41\u7a0b\u5272\u88c2\u3001\u4e0a\u4e0b\u6587\u4e22\u5931\u53ca\u6548\u7387\u4f4e\u4e0b\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\/74ccb351-7a55-418c-aefd-4a39c143f4b6.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\/b736da31-c198-439c-b21e-0084b436fc0a.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\/b995b7a0-625f-4c8f-8012-53faa3b01712.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\/f63027c8-1a3e-407c-85d6-ec7d857452f4.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\/914a87ec-b349-4c60-8396-513d87094246.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=rYehPO_MwMI&t=2s\"><source src=\"https:\/\/www.youtube.com\/watch?v=rYehPO_MwMI&t=2s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u751f\u4ea7\u7ba1\u7ebf<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u672c\u5730\u5316<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5e7f\u544a<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u534f\u4f5c\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u4fdd\u6301<\/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\u7aef\u5230\u7aef\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u5176\u89e3\u51b3\u4e86\u521b\u610f\u8d44\u4ea7\u98ce\u683c\u4e0d\u8fde\u8d2f\u7684\u6839\u672c\u95ee\u9898\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a\u5b9e\u9645\u5de5\u4f5c\u6d41\u4e2d\u56e2\u961f\u534f\u4f5c\u4e0e\u5355\u4f1a\u8bdd\u7684\u4e0a\u4e0b\u6587\u4f20\u9012\u8303\u56f4\u3001AI\u8fed\u4ee3\u8fc7\u7a0b\u4e2d\u4eba\u5de5\u63a7\u5236\u6743\u7684\u5e73\u8861\u3001\u4ee5\u53ca\u4ea7\u54c1\u662f\u66ff\u4ee3\u8fd8\u662f\u8865\u5145\u73b0\u6709\u5de5\u5177\u6808\u3002\u90e8\u5206\u7528\u6237\u5efa\u8bae\u96c6\u6210\u66f4\u5148\u8fdb\u7684\u751f\u6210\u6a21\u578b\u5e76\u5f00\u653e\u8bd5\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Luma Agents\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u63a8\u51fa\u53c8\u4e00\u4e2a\u5b64\u7acb\u7684AI\u751f\u6210\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u6570\u5b57\u521b\u610f\u751f\u4ea7\u7684\u5de5\u4f5c\u6d41\u672c\u8eab\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5171\u4eab\u4e0a\u4e0b\u6587\u7aef\u5230\u7aef\u201d\u662f\u51fb\u4e2d\u5f53\u524d\u884c\u4e1a\u8981\u5bb3\u7684\u7cbe\u51c6\u5b9a\u4f4d\u2014\u2014\u5b83\u5c06\u77db\u5934\u6307\u5411\u4e86\u521b\u610f\u751f\u4ea7\u4e2d\u957f\u671f\u5b58\u5728\u7684\u201c\u7f1d\u5408\u602a\u201d\u56f0\u5883\uff0c\u5373\u4e0d\u540c\u6a21\u6001\u3001\u4e0d\u540c\u73af\u8282\u7684\u4ea7\u51fa\u5728\u6280\u672f\u5c42\u9762\u5408\u683c\uff0c\u5374\u5728\u54c1\u724c\u8c03\u6027\u4e0e\u521b\u610f\u5185\u6838\u4e0a\u8131\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u5728\u4e8e\u5c06AI\u667a\u80fd\u4f53\u4ece\u201c\u6267\u884c\u8005\u201d\u5b9a\u4f4d\u5411\u201c\u534f\u4f5c\u8005\u201d\u63a8\u8fdb\u3002\u5b83\u4e0d\u518d\u4ec5\u4ec5\u662f\u542c\u4ee4\u751f\u6210\u4e00\u5f20\u56fe\u6216\u4e00\u6bb5\u89c6\u9891\uff0c\u800c\u662f\u8bd5\u56fe\u7406\u89e3\u5e76\u627f\u8f7d\u4e00\u4e2a\u5b8c\u6574\u7684\u521b\u610f\u7b80\u62a5\uff08Creative Brief\uff09\uff0c\u5e76\u8ba9\u8fd9\u4efd\u7406\u89e3\u8d2f\u7a7f\u4e8e\u8de8\u6a21\u6001\u3001\u591a\u683c\u5f0f\u7684\u6279\u91cf\u751f\u4ea7\u4e0e\u8fed\u4ee3\u4e2d\u3002\u8fd9\u5bf9\u4e8e\u54c1\u724c\u8425\u9500\u3001\u7535\u5546\u7d20\u6750\u7b49\u5f3a\u8c03\u9ad8\u5ea6\u4e00\u81f4\u6027\u4e0e\u5feb\u901f\u89c4\u6a21\u5316\u751f\u4ea7\u7684\u573a\u666f\uff0c\u5177\u6709\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e0a\u4e0b\u6587\u201d\u7684\u6df1\u5ea6\u4e0e\u4fdd\u771f\u5ea6\u662f\u6280\u672f\u9ed1\u76d2\uff0c\u667a\u80fd\u4f53\u5bf9\u54c1\u724c\u201c\u795e\u97f5\u201d\u7684\u7406\u89e3\u80fd\u5426\u8fbe\u5230\u8d44\u6df1\u521b\u610f\u603b\u76d1\u7684\u7cbe\u5ea6\u5b58\u7591\u3002\u5176\u6b21\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u63a7\u5236\u6743\u201d\u7684\u7591\u95ee\u76f4\u6307\u6838\u5fc3\uff1a\u5728\u8d4b\u4e88AI\u89c4\u5212\u4e0e\u8fed\u4ee3\u80fd\u529b\u540e\uff0c\u4eba\u7c7b\u521b\u610f\u8005\u5982\u4f55\u786e\u4fdd\u4e3b\u5bfc\u6743\u800c\u975e\u88ab\u6d41\u7a0b\u88f9\u631f\uff1f\u8fd9\u6d89\u53ca\u5230\u5de5\u5177\u54f2\u5b66\u7684\u6839\u672c\u8f6c\u53d8\u3002\u6700\u540e\uff0c\u5e02\u573a\u91c7\u7eb3\u8def\u5f84\u5f88\u53ef\u80fd\u5982\u8bc4\u8bba\u6240\u9884\u6d4b\u2014\u2014\u5148\u4f5c\u4e3a\u73b0\u6709\u5de5\u5177\u94fe\u7684\u8865\u5145\u5c42\uff08Layering\uff09\uff0c\u800c\u975e\u98a0\u8986\u6027\u66ff\u4ee3\u3002\u53ea\u6709\u5f53\u5176\u5728\u590d\u6742\u3001\u8fb9\u7f18\u6848\u4f8b\u4e2d\u8bc1\u660e\u5176\u53ef\u9760\u6027\u4e0e\u4ea7\u51fa\u8d28\u91cf\u540e\uff0c\u624d\u53ef\u80fd\u5f15\u53d1\u5de5\u4f5c\u6d41\u7684\u5f7b\u5e95\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cLuma Agents\u662f\u4e00\u6b21\u6781\u5177\u524d\u77bb\u6027\u7684\u8d5b\u9053\u5361\u4f4d\uff0c\u5b83\u63cf\u7ed8\u4e86\u672a\u6765AI\u8d4b\u80fd\u521b\u610f\u751f\u4ea7\u7684\u7406\u60f3\u56fe\u666f\uff1a\u4e00\u4e2a\u65e0\u7f1d\u3001\u667a\u80fd\u3001\u4fdd\u6301\u4e00\u81f4\u6027\u7684\u7ba1\u7ebf\u3002\u4f46\u5176\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u201c\u5171\u4eab\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e00\u7f8e\u597d\u6982\u5ff5\uff0c\u8f6c\u5316\u4e3a\u521b\u610f\u56e2\u961f\u53ef\u611f\u77e5\u3001\u53ef\u4fe1\u4efb\u3001\u4e14\u4e0d\u53ef\u6216\u7f3a\u7684\u751f\u4ea7\u529b\u57fa\u77f3\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u589e\u52a0\u590d\u6742\u6027\u7684\u4e2d\u95f4\u4ef6\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\">Luma Agents<\/span>\n <\/div>\n<div class=\"comment-content\">AI agents that plan, generate, and iterate across video, image, and audio in one pipeline. Brand campaigns, product visuals, social ads, video localisation with shared context end-to-end. For creative teams and agencies.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Luma Agents is a creative agent platform that plans, generates, and iterates across video, image, and audio within a single shared workflow.<\/p>\n<\/p>\n<p>I’m hunting this because the gap it’s addressing is structural, not just a feature gap most AI creative tools are isolated generators, not pipelines.<\/p>\n<\/p>\n<p><strong>The problem:<\/strong> Creative teams at agencies and studios are stuck stitching outputs together across tools. Every handoff is a restart. Context gets lost. Scale means adding headcount.<\/p>\n<\/p>\n<p><strong>The solution:<\/strong> Luma Agents embeds context across every stage of a project concept to delivery. Agents see what you see, carry that context through video, image, and audio generation, and iterate without you re-explaining from scratch.<\/p>\n<\/p>\n<p><strong>What you can do with it:<\/strong><\/p>\n<p>\ud83c\udfac Run a full brand campaign with cohesive visuals and variants across formats<\/p>\n<p>\ud83d\udce6 Generate e-commerce product shots lifestyle, hero, on-model in one workflow<\/p>\n<p>\ud83d\udcf1 Produce short-form video ads with hooks, captions, and platform-specific framing<\/p>\n<p>\ud83c\udf0d Localize videos with natural voiceovers and synced visuals across languages<\/p>\n<\/p>\n<p><strong>Who it’s for:<\/strong> Creative directors, brand teams, and agency producers who are already using AI tools but spending too much time wrangling outputs between them. Also relevant for solo creators who want to produce at team-level volume.<\/p>\n<\/p>\n<p>Time will tell whether teams are going to use this to replace specific tools in the stack or layering it on top of what they already have. <\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> hey can you support my product? – <a href=\"https:\/\/www.producthunt.com\/products\/zane-state-of-the-art-drugmaking-model\" target=\"_blank\" rel=\"noopener\">https:\/\/www.producthunt.com\/products\/zane-state-of-the-art-drugmaking-model<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> What’s one real-world creative workflow you’ve seen Luma Agents streamline the most like a brand campaign or e-comm shoot; and what time savings did it deliver?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> great hunt Rohan been using many tools to kind of stitch a solution like this one together. Great stuff<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “shared context end-to-end” angle is what makes this genuinely interesting to me.<\/p>\n<\/p>\n<p>Most AI creative tools treat each output as a fresh start \u2014 image, then video, then copy, all disconnected. The result is creative that looks like a ransom note: technically competent, visually inconsistent.<\/p>\n<\/p>\n<p>Building ad-vertly.ai, we obsessed over this same problem from the advertising side. A campaign should have a through-line: same brand voice, same visual DNA, same audience understanding \u2014 whether you’re running a static banner or a 15-second video. The moment you break context, the creative stops feeling like a brand and starts feeling like a vendor.<\/p>\n<\/p>\n<p>The market that’ll love this first: performance marketing teams at agencies where speed-to-creative is the bottleneck. The question is whether the iteration loop is tight enough to replace the current “generate, export, feedback, regenerate” cycle that kills time.<\/p>\n<\/p>\n<p>Really excited to see where this goes. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gaurav_singh91\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_singh91<\/a> Keeping a single through-line for voice and visuals across every asset is exactly what Luma Agents are aiming for with Agents. Thanks for stopping by!<\/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\/@gaurav_singh91\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gaurav_singh91<\/a> I agree! shared context is a massive game changer especially across different tools, that is actually where agents change from being tools to being team-mates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this release from this company? <a href=\"https:\/\/luma.com\/home\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/luma.com\/<\/a><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@lenaavramenko nope, it\u2019s about <a href=\"https:\/\/lumalabs.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/lumalabs.ai<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Works best for product teams with repeatable assets, consistent brief and clear output. I am not sure this works for service-based business. The pipeline thinking is solid either way.<\/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\/@rajanbuilds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajanbuilds<\/a> Repeatable assets with tight briefs are where this really sings, and I’m equally keen on how far it can stretch for more bespoke service workflows. Thanks for sharing your take here! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How much control do teams have over each step when the agent starts refining outputs on its own?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 “shared context” piece is what kills every creative workflow I’ve seen. You finish the video, send it to copy, they produce something totally different in tone, then back to square one. Curious whether the context travels across handoffs between team members or just within a single session?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>mostly layering first – teams dont pull out existing tools until the new one handles edge cases reliably. curious what a full replacement workflow looks like.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Totally agree, most teams will layer this in until it proves itself on the edge cases. Thanks for sharing your comment. \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting direction. Feels like we\u2019re moving from tools to actual creative collaborators. The shared context across assets is a big deal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 potentially good product you guys have, if you can switch your image\/video generation to Veo 3 or something at that level. Especially for product launch demos.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Would u consider giving a trial plan to test this. I find only paid subsciptions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/AHD3EZDTM22CHD\" class=\"app-title\">Cleo Labs<\/a><\/p>\n<div class=\"one-liner\">Automate global compliance for selling physical products<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">228<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cleo Labs \u662f\u4e00\u6b3e\u901a\u8fc7\u591a\u667a\u80fd\u4f53AI\u7ba1\u9053\u81ea\u52a8\u626b\u63cf\u5168\u7403106\u4e2a\u56fd\u5bb6\u3001\u8d851.9\u4e07\u4e2a\u76d1\u7ba1\u673a\u6784\uff0c\u4e3a\u5b9e\u4f53\u4ea7\u54c1\u5356\u5bb6\u63d0\u4f9b\u7cbe\u51c6\u3001\u7ed3\u6784\u5316\u5168\u7403\u5408\u89c4\u56fe\u8c31\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u8de8\u5883\u9500\u552e\u65f6\u9762\u4e34\u7684\u6cd5\u89c4\u590d\u6742\u3001\u591a\u53d8\u4e14\u96be\u4ee5\u8ffd\u8e2a\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\/1693f5ab-b3b7-4c13-8340-7bf48e575b65.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/facc94e9-577b-4f28-9eba-32caef32043a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79726177-9590-43b1-a7c3-ba6c54691fb3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10e39cbe-ab0e-443c-aefd-0be6a03527b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d6d0254-08b4-4af6-b570-b1e789173d36.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\">Legal<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5168\u7403\u5408\u89c4\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">RegTech<\/span><br \/>\n <span class=\"tag\">\u5b9e\u4f53\u4ea7\u54c1\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">AI\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8de8\u5883\u8d38\u6613<\/span><br \/>\n <span class=\"tag\">\u76d1\u7ba1\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53AI<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u4ea7\u54c1\u62a4\u7167<\/span><br \/>\n <span class=\"tag\">\u4f9b\u5e94\u94fe\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u51c6\u5165\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\u4ea7\u54c1\u662f\u540c\u65f6\u5c55\u793a\u6240\u6709\u9002\u7528\u6cd5\u89c4\u8fd8\u662f\u62e9\u4e00\u5904\u7406\uff08\u786e\u8ba4\u5c55\u793a\u5168\u90e8\uff09\uff0c\u9002\u7528\u9636\u6bb5\uff08\u8bc1\u5b9e\u9002\u7528\u4e8e\u5e02\u573a\u51c6\u5165\u524d\u89c4\u5212\u4e0e\u6301\u7eed\u76d1\u63a7\uff09\uff0c\u4ee5\u53ca\u5c0f\u56e2\u961f\u80fd\u5426\u65e0\u9700\u4e13\u5bb6\u76f4\u63a5\u4f7f\u7528\u3002\u5efa\u8bae\u5305\u62ec\u96c6\u6210Shopify\u7b49\u5e73\u53f0\uff0c\u5e76\u9ad8\u5ea6\u8ba4\u53ef\u5176\u201cAI\u901f\u5ea6+\u6cd5\u5f8b\u4e13\u5bb6\u9a8c\u8bc1\u201d\u7684\u6df7\u5408\u6a21\u5f0f\u4e0e\u89e3\u51b3\u5b9e\u9645\u75db\u70b9\u7684\u4ef7\u503c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cleo Labs \u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e25\u91cd\u4f4e\u4f30\u7684\u201c\u786c\u9aa8\u5934\u201d\u5e02\u573a\uff1a\u5b9e\u4f53\u4ea7\u54c1\u7684\u5168\u7403\u5408\u89c4\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u4fe1\u606f\u805a\u5408\uff0c\u800c\u5728\u4e8e\u7528\u4e00\u5957\u540d\u4e3aMARIA\u7684\u591a\u667a\u80fd\u4f53AI\u7ba1\u9053\uff0c\u8bd5\u56fe\u5c06\u9ad8\u5ea6\u975e\u7ed3\u6784\u5316\u3001\u5206\u6563\u4e14\u52a8\u6001\u7684\u5404\u56fd\u76d1\u7ba1\u6761\u6587\uff0c\u8f6c\u5316\u4e3a\u7ed3\u6784\u5316\u7684\u3001\u53ef\u64cd\u4f5c\u7684\u5408\u89c4\u6e05\u5355\u3002\u8fd9\u80cc\u540e\u7684\u771f\u6b63\u6311\u6218\u4e0d\u662f\u6570\u636e\u91cf\uff0c\u800c\u662f\u7406\u89e3\u7684\u51c6\u786e\u6027\u3001\u66f4\u65b0\u7684\u53ca\u65f6\u6027\u4ee5\u53ca\u5bf9\u6cd5\u89c4\u51b2\u7a81\u7684\u8bc6\u522b\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6700\u7280\u5229\u7684\u5356\u70b9\u5728\u4e8e\u201c\u4eba\u7c7b\u5728\u73af\u9a8c\u8bc1\u201d\u3002\u5728\u5408\u89c4\u9886\u57df\uff0cAI\u7684\u201c\u5e7b\u89c9\u201d\u662f\u81f4\u547d\u4f24\uff0c\u5355\u7eaf\u4f9d\u8d56\u5927\u8bed\u8a00\u6a21\u578b\u8f93\u51fa\u65e0\u6cd5\u5efa\u7acb\u4fe1\u4efb\u3002Cleo\u901a\u8fc7\u6cd5\u5f8b\u4e13\u5bb6\u5bf9AI\u8f93\u51fa\u8fdb\u884c\u6821\u9a8c\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u7528AI\u627f\u62c5\u7e41\u91cd\u7684\u521d\u7b5b\u548c\u76d1\u6d4b\u5de5\u4f5c\uff0c\u800c\u5c06\u6700\u7ec8\u7684\u8d28\u91cf\u63a7\u5236\u951a\u5b9a\u5728\u4eba\u7684\u4e13\u4e1a\u4e0a\u3002\u8fd9\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u201cAI\u589e\u5f3a\u201d\u6a21\u5f0f\uff0c\u800c\u975e\u5929\u771f\u7684\u201cAI\u66ff\u4ee3\u201d\u6a21\u5f0f\uff0c\u7b26\u5408\u4f01\u4e1a\u5ba2\u6237\u5728\u5173\u952e\u4efb\u52a1\u4e0a\u7684\u98ce\u9669\u538c\u6076\u5fc3\u7406\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u957f\u671f\u6218\u7565\u62bc\u6ce8\u201c\u6570\u5b57\u4ea7\u54c1\u62a4\u7167\u201d\u7b49\u76d1\u7ba1\u8d8b\u52bf\u6781\u5177\u524d\u77bb\u6027\u3002\u8fd9\u4e0d\u4ec5\u662f\u5de5\u5177\uff0c\u66f4\u662f\u8bd5\u56fe\u6210\u4e3a\u672a\u6765\u4ea7\u54c1\u5408\u89c4\u6570\u636e\u7684\u57fa\u7840\u8bbe\u65bd\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8003\u9a8c\u540c\u6837\u4e25\u5cfb\uff1a\u5982\u4f55\u4fdd\u8bc1\u5bf919,000\u591a\u4e2a\u76d1\u7ba1\u6e90\u5934\u7684\u8986\u76d6\u6df1\u5ea6\u800c\u4e0d\u4ec5\u4ec5\u662f\u5e7f\u5ea6\uff1f\u5982\u4f55\u5b9a\u4ef7\u624d\u80fd\u8ba9\u65e9\u671f\u521b\u4e1a\u516c\u53f8\u548c\u5927\u578b\u8de8\u56fd\u54c1\u724c\u90fd\u89c9\u5f97\u7269\u6709\u6240\u503c\uff1f\u4ee5\u53ca\uff0c\u5f53\u6cd5\u89c4\u89e3\u91ca\u5b58\u5728\u7070\u8272\u5730\u5e26\u65f6\uff0c\u5176\u201c\u9a8c\u8bc1\u201d\u7684\u6cd5\u5f8b\u8d23\u4efb\u8fb9\u754c\u5982\u4f55\u754c\u5b9a\uff1f\u5982\u679c\u5b83\u80fd\u6301\u7eed\u8bc1\u660e\u5176\u56fe\u8c31\u7684\u53ef\u9760\u6027\u4e0e\u884c\u52a8\u6307\u5bfc\u7684\u6709\u6548\u6027\uff0c\u5b83\u786e\u5b9e\u6709\u53ef\u80fd\u91cd\u5851\u4f01\u4e1a\u5168\u7403\u5316\u6269\u5f20\u7684\u5408\u89c4\u6210\u672c\u7ed3\u6784\u4e0e\u51b3\u7b56\u6d41\u7a0b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Cleo Labs<\/span>\n <\/div>\n<div class=\"comment-content\">Selling physical products globally? A single item can trigger 100+ regulations across materials, labeling, certifications, and customs and every rule changes from one country to the next. Cleo maps your full regulatory perimeter automatically. Our multi-agent AI pipeline (MARIA) scans 19,000+ authorities in 106 countries and delivers structured compliance maps, verified by legal experts, not hallucinated by a chatbot.)<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>quick question, does it flag both regulatory tracks or pick the stricter one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@xavier_hernandez2 <\/p>\n<p>Great question. Cleo flags both, all of them, actually.<br \/>\nThe whole point is to give you the full regulatory picture, not a simplified version of it. If your product is subject to overlapping frameworks say REACH for chemical safety, GPSR for general product safety, ESPR for eco-design, Cleo doesn\u2019t pick one. It surfaces all applicable tracks simultaneously, with their own timelines, obligations, and risk levels. And we\u2019re not talking about two or three\ud83d\ude05: Cleo can process up to 1000 regulatory frameworks at once for a single product.<\/p>\n<p>Cleo monitors over 19,000 regulatory authorities worldwide so the coverage is deep<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xavier_hernandez2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavier_hernandez2<\/a> I actually like the concept of turning trading into something more interactive. It might help people stay more disciplined if they know they are being ranked.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@xavier_hernandez2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavier_hernandez2<\/a> The transparency through on-chain rewards is a strong point here. It adds trust compared to traditional leaderboard systems that feel unclear.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations <a href=\"https:\/\/www.producthunt.com\/@naomie_halioua\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"naomie_halioua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naomie_halioua<\/a> on your PH launch, <br \/>Is Cleo built more for brands already selling globally, or can a founder use it before* launching to decide which markets to enter first based on compliance complexity?<\/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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Absolutely Cleo works for both.<\/p>\n<p>If you\u2019re already selling globally, Cleo keeps you covered with continuous monitoring across 106 countries. But if you\u2019re a founder still deciding where to launch, Cleo is just as powerful. The regulatory mapping is already there across jurisdictions, product categories, and frameworks. <\/p>\n<\/p>\n<p>And honestly, that\u2019s one of the most exciting parts of the platform: you don\u2019t have to wait until you\u2019re already exposed to get value from it! You can make smarter decisions before you even ship your first container. Then as you scale, Cleo grows with you from market selection to ongoing compliance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@abod_rehman thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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>I’m Naomie, co-founder & CDO of Cleo Labs. I’m a Polytechnique engineer and AI researcher. My co-founder Ana\u00eblle is a Sorbonne-trained lawyer who spent years running legal transformation at Havas Group. <strong>She knows the regulations. I build the AI that reads them.<\/strong><\/p>\n<p><strong>Why we built Cleo:<\/strong><\/p>\n<p>If you sell a physical product internationally \u2014 a bike helmet, a lipstick, a washing machine \u2014 you’re dealing with a regulatory nightmare that no one talks about. Materials restrictions, labeling rules, certifications, customs codes… and every single one changes from one country to the next. A single connected bike helmet triggers <strong>over 100 regulations<\/strong>. Multiply that by 106 markets.<\/p>\n<p>95% of RegTech serves financial services. For physical goods, compliance teams still rely on consultants, spreadsheets, and prayer. We thought that was insane.<\/p>\n<p><strong>What Cleo does:<\/strong><\/p>\n<p>You type your website URL. Our multi-agent AI pipeline (we call her MARIA) identifies every product category you sell, maps every applicable regulation across 106 countries, and delivers a structured compliance map, with human-in-the-loop validation on every output. This isn’t a chatbot giving you a guess. It’s AI precision, verified by legal expertise.<\/p>\n<p>We genuinely believe product compliance is the next massive RegTech vertical, and by 2030, every product sold in Europe will need a Digital Product Passport. The wave is here.<\/p>\n<p>Would love your honest feedback. What would make this more useful for your team? \ud83d\ude4f<\/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\/@naomie_halioua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naomie_halioua<\/a> Can a small team actually use this without a compliance expert, or is it still necessary to interpret the results with a specialist?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naomie_halioua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naomie_halioua<\/a> The regulatory complexity for physical products is a genuinely underserved problem. You’re right that 95% of RegTech is built for financial services while product compliance teams are still stitching together consultant reports and spreadsheets across 106 markets. That gap is massive.<\/p>\n<\/p>\n<p>The “type your website URL” entry point is smart. Same philosophy we used at ClawSecure: remove every barrier between the user and the value. Paste a URL, get the answer. No onboarding, no configuration, no 6-week implementation. When the alternative is hiring a consultant for every new market, instant structured output changes the economics completely.<\/p>\n<\/p>\n<p>The multi-agent pipeline approach makes a lot of sense for this use case too. Regulation mapping across 106 countries isn’t a single-model problem. You need specialized agents handling product categorization, jurisdiction-specific rule matching, and cross-market conflict detection as separate tasks. The human-in-the-loop validation layer on top is what makes it trustworthy for compliance, where being 95% right isn’t good enough.<\/p>\n<\/p>\n<p>The Digital Product Passport point is the real long-term play. Building the compliance infrastructure now before the 2030 mandate forces everyone to scramble is exactly the right timing. The companies that are already mapped and structured when regulations hit will have a massive advantage over those trying to retrofit.<\/p>\n<\/p>\n<p>Congrats on the launch to you and Ana\u00eblle! The combination of an AI researcher and a regulatory lawyer building this together is the right founding team for the problem.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@naomie_halioua\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naomie_halioua<\/a> What’s one integration like Shopify or customs APIs that’d make Cleo a no-brainer drop-in for bootstrapped teams?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Still feels a bit surreal to finally share this \ud83d\ude80<\/p>\n<\/p>\n<p>We\u2019ve been working on MARIA for a while now, and seeing it live – scanning regulatory requirements across +100 countries in minutes – is something we genuinely needed ourselves. What used to take weeks of back-and-forth with legal\/compliance teams can now happen almost instantly.<\/p>\n<\/p>\n<p>From day one, we knew this couldn\u2019t be just \u201canother AI tool.\u201d Compliance is too critical. That\u2019s why we built a human-in-the-loop verification layer – combining speed with the level of reliability this space demands.<\/p>\n<\/p>\n<p>Product compliance is a massive blocker for any brand going global, and we\u2019ve felt that pain firsthand. Really proud of what the team has built, and this is just the beginning.<\/p>\n<\/p>\n<p>Big thanks to everyone who supported us along the way \ud83d\ude4f<\/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\">@anaelle_guez the wave is now \ud83c\udf0a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>compliance matrices across 50+ jurisdictions is one of the nastier unsolved problems in hardware. real issue worth automating.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk1<\/a> Thanks Mykola \u2014 you nailed it. Anyone who’s dealt with multi-market compliance for physical products knows the pain: fragmented sources, conflicting standards, constant regulatory updates. Most teams end up with massive spreadsheets that are outdated the moment they’re finished.<\/p>\n<p>That’s exactly why we built Cleo. Our AI pipeline scans 19,000+ authorities across 106 countries so hardware teams can stop drowning in regulatory research and focus on shipping products. And every result is verified by legal experts \u2014 no hallucination risk.<\/p>\n<p>Would love to hear more about what you’ve seen on the hardware side \u2014 always looking to learn from people who’ve lived this problem firsthand. \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a big shift in how compliance work gets done. Mapping regulations across so many countries in minutes feels like a real unlock for global 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\">@uxpinjack thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 be only useful for electronics ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@zabbar of course ! The EU regulatory landscape for electronic products is dense and fast-moving, any company selling electronics in Europe has to track changes across multiple jurisdictions and multiple regulatory bodies simultaneously<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Cleo helps every physical product seller in global. Are you planning to make a function that shows regulation passed products? I thought example products make regulations be understood easier.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jolt_shogo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jolt_shogo<\/a> Thanks Shogo, appreciate it! Actually, this is already built into Cleo today \ud83d\ude42<\/p>\n<\/p>\n<p>When you add your products to the platform, our AI pipeline automatically maps each one to the regulations that apply to it \u2014 with specific obligations, risk scores, and action cards tailored to each product. So you can see exactly which regulations impact which product, and what you need to do about it.<\/p>\n<\/p>\n<p>It makes complex regulatory frameworks much more concrete and actionable, which is exactly what you’re describing. Give it a try and let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jolt_shogo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jolt_shogo<\/a> i like the idea of making trading more competitive and social instead of doing it alone all the time. It feels more engaging when there\u2019s a ranking system involved, especially for active traders.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Anyone who’s dealt with cross-border compliance for physical products knows the pain: one SKU can trigger 100+ regulations across materials, certifications, labeling, and customs \u2014 and they change constantly. <\/p>\n<\/p>\n<p>What stands out here is the multi-agent AI pipeline combined with legal expert verification. That hybrid approach (AI speed + human accuracy) is exactly what this space needs. <\/p>\n<\/p>\n<p>Really impressive scope with 106 countries covered. <\/p>\n<\/p>\n<p>Well done team! <a href=\"https:\/\/www.producthunt.com\/products\/cleo-labs\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"cleo-labs\" target=\"_blank\" rel=\"noopener\">@Cleo Labs<\/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\">@alexandre_bloch We\u2019re the only ones covering 100+ countries AND 19,000+ regulatory authorities. We\u2019re here to win the market \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI has made the world a lot more convenient, but the standards set by governments around the world vary so much that when you try to do something outside of your computer, it’s a completely different world (nothing has changed since the days before AI), so this is exactly the kind of feature I wanted! Thank you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cross-border compliance is one of those silent deal-killers in international transactions. In my work structuring renewable energy deals across multiple jurisdictions, regulatory mapping is always the most time-consuming part of due diligence. I build project finance and valuation templates for cross-border deals on Eloquens (<a href=\"https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.eloquens.com\/channel\/samir-asadov-cfa<\/a>) and the regulatory assumptions are always the hardest to standardize. Love that Cleo is automating this layer \u2014 would be curious to see how it handles regulatory divergence between EU and APAC markets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/JCQPY7HBWEOUUQ\" class=\"app-title\">Skills Janitor<\/a><\/p>\n<div class=\"one-liner\">Find which Claude Code skills you actually use<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">166<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u7528\u4e8e\u5ba1\u8ba1\u3001\u53bb\u91cd\u3001\u6574\u7406\u548c\u8ffd\u8e2aClaude Code\u6280\u80fd\u4f7f\u7528\u60c5\u51b5\u7684\u672c\u5730\u811a\u672c\u5de5\u5177\uff0c\u89e3\u51b3\u4e86AI\u6280\u80fd\u5e93\u81c3\u80bf\u3001\u91cd\u590d\u548c\u96be\u4ee5\u7ba1\u7406\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\/34a14165-1670-4d45-b3f8-cee5cbbcddb7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd1d01f3-bcb8-4cb7-8abe-5ec5a7427ded.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26e4a9d6-cd72-400c-a8a7-9190bc896bf1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d5f46f7-f8fc-4cdc-952a-c39f9e2f2ac6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b5588ac-3331-463f-80d1-d069f2db781c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c6cae77-6399-48ff-aa35-ba25a401b478.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6280\u80fd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u53bb\u91cd\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Claude\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u811a\u672c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u540c\u6280\u80fd\u5e93\u81c3\u80bf\u75db\u70b9\uff0c11%\u4f7f\u7528\u7387\u5f15\u53d1\u5171\u9e23\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u91cd\u590d\u6280\u80fd\u68c0\u6d4b\u7684\u5177\u4f53\u7b97\u6cd5\u3001\u4f7f\u7528\u6570\u636e\u6765\u6e90\uff08\u662f\u5426\u5206\u6790\u672c\u5730\u65e5\u5fd7\uff09\u3001\u672a\u6765\u662f\u5426\u4f1a\u57fa\u4e8e\u4f7f\u7528\u6a21\u5f0f\u6216Token\u6210\u672c\u8bc6\u522b\u4f4e\u6548\u6280\u80fd\uff0c\u4ee5\u53ca\u5982\u4f55\u96c6\u6210\u5230\u81ea\u52a8\u5316\u6e05\u7406\u6d41\u7a0b\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Skills Janitor\u63ed\u793a\u4e86\u4e00\u4e2a\u6b63\u5728\u6d6e\u73b0\u7684\u201cAI\u540e\u5de5\u5177\u5316\u201d\u5e02\u573a\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u6587\u4ef6\u6e05\u7406\uff0c\u800c\u5728\u4e8e\u9996\u6b21\u4e3aAI\u6280\u80fd\u751f\u6001\u63d0\u4f9b\u4e86\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u3002\u5f53\u5f00\u53d1\u8005\u70ed\u8877\u4e8e\u4e3aClaude\u7b49AI\u7f16\u7801\u52a9\u624b\u5806\u780c\u6280\u80fd\u65f6\uff0c\u5374\u5ffd\u7565\u4e86\u4e24\u4e2a\u81f4\u547d\u95ee\u9898\uff1a\u4e00\u662f\u672a\u7ecf\u6cbb\u7406\u7684\u6280\u80fd\u5e93\u4f1a\u6301\u7eed\u541e\u566c\u5b9d\u8d35\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u76f4\u63a5\u62c9\u4f4e\u6bcf\u6b21\u67e5\u8be2\u7684\u6027\u4ef7\u6bd4\uff1b\u4e8c\u662f\u6280\u80fd\u4e4b\u95f4\u7684\u9690\u6027\u51b2\u7a81\u4e0e\u529f\u80fd\u91cd\u53e0\uff0c\u53ef\u80fd\u5bfc\u81f4AI\u884c\u4e3a\u4e0d\u53ef\u9884\u6d4b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u7280\u5229\u5730\u6307\u5411\u4e86AI\u539f\u751f\u5de5\u4f5c\u6d41\u7684\u4e00\u4e2a\u76f2\u70b9\u2014\u2014\u6211\u4eec\u4e60\u60ef\u4e8e\u7528\u4eba\u7c7b\u9879\u76ee\u7ba1\u7406\u601d\u7ef4\u7ba1\u7406\u4ee3\u7801\uff0c\u5374\u5c1a\u672a\u5efa\u7acb\u7ba1\u7406AI\u80fd\u529b\u7684\u8303\u5f0f\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201cAI\u6280\u80fd\u6cbb\u7406\u5e73\u53f0\u201d\u7684\u96cf\u5f62\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u57fa\u4e8eToken\u6210\u672c\u5206\u6790\u201d\u548c\u201c\u81ea\u52a8\u5316\u6bcf\u5468\u6e05\u7406\u201d\u7684\u5efa\u8bae\uff0c\u6070\u6070\u70b9\u660e\u4e86\u5176\u672a\u6765\u53ef\u80fd\u6f14\u8fdb\u7684\u5546\u4e1a\u65b9\u5411\uff1a\u4ece\u6e05\u7406\u5de5\u5177\u53d8\u4e3a\u4f18\u5316AI\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u7684\u5fc5\u5907\u5957\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u5f62\u6001\u4e5f\u66b4\u9732\u4e86\u5c40\u9650\u6027\u3002\u4f5c\u4e3aBash+Python\u811a\u672c\uff0c\u5b83\u66f4\u504f\u5411\u6781\u5ba2\u7528\u6237\uff0c\u672a\u80fd\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u66f4\u76f4\u89c2\u7684\u4f18\u5316\u6d1e\u5bdf\u3002\u5f00\u6e90\u514d\u8d39\u867d\u5229\u4e8e\u4f20\u64ad\uff0c\u4f46\u82e5\u4e0d\u80fd\u6301\u7eed\u8fed\u4ee3\u51fa\u66f4\u6df1\u5c42\u7684\u5206\u6790\u529f\u80fd\uff08\u5982\u6280\u80fd\u8c03\u7528\u94fe\u5206\u6790\u3001\u573a\u666f\u5316\u4f7f\u7528\u5efa\u8bae\uff09\uff0c\u5f88\u53ef\u80fd\u88ab\u96c6\u6210\u5230\u66f4\u5b8c\u6574\u7684AI\u5f00\u53d1\u5e73\u53f0\u4e2d\uff0c\u6210\u4e3a\u4e00\u4e2a\u529f\u80fd\u6a21\u5757\u3002\u5b83\u6345\u7834\u4e86AI\u6280\u80fd\u7ba1\u7406\u7684\u7b2c\u4e00\u5c42\u7a97\u6237\u7eb8\uff0c\u4f46\u80fd\u5426\u4ece\u201c\u811a\u672c\u201d\u8fdb\u5316\u4e3a\u201c\u6807\u51c6\u201d\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5b9a\u4e49\u51fa\u4e0b\u4e00\u4ee3AI\u6280\u80fd\u7ba1\u7406\u7684\u6838\u5fc3\u6307\u6807\u4e0e\u6700\u4f73\u5b9e\u8df5\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\">Skills Janitor<\/span>\n <\/div>\n<div class=\"comment-content\">9 commands that audit, deduplicate, lint, fix, and track your claude code skills. shows you what’s broken, what overlaps, and what you never touch. free. open source.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hey, i’m Chris. i built this because my own skills folder was a mess.<\/p>\n<p>the moment that made me build it: i ran a usage check and found out i actively use 4 out of 35 installed skills. the other 31 were just sitting there, eating context window space and doing nothing.<\/p>\n<p>on top of that, 8 pairs were basically duplicates of each other (seo-audit and marketing-seo-audit at 92% overlap, really?) and 2 were pointing to files i deleted weeks ago.<\/p>\n<p>skills janitor is bash + python3, no dependencies, and previews everything before changing anything. <\/p>\n<p>it’s free, MIT licensed, no tracking, no telemetry. just scripts.<\/p>\n<p>would love to hear what your active rate looks like. mine was 11%. kind of embarrassing.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krzysztof_hendzel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krzysztof_hendzel<\/a> Beyond duplicates, any plans to detect low-performers based on usage patterns or token cost, to keep agents lean?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Solid. I have a ton of skills and sometimes it gets a bit difficult to manage and track the frequency. Does it also surface an overlap % between similar skills?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>11% active rate sounds about right. I have a similar pile of skills I keep adding “just in case” and never trigger. The dedup feature is the real value here – I definitely have overlapping skills that quietly fight each other for context space. Going to run this today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been dumping so many custom tools into my Claude Code config lately that half my context window is probably just unused skill descriptions. I am really curious if this parses the local Claude logs to calculate usage stats or if I need to run it alongside a proxy. Hooking this up to an automated weekly cleanup script would be a massive time saver.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>solid util. though if you’re surprised by which skills you actually use, the taxonomy was probably wrong to begin with.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> could be, I’m thinking about making it more simple or make it more like a set of actions under fewer commands, will see. thanks for the comment \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Solid idea. My skills folder gets crazy real fast. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>Man, I love this and need it. Really interesting 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<\/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\/453EYDNTZHQI7F\" class=\"app-title\">showmd<\/a><\/p>\n<div class=\"one-liner\">Markdown was never meant to be previewed plain text<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">158<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u7684macOS\u5feb\u901f\u67e5\u770b\u6269\u5c55\uff0c\u5728Finder\u4e2d\u6309\u7a7a\u683c\u5373\u53ef\u5c06Markdown\u6587\u4ef6\uff08\u5c24\u5176\u662f\u542bYAML\u5143\u6570\u636e\u548cAI\u4ee3\u7406XML\u6807\u7b7e\u7684\u6587\u4ef6\uff09\u6e32\u67d3\u4e3a\u7f8e\u89c2\u6613\u8bfb\u7684\u9884\u89c8\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u65e5\u5e38\u67e5\u770b\u590d\u6742Markdown\u6e90\u7801\u65f6\u4f53\u9a8c\u5272\u88c2\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/695d23d6-e71c-4888-ab41-f4f25e70d790.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34e1a938-ff38-4e73-9c28-767ca1d04a92.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a94d5bb-3e09-44d0-bff3-80884c258d5e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5d7a470-dad3-45f2-b262-85c85db31402.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\">Open Source<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u67e5\u770b\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">Markdown\u9884\u89c8<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">YAML\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u89e3\u51b3\u4e86\u957f\u671f\u75db\u70b9\uff0c\u7279\u522b\u662f\u5bf9AI\u5de5\u4f5c\u6d41\u4e2d\u590d\u6742Markdown\u7684\u6e32\u67d3\u6548\u679c\u3002\u53cd\u9988\u5305\u62ec\u5b89\u88c5\u65f6\u7684\u7f51\u7edc\u62a5\u9519\uff08\u5df2\u89e3\u51b3\uff09\u3001\u5bf9\u5b9e\u65f6\u9884\u89c8\u529f\u80fd\u7684\u8be2\u95ee\uff0c\u4ee5\u53ca\u5bf9\u5176\u7cbe\u51c6\u5e02\u573a\u5b9a\u4f4d\uff08\u53cd\u201c\u7eaf\u6587\u672c\u201d\u54f2\u5b66\uff09\u7684\u80af\u5b9a\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 showmd\u7684\u4ef7\u503c\u8fdc\u4e0d\u6b62\u4e8e\u201c\u53c8\u4e00\u4e2aMarkdown\u9884\u89c8\u5668\u201d\u3002\u5b83\u7cbe\u51c6\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41\u5de5\u5177\u5ffd\u89c6\u7684\u751f\u6001\u4f4d\u53d8\u8fc1\uff1aMarkdown\u5df2\u4ece\u7b80\u5355\u7684\u5199\u4f5c\u8bed\u6cd5\uff0c\u6f14\u53d8\u4e3aAI\u4ee3\u7406\u65f6\u4ee3\u627f\u8f7d\u590d\u6742\u7ed3\u6784\u5316\u6307\u4ee4\uff08YAML\u5143\u6570\u636e\u3001\u81ea\u5b9a\u4e49XML\u6807\u7b7e\uff09\u7684\u914d\u7f6e\u4e0e\u6587\u6863\u8f7d\u4f53\u3002\u4f20\u7edf\u9884\u89c8\u5668\u56fa\u5b88\u201c\u7eaf\u6587\u672c\u201d\u6559\u6761\uff0c\u5728\u6b64\u573a\u666f\u4e0b\u5df2\u6784\u6210\u4f53\u9a8c\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u7406\u89e3\u4e0a\u4e0b\u6587\u201d\u3002\u5b83\u5c06YAML\u524d\u7aef\u5143\u6570\u636e\u89e3\u6790\u4e3a\u53ef\u6298\u53e0\u8868\u683c\uff0c\u5c06AI\u4ee3\u7406\u6807\u7b7e\u6e32\u67d3\u4e3a\u5e26\u6807\u7b7e\u7684\u8fb9\u6846\u533a\u5757\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u6587\u4ef6\u8bed\u4e49\u7684\u89e3\u8bfb\u548c\u53ef\u89c6\u5316\u91cd\u6784\uff0c\u800c\u4e0d\u4ec5\u662f\u6837\u5f0f\u6e32\u67d3\u3002\u8fd9\u6807\u5fd7\u7740\u9884\u89c8\u5de5\u5177\u4ece\u201c\u683c\u5f0f\u8f6c\u6362\u201d\u5411\u201c\u5185\u5bb9\u7406\u89e3\u201d\u8fc8\u51fa\u4e86\u4e00\u5c0f\u6b65\uff0c\u8d34\u5408\u4e86\u5f53\u4e0bAI\u5f00\u53d1\u5de5\u4f5c\u6d41\u4e2d\u4eba\u7c7b\u9700\u8981\u9891\u7e41\u5ba1\u9605\u3001\u8c03\u8bd5\u7ed3\u6784\u5316\u63d0\u793a\u8bcd\u7684\u5b9e\u9645\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u4f5c\u4e3aQuick Look\u6269\u5c55\u7684\u5f62\u6001\uff0c\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u5c40\u9650\u3002\u4f18\u52bf\u5728\u4e8e\u6df1\u5ea6\u96c6\u6210\u7cfb\u7edf\uff0c\u4f53\u9a8c\u65e0\u7f1d\uff1b\u5c40\u9650\u5728\u4e8e\u529f\u80fd\u573a\u666f\u88ab\u4e25\u683c\u9650\u5b9a\u5728\u201c\u9884\u89c8\u201d\uff0c\u65e0\u6cd5\u4ecb\u5165\u7f16\u8f91\u6d41\u3002\u7528\u6237\u5173\u4e8e\u201c\u5b9e\u65f6\u9884\u89c8\u201d\u7684\u8be2\u95ee\u6070\u6070\u51fb\u4e2d\u4e86\u8fd9\u4e00\u8fb9\u754c\u3002\u4ea7\u54c1\u76ee\u524d\u660e\u667a\u5730\u9009\u62e9\u4e86\u505a\u6df1\u5355\u70b9\u4f53\u9a8c\uff0c\u800c\u975e\u6cdb\u529f\u80fd\u8986\u76d6\u3002\u5176\u6210\u529f\u63ed\u793a\u4e86\u5de5\u5177\u6f14\u5316\u7684\u4e00\u4e2a\u65b9\u5411\uff1a\u5728\u57fa\u7840\u6280\u672f\u6808\uff08\u5982Markdown\uff09\u88ab\u8d4b\u4e88\u65b0\u5185\u6db5\u7684\u8f6c\u6298\u70b9\uff0c\u901a\u8fc7\u6df1\u5ea6\u9002\u914d\u65b0\u573a\u666f\u7684\u5fae\u89c2\u521b\u65b0\uff0c\u80fd\u8fc5\u901f\u5efa\u7acb\u7ade\u4e89\u58c1\u5792\u3002\u4f46\u957f\u8fdc\u770b\uff0c\u5176\u7406\u5ff5\u82e5\u88ab\u4e3b\u6d41\u7f16\u8f91\u5668\u5438\u6536\u5185\u5316\uff0c\u5176\u72ec\u7acb\u4ef7\u503c\u5c06\u9762\u4e34\u6311\u6218\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">showmd<\/span>\n <\/div>\n<div class=\"comment-content\">Ever asked yourself why all of those SKILL.md files are rendered in plain text in MacOS Preview? showmd is a free, native macOS Quick Look extension that renders Markdown beautifully. YAML frontmatter parsed into a collapsible metadata table \u2014 collapsed by default, one click to expand. No other viewer does this. Agentic AI XML tags \u2014 and 17 more \u2014 rendered as labeled, bordered blocks instead of raw angle brackets.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>You might know me from Holdor (my first side project in years launched last month here on PH) \u2014 after that launch I dove deeper into developer tooling, and one daily frustration kept nagging me.<\/p>\n<p>I work with Markdown files all day. CLAUDE.md, AGENTS.md, README.md \u2014 they’re everywhere now. But every time I hit Space in Finder to Quick Look one, I’d get a wall of raw text. Hashes, dashes, angle brackets. Unreadable.<\/p>\n<p>So I did some research. There are a few tools that handle basic Markdown formatting, sure. But none of them understand how Markdown is actually used today \u2014 especially in agentic AI workflows. YAML frontmatter? Rendered as noise. Custom XML tags like , , ? Just raw angle brackets.<\/p>\n<p>That’s the gap I built showmd for.<\/p>\n<p>It’s a free, native macOS Quick Look extension. Press Space on any .md file and get an instant, beautifully rendered preview \u2014 with frontmatter parsed into a collapsible metadata table, 20+ agentic AI XML tags styled as labeled blocks, syntax highlighting for 190+ languages, KaTeX math, Mermaid diagrams, and full GitHub Flavored Markdown support. All offline, all bundled, zero config.<\/p>\n<p>Since launching so many side projects again is fun, I thought: let’s group everything together under my new side project brand yetanother.one \u2014 which should indicate: yes, I have lots of ideas, and yes… those happen mostly at night.<\/p>\n<p>Hope you like it! Let me know what I should build next? Spoiler: I’m currently working on something completely different \u2014 a new Android launcher.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jollife\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jollife<\/a> finally a good way to look at my markdown files that have mathematical formulas in them \ud83e\udd13<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@jollife\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jollife<\/a> honestly, this is nice! congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jollife\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jollife<\/a> Congrats. Does showmd handle live previewing or auto-reload for .md files open in VS Code\/iA Writer while editing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>finally. something everyone needed but no one had the courage to ask for \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcin_uchacz1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcin_uchacz1<\/a> today, everything’s a prompt away. and Claude is always happy to assist, no matter what \ud83e\udd23<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have a folder of nothing but .md files <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a>, <a href=\"http:\/\/MEMORY.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MEMORY.md<\/a>, various agent instructions and opening any of them in Finder has been genuinely painful for two years. Installing this right now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dklymentiev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dklymentiev<\/a> let me know how this feels and if there’s anything still missing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 <a href=\"https:\/\/www.producthunt.com\/@jollife\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jollife\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jollife<\/a> ! <br \/>App works great, I was looking for exactly this – I hate looking at md source ;).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dominik_bartosik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dominik_bartosik<\/a> trust me, everyone does. \ud83d\ude48<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>bold positioning. most markdown apps lean into the ‘it’s just text’ thing – this is the counter-argument.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> might have been true couple of years ago. but nowadays with frontmatter and xml and other stuff, markdown is really basically the opposite of “just text”. glad you like the positioning. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 a great outcome from our first coding evening in years \ud83c\udf89 You\u2019ve added a lot of nice features to our initial minimal prototype \u2013 Well done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neuling2k\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neuling2k<\/a> yes, one evening, two indie hackers, tons of ideas. felt like being in my 20s again. still have some other tabs open from last time\u2026<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good idea in theory. I\u2019ve seen a lot of markdown preview tools, but most fall apart once you hit larger repos or mixed content. Curious how this compares.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> let me know – in my tests it performed quite ok for bigger markdown files as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounded like my cup of team, so I tried to install with brew and<br \/>==> Fetching downloads for: johannesnagl\/tap\/showmd<\/p>\n<p>\u2718 Cask showmd (1.0.1)<\/p>\n<p>Error: Download failed on Cask ‘showmd’ with message: Download failed: <a href=\"https:\/\/github.com\/johannesnagl\/showmd\/releases\/download\/v1.0.1\/showmd-1.0.1.zip\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/johannesnagl\/showmd\/releases\/download\/v1.0.1\/showmd-1.0.1.zip<\/a><\/p>\n<p>curl: (56) The requested URL returned error: 504<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@houbsta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@houbsta<\/a> The asset exists, the URL redirects correctly, and returns HTTP 200 now. The 504 was likely a transient GitHub CDN hiccup, not a cask issue.<\/p>\n<p>Tell the user to retry:<\/p>\n<pre><code>brew install --cask johannesnagl\/tap\/showmd\n<\/code><\/pre>\n<p>or clear the download cache first if the bad response was cached:<\/p>\n<pre><code>brew cleanup --prune=all\nbrew install --cask johannesnagl\/tap\/showmd\n<\/code><\/pre>\n<p>I just tested the download URL (<a href=\"http:\/\/showmd-1.0.1.zip\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">showmd-1.0.1.zip<\/a>, ~3.97 MB) and it returns 200 OK. Nothing to fix on our side.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@houbsta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@houbsta<\/a> the same happened to me but at the second try it worked \u00af\\_(\u30c4)_\/\u00af.<\/p>\n<p>In my case, connectivity issues with 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<\/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\/2GYRK34MXQMSIE\" class=\"app-title\">ContextPool<\/a><\/p>\n<div class=\"one-liner\">Persistent memory for AI coding agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">153<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ContextPool\u4e3aAI\u7f16\u7a0b\u52a9\u624b\uff08\u5982Cursor\u3001Claude Code\uff09\u63d0\u4f9b\u6301\u4e45\u8bb0\u5fc6\u5c42\uff0c\u81ea\u52a8\u4ece\u5386\u53f2\u4f1a\u8bdd\u4e2d\u63d0\u53d6\u5de5\u7a0b\u6d1e\u5bdf\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u53cd\u590d\u5411AI\u91cd\u8ff0\u9879\u76ee\u80cc\u666f\u3001\u5df2\u4fee\u590dBug\u548c\u8bbe\u8ba1\u51b3\u7b56\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\/977f6c8f-ff57-4b35-92e5-25997e8379aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b186b0d8-fcb0-46c0-b956-3ec5c97a247c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c08453c-a0c8-4bcd-a87d-195690797f6e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1ae71b3c-1820-4b8e-9ed6-e7174bf88e32.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f1f6e12-6f37-49ea-ab63-491ce0835e1d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/677e38ac-8e33-4832-bfba-9f30ac337724.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36e6ca5e-5481-4abf-914d-92a28ed88fd3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6d1e\u5bdf\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4f1a\u8bdd\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201cAI\u5065\u5fd8\u75c7\u201d\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u5173\u6ce8\u56e2\u961f\u8bb0\u5fc6\u3001\u591a\u9879\u76ee\/\u591a\u6280\u672f\u6808\u652f\u6301\u3001\u8fc7\u65f6\/\u9519\u8bef\u8bb0\u5fc6\u7684\u6e05\u7406\u673a\u5236\u3001\u4ee5\u53ca\u4ece\u5927\u91cf\u4f1a\u8bdd\u4e2d\u63d0\u53d6\u9ad8\u4ef7\u503c\u6d1e\u5bdf\u7684\u6709\u6548\u6027\u3002\u90e8\u5206\u7528\u6237\u5c06\u5176\u4e0e\u624b\u52a8\u7ef4\u62a4\u6587\u6863\u7684\u65b9\u5f0f\u5bf9\u6bd4\uff0c\u8be2\u95ee\u5176\u589e\u91cf\u4ef7\u503c\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 ContextPool\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u65e5\u76ca\u51f8\u663e\u7684\u201cAI\u540e\u9057\u75c7\u201d\u5e02\u573a\uff1a\u968f\u7740\u5f00\u53d1\u8005\u6df1\u5ea6\u4f9d\u8d56AI\u7ed3\u5bf9\u7f16\u7a0b\uff0c\u4f1a\u8bdd\u7684\u201c\u539f\u5b50\u6027\u201d\u548c\u201c\u5931\u5fc6\u6027\u201d\u6210\u4e86\u65b0\u7684\u6548\u7387\u74f6\u9888\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7f13\u5b58\u804a\u5929\u8bb0\u5f55\uff0c\u800c\u662f\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u7ed3\u6784\u5316\u7684\u3001\u53ef\u68c0\u7d22\u7684\u201c\u5de5\u7a0b\u8bb0\u5fc6\u4f53\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u975e\u7ed3\u6784\u5316\u7684\u5bf9\u8bdd\u6d41\uff0c\u84b8\u998f\u4e3a\u53ef\u88ab\u540e\u7eedAI\u76f4\u63a5\u6d88\u8d39\u7684\u201c\u63d0\u793a\u8bcd\u589e\u5f3a\u5757\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u8bbe\u8ba1\u4f53\u73b0\u4e86\u5bf9\u5f00\u53d1\u8005\u5fc3\u7406\u548c\u5de5\u7a0b\u73b0\u5b9e\u7684\u6d1e\u5bdf\uff1a\u672c\u5730\u4f18\u5148\u4fdd\u969c\u9690\u79c1\u4e0e\u63a7\u5236\u6743\uff1b\u4ee5MCP\u534f\u8bae\u96c6\u6210\uff0c\u907f\u514d\u751f\u6001\u9501\u6b7b\uff1b\u8f93\u51faMarkdown\u683c\u5f0f\uff0c\u4fdd\u6301LLM\u53cb\u597d\u6027\u3002\u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u8fdc\u5927\u4e8e\u6280\u672f\u5b9e\u73b0\u3002\u9996\u5f53\u5176\u51b2\u7684\u662f\u201c\u8bb0\u5fc6\u6c61\u67d3\u201d\u95ee\u9898\u2014\u2014\u8fc7\u65f6\u3001\u9519\u8bef\u6216\u77db\u76fe\u7684\u51b3\u7b56\u5982\u4f55\u88ab\u8bc6\u522b\u548c\u6e05\u7406\uff1f\u867d\u7136\u56e2\u961f\u63d0\u5230\u4e86\u672a\u6765\u89c4\u5212\uff0c\u4f46\u8fd9\u672c\u8d28\u662f\u4e00\u4e2a\u77e5\u8bc6\u7ba1\u7406\u96be\u9898\uff0c\u800c\u975e\u5355\u7eaf\u7684\u6280\u672f\u95ee\u9898\u3002\u5176\u6b21\uff0c\u201c\u63d0\u53d6\u201d\u7684\u53ef\u9760\u6027\u5b58\u7591\uff1aLLM\u80fd\u5426\u4ece\u5197\u957f\u4f1a\u8bdd\u4e2d\u51c6\u786e\u8bc6\u522b\u51fa\u771f\u6b63\u5173\u952e\u3001\u666e\u9002\u7684\u201c\u6d1e\u5bdf\u201d\uff0c\u800c\u975e\u65e0\u5173\u566a\u97f3\uff1f\u8fd9\u76f4\u63a5\u51b3\u5b9a\u4e86\u5de5\u5177\u662f\u201c\u667a\u80fd\u6458\u8981\u201d\u8fd8\u662f\u201c\u5783\u573e\u751f\u6210\u5668\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u503c\u5f97\u73a9\u5473\u7684\u662f\u5176\u201c\u56e2\u961f\u540c\u6b65\u201d\u529f\u80fd\u3002\u5b83\u8bd5\u56fe\u5c06\u4e2a\u4eba\u8bb0\u5fc6\u5347\u683c\u4e3a\u7ec4\u7ec7\u8d44\u4ea7\uff0c\u4f46\u8bc4\u8bba\u4e2d\u201c\u7b2c\u4e8c\u4e2a\u6587\u6863\u575f\u5893\u201d\u7684\u62c5\u5fe7\u4e00\u9488\u89c1\u8840\u3002\u5982\u679c\u7f3a\u4e4f\u57fa\u4e8e\u4f7f\u7528\u53cd\u9988\u7684\u52a8\u6001\u6743\u91cd\u3001\u751f\u547d\u5468\u671f\u7ba1\u7406\u548c\u6743\u5a01\u88c1\u51b3\u673a\u5236\uff0c\u5171\u4eab\u6c60\u6781\u6613\u6ca6\u4e3a\u4fe1\u606f\u6cbc\u6cfd\u3002\u4ea7\u54c1\u76ee\u524d\u5c06\u51b2\u7a81\u89e3\u51b3\u65b9\u6848\u629b\u56de\u7ed9AI\u548c\u7528\u6237\uff0c\u8fd9\u5728\u65e9\u671f\u53ef\u884c\uff0c\u4f46\u5728\u89c4\u6a21\u4e0b\u53ef\u80fd\u9002\u5f97\u5176\u53cd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cContextPool\u662f\u4e00\u6b21\u5fc5\u8981\u7684\u5c1d\u8bd5\uff0c\u5b83\u6807\u5fd7\u7740AI\u7f16\u7a0b\u5de5\u5177\u4ece\u201c\u5355\u6b21\u4f1a\u8bdd\u5de5\u5177\u201d\u5411\u201c\u6301\u7eed\u5b66\u4e60\u7cfb\u7edf\u201d\u6f14\u8fdb\u7684\u5173\u952e\u4e00\u6b65\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\u7684\u6807\u5c3a\uff0c\u4e0d\u5728\u4e8e\u5b83\u8bb0\u4f4f\u4e86\u591a\u5c11\uff0c\u800c\u5728\u4e8e\u5b83\u5982\u4f55\u4f18\u96c5\u5730\u201c\u5fd8\u8bb0\u201d\u548c\u201c\u4f18\u9009\u201d\uff0c\u4ece\u800c\u771f\u6b63\u6210\u4e3a\u56e2\u961f\u4e2d\u90a3\u4f4d\u201c\u4e0d\u5fd8\u4e8b\u3001\u4e0d\u5570\u55e6\u3001\u4e14\u7ecf\u9a8c\u6301\u7eed\u589e\u957f\u201d\u7684\u6c89\u9ed8\u4f19\u4f34\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\">ContextPool<\/span>\n <\/div>\n<div class=\"comment-content\">Every AI coding session starts from scratch. You re-debug the same bugs, re-explain decisions you already made. Your agent forgets everything. ContextPool gives your agent persistent memory. It scans your past Cursor and Claude Code sessions, extracts engineering insights (bugs, fixes, design decisions, gotchas), and loads relevant context via MCP at session start. No prompting needed. Works with Claude code, Cursor, Windsurf, and Kiro. Free and open source – team sync available for $7.99\/mo.<\/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 ContextPool because we kept hitting the same wall: every time started a new Claude Code or Cursor session, my agent had zero memory of what we’d already figured out together. Same bugs re-discovered. Same architectural decisions re-explained. Same gotchas re-learned.<\/p>\n<p>It felt like working with a brilliant colleague who gets amnesia every morning.<\/p>\n<p>So we built a persistent memory layer specifically for AI coding agents. Here’s how it works:<\/p>\n<p>1. Install with one curl command (30 seconds, single binary, no dependencies)<br \/>2. Run `cxp init` – it scans your past sessions and extracts engineering insights using an LLM<br \/>3. Your agent automatically loads relevant context via MCP at session start<\/p>\n<p>What it remembers isn’t conversation summaries – it’s actionable engineering knowledge:<br \/>\u2192 Bugs & root causes (“tokio panics on block_on in async context”)<br \/>\u2192 Fixes & solutions (“Use #[tokio::main] instead of manual Runtime::new()”)<br \/>\u2192 Design decisions (“Chose libsql over rusqlite for Turso compatibility”)<br \/>\u2192 Gotchas (“macOS keychain blocks in MCP subprocess context”)<\/p>\n<p>It works with Claude Code (zero config), Cursor, Windsurf, and Kiro. Local-first and privacy-first – raw transcripts never leave your machine, only extracted insights sync when you opt in.<\/p>\n<p>The team memory feature is what we are most excited about: push insights to a shared pool, and everyone on the team pulls the collective knowledge. Your teammate debugged something last week? Your agent already knows.<\/p>\n<p>Free and open source for local use. $7.99\/mo for team sync.<\/p>\n<p>We’d love to hear: what’s the most frustrating thing you keep re-explaining to your AI coding agent? And if you try it – what insights does it extract from your sessions?<\/p>\n<p>GitHub: <a href=\"https:\/\/github.com\/syv-labs\/cxp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/syv-labs\/cxp<\/a><\/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\/@majidyusufi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@majidyusufi<\/a> How well does ContextPool handle extracting team-specific patterns, like our custom error-handling conventions, for shared pools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@majidyusufi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@majidyusufi<\/a> the local file approach makes this feel a lot more usable than yet another hidden memory layer. the thing I keep wondering about is team memory though – once multiple people start pushing decisions into the shared pool, how do you stop it from slowly turning into a second docs graveyard?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really cool! Btw how does Contextpool handles codebase evolution like when old decisions become invalid? Also how are you structuring extracted insights, are these embeddings, structured schemas,or something hybrid? And is all of it stored locally?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> <br \/>Thanks for the great questions!<\/p>\n<p>ContextPool extracts structured insights from your coding sessions, each one typed (decision, bug, feature, etc.) with a title, summary, optional file reference, and tags. The format is intentionally LLM-native: plain markdown that any AI can read and reason over without needing a vector pipeline.<\/p>\n<p>On codebase evolution: we’re actively working on insight lifecycle management, the ability to flag, update, or supersede outdated decisions as your codebase changes. Expect this soon.<\/p>\n<p>On storage: summaries live locally inside your repo under ContextPool\/, so you stay in full control. Team sync to a shared cloud DB is opt-in. Importantly, raw conversation transcripts are never stored, only the distilled insights.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Vibe-coder here. I maintain a <a href=\"https:\/\/claude.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">claude.m<\/a>d file and update it manually at the end of every session. It’s manual, but it works. For a solo builder (no team) what does ContextPool give me that a well-maintained <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">claude.md<\/a> doesn’t?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>probably the extraction part \u2014 you document what you think matters, <\/p>\n<p>but i’d guess it catches stuff you’d never think to write down (that <\/p>\n<p>random 2am gotcha that took 3 hours). <a href=\"https:\/\/www.producthunt.com\/@majidyusufi\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"majidyusufi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@majidyusufi<\/a> curious \u2014 what <\/p>\n<p>happens with low-signal sessions, does it still store something or is <\/p>\n<p>there a quality threshold?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The brilliant colleague with amnesia framing is exactly how it feels, you spend half the session rebuilding context instead of actually building. The team memory angle is where this gets really interesting though.<\/p>\n<p>Does it handle conflicts when two teamates have solved the same problem in completely different ways or does it just load both and let the agent decide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@farrukh_butt1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farrukh_butt1<\/a> Right now it loads both and the agent sees them, which is actually more useful than it might sound. It gets to reason about <em>why<\/em> two approaches exist, which often surfaces the real tradeoff rather than just picking one arbitrarily.<\/p>\n<p>That said, we’re fully aware that at team scale, unresolved conflicts in memory can become noise. Explicit conflict resolution, flagging when two summaries contradict each other and letting a team lead resolve it, is something we’re building toward.<\/p>\n<p>But honestly, for the problem you described (rebuilding context instead of building), even the current behavior is a massive step up. The agent walks in knowing both solutions exist, asks a smarter question, and you spend 2 minutes resolving a real tradeoff instead of 20 minutes re-explaining the whole system from scratch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 solving a real problem. I’ve been building a full SaaS in Claude Code for the past year: 13 AI agents, FastAPI backend, Next.js frontend \u2014 and the context loss between sessions is genuinely the biggest friction point.<\/p>\n<\/p>\n<p>The thing I keep re-explaining: project architecture decisions. Why certain agents are split the way they are, why the credit system works a specific way, which database tables relate to what. Every new session I’m pasting the same <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> context block to get the agent back up to speed.<\/p>\n<\/p>\n<p>Curious about one thing, how does it handle multi-stack projects? My repo has TypeScript frontend and Python backend with very different patterns and gotchas in each. Does it extract insights per-language\/per-directory, or is it all one pool?<\/p>\n<\/p>\n<p>Going to try this today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maria_fitzpatrick\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_fitzpatrick<\/a> <br \/>Thats great to hear!!<br \/>On the multi-stack question: it’s one pool, but search makes it feel naturally separated. A session debugging your FastAPI agent orchestration produces Python-flavored summaries. A session fixing a Next.js billing UI produces frontend-flavored ones. When you’re working on the backend, backend context surfaces. The stack separation happens through relevance, not rigid partitioning.<br \/>For a project like yours though, where the architecture <em>spans<\/em> both stacks, that’s actually a strength. If a credit system decision touches both the FastAPI logic and the frontend display, that cross-cutting insight gets captured in one place and surfaces whenever either side is in play.<br \/>The <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> you keep re-pasting? That’s a one-time thing with ContextPool. You explain the agent split once, it’s stored, and it shows up in every future session where it matters, without you lifting a finger.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 don\u2019t quite understand how you handle control and cleanup of memory from bad, incorrect, or outdated solutions. I often reset the context on purpose so the agent forgets everything and we can start from a clean slate \u2014 otherwise past mistakes can compound into even worse decisions over time. I\u2019m really curious how this is managed in your approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denys_valis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denys_valis<\/a> Great question, and a real concern with any persistent memory system.<\/p>\n<p><strong>You stay in control.<\/strong> ContextPool stores summaries as plain local files you can read, edit, or delete at any time. Bad session? Delete that summary. Done.<\/p>\n<p><strong>We don’t load everything, we search using proper keywords.<\/strong> Context is only surfaced when it’s relevant to your current task. A wrong decision from three months ago on a different feature simply never appears.<\/p>\n<p><strong>Fresh starts are first-class.<\/strong> You can tell the agent to ignore memory entirely, or wipe the index whenever you want. Clean slates aren’t a workaround, they’re built in.<\/p>\n<p><strong>And coming soon:<\/strong> automatic stale memory deprecation, so outdated context ages out on its own without you having to think about it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I’ve used so far that works very well for me is the <em>compound<\/em> part of <a href=\"https:\/\/every.to\/guides\/compound-engineering\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Compound Engineering<\/a>. The problem I see to CE is that it’s per repo, ContextPool looks amazing since all my repos can share these eng learnings!<\/p>\n<p>Great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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 solves a genuine pain point. I run a small agency and every time I spin up a Claude Code session on a client project, I spend the first 10 minutes re-explaining the stack, the deployment quirks, and why we made certain architectural choices. The idea of capturing that as structured, searchable memory rather than just dumping everything into <a href=\"https:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> is a much cleaner approach. Curious about one thing: for the team sync at $7.99\/mo, is there a way to scope shared memory per project or repo? In an agency setting, you definitely don’t want client A’s context leaking into client B’s sessions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept, but \u201cexhaustive scanning\u201d sounds expensive at scale. Curious how it performs with large document sets in real production use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Built something similar for a different layer persistent memory across business workflows, not just coding sessions. The “docs graveyard” concern from the comments is real. What helped us was making memory write-on-use, not write-on-save. If an agent references a piece of context during a task, that context gets reinforced. If nothing ever pulls it, it decays. Curious how you handle relevance scoring when the pool grows past a few thousand entries.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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 really cool. Does the agent have persistent memory on only your work or also the work your team is working 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Both.<\/p>\n<p>ContextPool captures sessions from everyone on the team. So if your teammate spent yesterday untangling a gnarly FastAPI dependency issue, that insight is available to you today, without them having to write a doc, send a Slack message, or remember to tell you.<\/p>\n<p>It’s the difference between institutional knowledge living in people’s heads versus actually being shared. The agent that helped your teammate debug also quietly remembered what it learned, and now that memory is yours too.<\/p>\n<p>After a quick one-time auth setup, your whole team’s context flows into a shared pool automatically, no manual syncing, no one remembering to document anything. It just works in the background as everyone builds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/P2EMEE5GC4442W\" class=\"app-title\">Clarm<\/a><\/p>\n<div class=\"one-liner\">AI inbound layer to capture, qualify, and route leads<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">134<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clarm\u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u591a\u6e20\u9053\u6f5c\u5728\u5ba2\u6237\u6355\u83b7\u4e0e\u7b5b\u9009\u5c42\uff0c\u901a\u8fc7\u5728\u7f51\u7ad9\u3001Slack\u3001Discord\u3001GitHub\u548c\u90ae\u7bb1\u7b49\u6e20\u9053\u81ea\u52a8\u4e0e\u8bbf\u5ba2\u4e92\u52a8\uff0c\u667a\u80fd\u5224\u65ad\u8d2d\u4e70\u610f\u5411\u5e76\u7cbe\u51c6\u8def\u7531\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u5728\u975e\u5de5\u4f5c\u65f6\u95f4\u6216\u9ad8\u6d41\u91cf\u573a\u666f\u4e0b\u6f5c\u5728\u9500\u552e\u7ebf\u7d22\u5927\u91cf\u6d41\u5931\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\/e0ca289a-fada-47c8-ad40-dc8adbf1e916.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0524f53a-0735-426f-8a59-145a8de7fc22.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1a89737-407a-4a72-95c3-8a4a2b9fe313.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/752da13c-424c-4a71-87ac-8cd0fd13832b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6f5c\u5728\u5ba2\u6237\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u591a\u6e20\u9053\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u7ebf\u7d22\u8def\u7531<\/span><br \/>\n <span class=\"tag\">B2B\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">YC\u5b75\u5316<\/span><br \/>\n <span class=\"tag\">SOC2\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">HIPAA\u5408\u89c4<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u591a\u6e20\u9053\u96c6\u6210\u4e0e\u63d0\u5347\u9500\u552e\u7ebf\u7d22\u7684\u6548\u679c\uff0c\u521b\u59cb\u4eba\u900f\u9732\u7535\u5546\u7c7b\u5ba2\u6237\u8f6c\u5316\u7387\u63d0\u5347\u663e\u8457\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a1) \u8bf7\u6c42\u66f4\u591a\u6848\u4f8b\u6570\u636e\u548c\u57fa\u51c6\uff1b2) \u8be2\u95ee\u4e0eLinkedIn\u7b49\u5e73\u53f0\u7684\u96c6\u6210\u53ef\u80fd\uff1b3) \u5173\u6ce8\u8def\u7531\u51c6\u786e\u6027\u7684\u957f\u671f\u8bc4\u4f30\u4e0e\u53cd\u9988\u673a\u5236\uff1b4) \u5173\u5fc3\u77e5\u8bc6\u5e93\uff08\u5982\u6587\u6863\u3001\u4ee3\u7801\u5e93\uff09\u66f4\u65b0\u7684\u540c\u6b65\u51c6\u786e\u6027\uff1b5) \u8be2\u95ee\u4e0e\u73b0\u6709\u5de5\u5177\uff08\u5982Crisp\uff09\u7684\u517c\u5bb9\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clarm\u7684\u5b9a\u4f4d\u5e76\u975e\u53c8\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\uff0c\u800c\u662f\u4e00\u4e2a\u201cAI\u9a71\u52a8\u7684\u5165\u7ad9\u8f6c\u5316\u5c42\u201d\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u4f01\u4e1a\u4ece\u201c\u5b88\u682a\u5f85\u5154\u201d\u5f0f\u7684\u88ab\u52a8\u83b7\u5ba2\uff0c\u8f6c\u5411\u5728\u7528\u6237\u81ea\u7136\u505c\u7559\u7684\u6570\u5b57\u573a\u666f\u4e2d\u8fdb\u884c\u4e3b\u52a8\u3001\u667a\u80fd\u7684\u610f\u56fe\u7b5b\u9009\u4e0e\u5206\u6d41\u3002\u4ea7\u54c1\u654f\u9510\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u8d8b\u52bf\uff1a\u4e00\u662f\u7528\u6237\u4ea4\u4e92\u504f\u597d\u4ece\u8868\u5355\u548c\u9759\u6001\u9875\u9762\u5411\u5373\u65f6\u804a\u5929\u7684\u8fc1\u79fb\uff1b\u4e8c\u662f\u4f01\u4e1a\u589e\u957f\u5bf9\u5408\u89c4\u6027\u4e0e\u5168\u6e20\u9053\u8986\u76d6\u7684\u786c\u6027\u8981\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u7280\u5229\u4e4b\u5904\u5728\u4e8e\u201c\u7b5b\u9009\u201d\u4e0e\u201c\u8def\u7531\u201d\u7684\u53cc\u91cd\u80fd\u529b\u3002\u5b83\u4e0d\u6ee1\u8db3\u4e8e\u4ec5\u4ec5\u589e\u52a0\u4e92\u52a8\uff0c\u800c\u662f\u65e8\u5728\u901a\u8fc7AI\u5224\u65ad\uff0c\u5c06\u201c\u8be2\u95ee\u5b9a\u4ef7\u7684\u8bbf\u5ba2\u201d\u3001\u201c\u5728\u6587\u6863\u4e2d\u5f98\u5f8a40\u5206\u949f\u7684\u6280\u672f\u8d1f\u8d23\u4eba\u201d\u4e0e\u201c\u666e\u901a\u6d4f\u89c8\u8005\u201d\u533a\u522b\u5bf9\u5f85\uff0c\u5e76\u5c06\u9ad8\u4ef7\u503c\u7ebf\u7d22\u5b9e\u65f6\u63a8\u9001\u7ed9\u6b63\u786e\u7684\u4eba\u6216\u4e0b\u4e00\u6b65\u6d41\u7a0b\u3002\u8fd9\u76f4\u63a5\u653b\u51fb\u4e86\u4f20\u7edf\u9500\u552e\u6f0f\u6597\u4e2d\u6700\u5927\u7684\u6548\u7387\u9ed1\u6d1e\u2014\u2014\u7ebf\u7d22\u6d6a\u8d39\u4e0e\u54cd\u5e94\u5ef6\u8fdf\u3002\u521b\u59cb\u4eba\u58f0\u79f0\u7684\u201c6\u500d\u9500\u552e\u76f8\u5173\u6d88\u606f\u589e\u957f\u201d\uff0c\u5176\u5de8\u5927\u63d0\u5347\u7a7a\u95f4\u6070\u6070\u6e90\u4e8e\u4f20\u7edfB2B\u7f51\u7ad9\u6781\u4f4e\u7684\u57fa\u7ebf\u4e92\u52a8\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u4ea6\u6709\u9690\u5fe7\u3002\u9996\u5148\uff0c\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u610f\u56fe\u5206\u7c7b\u6a21\u578b\u7684\u7cbe\u51c6\u5ea6\u4e0e\u6df1\u5ea6\u884c\u4e1a\u9002\u914d\u80fd\u529b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8def\u7531\u8d28\u91cf\u957f\u671f\u8bc4\u4f30\u201d\u3001\u201c\u91d1\u878d\u884c\u4e1a\u81ea\u5b9a\u4e49\u7b5b\u9009\u6807\u51c6\u201d\u7684\u63d0\u95ee\uff0c\u76f4\u6307\u5176\u4ea7\u54c1\u80fd\u5426\u4ece\u201c\u4e0d\u9519\u201d\u53d8\u4e3a\u201c\u4e0d\u53ef\u6216\u7f3a\u201d\u7684\u5173\u952e\u3002\u5176\u6b21\uff0c\u5c3d\u7ba1\u652f\u6301\u591a\u6e20\u9053\uff0c\u4f46\u7528\u6237\u5bf9LinkedIn\u96c6\u6210\u7684\u9700\u6c42\u63ed\u793a\u4e86\u91cd\u8981\u573a\u666f\u7684\u7f3a\u5931\u3002\u6700\u540e\uff0c\u201c\u534a\u5c0f\u65f6\u90e8\u7f72\u201d\u7684\u4fbf\u6377\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u7684\u540c\u65f6\uff0c\u4e5f\u53ef\u80fd\u8ba9\u4f01\u4e1a\u4f4e\u4f30\u4e86\u77e5\u8bc6\u5e93\u4f18\u5316\u4e0e\u8def\u7531\u89c4\u5219\u914d\u7f6e\u6240\u9700\u7684\u6301\u7eed\u8fd0\u8425\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cClarm\u5c55\u73b0\u4e86\u4e00\u4e2a\u6e05\u6670\u7684\u613f\u666f\uff1a\u6210\u4e3a\u4f01\u4e1a\u6570\u5b57\u524d\u7aef\u7684\u667a\u80fd\u4e2d\u67a2\u3002\u4f46\u5b83\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u5728\u907f\u514d\u6210\u4e3a\u201c\u66f4\u590d\u6742\u7684\u804a\u5929\u63d2\u4ef6\u201d\u7684\u540c\u65f6\uff0c\u9700\u6301\u7eed\u6df1\u5316\u5176AI\u7684\u51b3\u7b56\u667a\u80fd\uff0c\u5e76\u6784\u5efa\u53ef\u9a8c\u8bc1\u7684ROI\u95ed\u73af\uff0c\u624d\u80fd\u771f\u6b63\u5750\u5b9e\u201c\u8f6c\u5316\u5c42\u201d\u7684\u5b9a\u4f4d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Clarm<\/span>\n <\/div>\n<div class=\"comment-content\">Capture inbound visitors, qualify buyer intent with AI, and route revenue 24\/7 across web chat, Slack, Discord, GitHub, and email. SOC 2 Type II and HIPAA compliant. Y Combinator backed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \u2014 Marcus here (founder at Clarm).<\/p>\n<p>We kept noticing the same thing on every site we cared about: tons of traffic, almost none of it turns into a real conversation \u2014 and when it does, it\u2019s usually the wrong moment, the wrong channel, or it dies in a form.<\/p>\n<p>So we built Clarm to be the AI inbound conversion layer: capture people where they already are (web + Slack\/Discord\/GitHub\/email), qualify intent, and route the good stuff to the right next step \u2014 without making your team live in chat all day.<\/p>\n<p>The best results we’ve seen were a 6x increase in sales related messages! Turns out that people prefer to talk to AIs to ask about pricing and to express their real opinions on some topics.<\/p>\n<p>If you try it today, the thing I\u2019d love your honest take on is whether it feels fast to \u201cgood enough\u201d for your own site (widget + knowledge + routing) \u2014 we\u2019re optimizing for \u201cship in an afternoon,\u201d not a 6-week implementation.<\/p>\n<p>Quick asks (pick your adventure):<\/p>\n<p>Drop your site + what you sell \u2014 I\u2019ll reply with the one funnel I\u2019d wire up first.<br \/>\nIf you\u2019re in healthcare\/finance\/devtools, tell me what compliance constraint actually blocks you \u2014 we\u2019ve been living in that world.<\/p>\n<p>What\u2019s the #1 place inbound leaks for you right now: the homepage, pricing, docs, or after-hours?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcusstorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcusstorm<\/a> Love this. Have any examples\/case studies to share like what sort of brands saw highest conversion rates with this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@marcusstorm looks interesting – we sell a B2B enterprise decision intelligence platform for regulated industries – ForwardLane.com. Interested if you\u2019re able to connect to Linked In to capture inbound messages from LI and LI pages. This is the one big conversion leak we can\u2019t easily bridge. It\u2019d be great to be able to have Clarm pipe into LI for engagement 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@marcusstorm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marcusstorm<\/a> This is really interesting \u2014 especially the multi-channel part (web + Slack + GitHub).<\/p>\n<p>One thing I\u2019m curious about is how you evaluate routing quality over time.<\/p>\n<p>For example:<\/p>\n<ul>\n<li>\n<p>which conversations actually convert vs just increase engagement<\/p>\n<\/li>\n<li>\n<p>whether certain channels produce higher quality leads<\/p>\n<\/li>\n<li>\n<p>or if the agent ever misclassifies intent and routes incorrectly<\/p>\n<\/li>\n<\/ul>\n<p>Feels like there\u2019s a really interesting feedback loop here between capture \u2192 qualification \u2192 conversion.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 super interesting! I Wish I had discovered it earlier lol. <br \/>Anyways 6x increase sounds strong but what was the baseline and what kind of companies saw the biggest lift? Also have you seen any cases where AI actually hurts conversion maybe due to wrong tone or over automation etc<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Hi Lakshay, the companies which saw the highest conversion rates are e-commerce companies. The tone is very important, and we therefore take care in making sure that the AI replies correctly to customers. <\/p>\n<\/p>\n<p>Overall, customers have seen great results, and with the new features, where the human can take over, the AI , which is able to also understand the sentiment of the user, notifies a representative of the company.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> great question Lakshay! No, we don\u2019t see any drop off. On the contrary, engagement increases across the board.<\/p>\n<\/p>\n<p>We think there are two reasons for the big increase: 1) our deployment is flexible (API as well as prebuilt designs) so users can place the chat in the best place, as well as use the agentic capabilities to deepen user engagement (time spent on website etc), and 2) people in general prefer using chat as an interface since about 1 year ago.<\/p>\n<\/p>\n<p>Finally, the baseline engagement for a b2b saas tool is pretty low. \u201cBook a demo\u201d is tons of friction. Perhaps only 1 in 1000 interact – so if you manage to get that to 5% (the top standard) you\u2019re not 6xing, you\u2019re 50xing!<\/p>\n<\/p>\n<p>Example: one customer got tons of pricing related queries via chat even though the link to the pricing page was right there. We were surprised but after asking end users they simply prefer chatting now! It\u2019s easier to ask for a specific discount eg for veterans or startups than to look on the page.<\/p>\n<\/p>\n<p>Install and have fun! We\u2019re trying to make it as easy as possible for companies to have access to this tech, so that consumers can find the best products for them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve tried dozens of these tools, and Clarm is hands down the best<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paul_sangle_ferriere1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paul_sangle_ferriere1<\/a> thank you Paul!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We had a lead sit on our docs site for 40 minutes reading everything and then just close the tab. Nothing. If something had just said “hey, want a quick demo?” at the right moment, that would’ve been a customer! +1 upvote!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dklymentiev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dklymentiev<\/a> exactly what we designed this for!! Hope to see you on our platform!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a strong idea, especially for dev tools where questions repeat a lot. Curious how you keep answers accurate when docs or repos change quickly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> hey Jack! Our connectors reindex on update, so that\u2019s not an issue at all. For repos we use a memory layer so that the whole repo doesn\u2019t have to be reindexed 100 times a day, and to combine that with other docs and other knowledge sources.<\/p>\n<\/p>\n<p>What\u2019s your use case you have in mind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 product, can it work with Crisp?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> it does! Not out the box, but we can set it up for you easily. Are you thinking of using Clarm for the initial triage and input and Crisp as the support system?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the turnaround time to get this live and working? Does it require a hands-on detailed setup?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Hi Jacklyn., We can get you up and running within 20 minutes to half an hour. You just need to sign up, and we will send you an email with the script for the widget that you can embed in your website. <\/p>\n<\/p>\n<p>It roughly takes half an hour for us to index your website.<\/p>\n<\/p>\n<p>Get started here: <a href=\"https:\/\/clarm.com\/get-started\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/clarm.com\/get-started\/<\/a>. You can reach out directly if you need any help. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 approach to inbound qualification. In financial services, the gap between “someone visited our site” and “this is a qualified deal opportunity” is massive. We built ModeLoop (<a href=\"https:\/\/modeloop.net\/?i=1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/modeloop.net\/?i=1<\/a>) to help finance teams with modeling and deal structuring, and lead qualification has always been the bottleneck \u2014 especially distinguishing serious institutional buyers from casual browsers. The AI intent detection across multiple channels (web, Slack, Discord) is a smart move. Does Clarm support custom qualification criteria specific to B2B financial services use cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Chat interfaces always 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<\/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\/HR6OQ2UY4GUL7M\" class=\"app-title\">VoxCPM2<\/a><\/p>\n<div class=\"one-liner\">Open-source 48kHz TTS with voice design and cloning<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VoxCPM2\u662f\u4e00\u6b3e\u4ec520\u4ebf\u53c2\u6570\u7684\u5f00\u6e90\u6587\u672c\u8f6c\u8bed\u97f3\u6a21\u578b\uff0c\u901a\u8fc7\u6587\u672c\u63cf\u8ff0\u76f4\u63a5\u751f\u6210\u6216\u514b\u9686\u53ef\u63a7\u97f3\u8272\uff0c\u5e76\u8f93\u51fa48kHz\u9ad8\u54c1\u8d28\u97f3\u9891\uff0c\u89e3\u51b3\u4e86\u97f3\u89c6\u9891\u521b\u4f5c\u3001\u8425\u9500\u7b49\u9886\u57df\u4e2d\u5bfb\u627e\u5b9a\u5236\u5316\u4eba\u58f0\u95e8\u69db\u9ad8\u3001\u6d41\u7a0b\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc6173d5-0435-4dcb-97c6-591c76e3d02f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e3ad7fd0-a427-4583-82cd-3d467bb680e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f4b88bc-ef0d-4093-a57f-b5a6f214d065.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dc861459-f40a-4ed3-9166-513933e7770f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a044f913-7f78-44d6-94b1-a736612ca0a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90TTS\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u97f3\u8272\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u9ad8\u4fdd\u771f\u97f3\u9891<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6d41\u5f0f\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u5316AI<\/span><br \/>\n <span class=\"tag\">Apache-2.0\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u97f3\u9891\u5de5\u4f5c\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u60ca\u53f9\u5176\u201c\u80fd\u529b\u5bc6\u5ea6\u201d\uff0c\u5bf9\u4ec5\u7528\u6587\u672c\u63d0\u793a\u751f\u6210\u65b0\u97f3\u8272\u7684\u201c\u8bed\u97f3\u8bbe\u8ba1\u201d\u529f\u80fd\u611f\u5230\u60ca\u559c\u3002\u6709\u8bc4\u8bba\u8005\u8be2\u95ee\u5176\u5728\u8425\u9500\u3001\u64ad\u5ba2\u7b49\u573a\u666f\u7684\u5b9e\u9645\u5e94\u7528\u6848\u4f8b\u3002\u53e6\u6709\u4e13\u4e1a\u5f00\u53d1\u8005\u5173\u6ce8\u5176\u591a\u8bed\u8a00\u6df7\u5408\u53d1\u97f3\u7684\u5904\u7406\u80fd\u529b\uff0c\u4f53\u73b0\u51fa\u5bf9\u751f\u4ea7\u73af\u5883\u5b9e\u7528\u7ec6\u8282\u7684\u5173\u5207\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 VoxCPM2\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b21\u53c2\u6570\u7ade\u8d5b\u7684\u80dc\u5229\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u6b21\u5bf9\u5f00\u6e90\u8bed\u97f3\u5408\u6210\u5e94\u7528\u8303\u5f0f\u7684\u7cbe\u51c6\u91cd\u6784\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5806\u780c\u201c48kHz\u201d\u3001\u201c30\u79cd\u8bed\u8a00\u201d\u7b49\u89c4\u683c\u53c2\u6570\uff0c\u800c\u5728\u4e8e\u7528\u4ec52B\u7684\u8f7b\u91cf\u7ea7\u6a21\u578b\uff0c\u5c06\u201c\u8bed\u97f3\u8bbe\u8ba1\u201d\u8fd9\u4e00\u9ad8\u9636\u6982\u5ff5\u4ea7\u54c1\u5316\u2014\u2014\u8ba9\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u76f4\u63a5\u751f\u6210\u97f3\u8272\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u5c06\u58f0\u97f3\u4ece\u201c\u5bfb\u627e\/\u514b\u9686\u201d\u7684\u7a00\u7f3a\u8d44\u6e90\uff0c\u53d8\u6210\u4e86\u201c\u6309\u9700\u63cf\u8ff0\u751f\u6210\u201d\u7684\u53ef\u8bbe\u8ba1\u5143\u7d20\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u521b\u610f\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u591a\u8bed\u8a00\u6df7\u5408\u53d1\u97f3\u7684\u7591\u95ee\uff0c\u6b63\u6233\u4e2d\u4e86\u5f53\u524dTTS\u6a21\u578b\u5728\u590d\u6742\u3001\u81ea\u7136\u8bed\u5883\u4e0b\u7684\u901a\u75c5\uff1a\u6280\u672f\u6f14\u793a\u60ca\u8273\uff0c\u4f46\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u9c81\u68d2\u6027\u3001\u4e00\u81f4\u6027\u548c\u60c5\u611f\u7ec6\u5fae\u63a7\u5236\u4ecd\u662f\u96be\u5173\u3002\u6240\u8c13\u7684\u201c\u751f\u4ea7\u5c31\u7eea\u201dRTF\u6307\u6807\uff0c\u5728\u771f\u5b9e\u5de5\u4f5c\u6d41\u4e2d\u80fd\u5426\u7ecf\u53d7\u4f4f\u590d\u6742\u811a\u672c\u3001\u957f\u6587\u672c\u8fde\u8d2f\u6027\u4ee5\u53ca\u591a\u8bf4\u8bdd\u4eba\u573a\u666f\u7684\u8003\u9a8c\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u6700\u5927\u7684\u51b2\u51fb\u529b\u5728\u4e8e\u5176\u5f00\u6e90\u534f\u8bae\u4e0e\u8f7b\u91cf\u5316\u4f53\u91cf\u3002Apache-2.0\u8bb8\u53ef\u4f7f\u5176\u80fd\u65e0\u969c\u788d\u5730\u5d4c\u5165\u5404\u7c7b\u5546\u4e1a\u4ea7\u54c1\uff0c\u800c2B\u53c2\u6570\u5219\u610f\u5473\u7740\u66f4\u4f4e\u7684\u90e8\u7f72\u6210\u672c\u548c\u786c\u4ef6\u95e8\u69db\uff0c\u6709\u671b\u771f\u6b63\u63a8\u52a8\u9ad8\u8d28\u91cf\u8bed\u97f3\u5408\u6210\u4ece\u4e91\u7aefAPI\u670d\u52a1\u4e0b\u6c89\u5230\u8fb9\u7f18\u8bbe\u5907\u548c\u4e2a\u4eba\u5de5\u4f5c\u53f0\u3002\u4f46\u8fd9\u628a\u201c\u5229\u5251\u201d\u4e5f\u6307\u5411\u4e86\u81ea\u8eab\uff1a\u5982\u4f55\u6784\u5efa\u53ef\u6301\u7eed\u7684\u5f00\u53d1\u8005\u751f\u6001\u4e0e\u5546\u4e1a\u6a21\u5f0f\uff0c\u6765\u652f\u6491\u5176\u957f\u671f\u8fed\u4ee3\uff0c\u5c06\u662f\u5176\u80fd\u5426\u4ece\u201c\u60ca\u8273\u7684\u5f00\u6e90\u9879\u76ee\u201d\u8715\u53d8\u4e3a\u201c\u5b9a\u4e49\u884c\u4e1a\u7684\u6807\u51c6\u201d\u7684\u5173\u952e\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u8feb\u4f7f\u6574\u4e2a\u884c\u4e1a\u91cd\u65b0\u601d\u8003\uff1a\u8bed\u97f3\u5408\u6210\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u7a76\u7adf\u662f\u4e3a\u5df2\u6709\u58f0\u97f3\u505a\u590d\u5236\uff0c\u8fd8\u662f\u4e3a\u4eba\u7c7b\u60f3\u8c61\u529b\u63d0\u4f9b\u65b0\u7684\u53d1\u58f0\u5de5\u5177\uff1f\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">VoxCPM2<\/span>\n <\/div>\n<div class=\"comment-content\">VoxCPM2 is a 2B open-source TTS model with 30-language support, 48kHz output, voice design from text alone, controllable voice cloning, and real-time streaming fast enough for production voice workflows.<\/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>VoxCPM2 is the next-generation open-source audio model from the <a href=\"https:\/\/www.producthunt.com\/products\/minicpm-4-0\" target=\"_blank\" rel=\"noopener\">@MiniCPM<\/a> family, and it perfectly continues their signature trait of incredible “capability density” \u2014 packing all of these features into a model that is only <strong>2B<\/strong> parameters!<\/p>\n<p>Despite its highly compact size, the feature set it brings to the table is quite rare for an open-source release:<\/p>\n<ul>\n<li>\n<p><strong>Voice Design<\/strong>: Instead of hunting for the perfect reference audio to clone, you can just prompt the model directly (e.g., (A young woman, gentle and sweet voice) Hello world.). It generates a completely novel voice on the fly.<\/p>\n<\/li>\n<li>\n<p><strong>Native 48kHz Output<\/strong>: It has a built-in super-resolution VAE, meaning no external upsamplers are needed to get studio-quality audio.<\/p>\n<\/li>\n<li>\n<p><strong>Controllable Voice Cloning<\/strong>: You can clone a voice from a short clip, but still steer the emotion, pacing, and style using text prompts.<\/p>\n<\/li>\n<li>\n<p><strong>Production-Ready<\/strong>: It hits an RTF of ~0.13 for real-time streaming and is fully open-source under the Apache-2.0 license.<\/p>\n<\/li>\n<\/ul>\n<p>It is incredibly refreshing to see this level of controllable, high-fidelity audio hit the open-source ecosystem in such a lightweight package.<\/p>\n<p>Try it out <a href=\"https:\/\/huggingface.co\/spaces\/openbmb\/VoxCPM-Demo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">here<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Have you seen folks using it yet for quick custom podcast intros or branded voiceovers in marketing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Voice design from text prompts instead of hunting for a reference clip is the thing I didn’t know I needed. “A tired middle-aged man reading terms of service” and it just… makes that? 2B parameters for this is wild. Will try it locally today.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>2B params delivering 48kHz + voice design + cloning is impressive capability density. As someone building an audio\/video editing tool that relies on audio analysis for precise segment boundaries, I appreciate how much source quality matters.<\/p>\n<\/p>\n<p>Curious: how does VoxCPM2 handle multilingual switching within a single utterance \u2014 e.g. Japanese with embedded English terms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/BVZBBDAHFICY6R\" class=\"app-title\">Deconflict<\/a><\/p>\n<div class=\"one-liner\">Plan your WiFi and see through walls<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">115<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u514d\u8d39\u5f00\u6e90\u7684\u6d4f\u89c8\u5668\u7aefWiFi\u89c4\u5212\u5de5\u5177\uff0c\u901a\u8fc7\u4e0a\u4f20\u5e73\u9762\u56fe\u3001\u653e\u7f6e\u771f\u5b9eAP\u6a21\u578b\u5e76\u6a21\u62df\u4fe1\u53f7\u7a7f\u5899\u8870\u51cf\uff0c\u5e2e\u52a9\u5bb6\u5ead\u7528\u6237\u548cIT\u4eba\u5458\u53ef\u89c6\u5316\u65e0\u7ebf\u8986\u76d6\u3001\u81ea\u52a8\u5206\u914d\u4fe1\u9053\u5e76\u4f18\u5316AP\u4f4d\u7f6e\uff0c\u89e3\u51b3WiFi\u76f2\u533a\u4e0e\u4fe1\u53f7\u5e72\u6270\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\/480537a6-605c-4d29-af2f-c8154f442f2e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5da65820-2be4-429a-8e11-276a98d66b4f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03718fd8-0d61-42f2-a1cc-74c5d96afd31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/534e4ef8-3230-47a7-8a22-ac8fa5ed487d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">WiFi\u89c4\u5212\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4fe1\u53f7\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4fe1\u9053\u5206\u914d<\/span><br \/>\n <span class=\"tag\">\u5ba4\u5185\u8986\u76d6<\/span><br \/>\n <span class=\"tag\">AP\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5c04\u9891\u8870\u51cf<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u53ef\u89c6\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u8f7b\u91cf\u3001\u5b9e\u7528\u53ca\u903c\u771f\u7684\u6750\u6599\u8870\u51cf\u6a21\u578b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u671f\u5f85\u591a\u5c42\u5efa\u7b51\u652f\u6301\u3001\u8bbe\u5907\u5bc6\u5ea6\u52a0\u6743\u4f18\u5316\u3001\u6027\u80fd\u52a0\u8f7d\u5ef6\u8fdf\uff08\u5c24\u5176\u7279\u5b9a\u5730\u533a\uff09\uff0c\u4ee5\u53ca\u8be2\u95ee\u6a21\u578b\u51c6\u786e\u6027\u3002\u5f00\u53d1\u8005\u79ef\u6781\u56de\u5e94\uff0c\u786e\u8ba4\u76f8\u5173\u529f\u80fd\u5df2\u5728\u89c4\u5212\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Deconflict\u7684\u4ef7\u503c\u6838\u5fc3\u5728\u4e8e\u5c06\u6602\u8d35\u7684\u4e13\u4e1a\u65e0\u7ebf\u7f51\u7edc\u89c4\u5212\u80fd\u529b\u201c\u5e73\u6c11\u5316\u201d\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u7b80\u5355\u7684\u4fe1\u53f7\u6a21\u62df\u5668\uff0c\u5176\u5173\u952e\u7a81\u7834\u5728\u4e8e\u5f15\u5165\u4e86\u57fa\u4e8e\u771f\u5b9e\u7269\u7406\u5c5e\u6027\u7684\u6750\u6599\u8870\u51cf\u53c2\u6570\u548c\u5b9e\u65f6\u4fe1\u9053\u5e72\u6270\u8ba1\u7b97\uff0c\u8fd9\u76f4\u63a5\u51fb\u4e2d\u4e86\u5bb6\u5ead\u7528\u6237\u548c\u5c0f\u578b\u4f01\u4e1a\u4e3b\u201c\u77e5\u5176\u7136\u4e0d\u77e5\u5176\u6240\u4ee5\u7136\u201d\u7684\u75db\u70b9\u2014\u2014\u4ed6\u4eec\u80fd\u611f\u53d7\u5230\u4fe1\u53f7\u5dee\uff0c\u5374\u65e0\u6cd5\u91cf\u5316\u4e00\u5835\u6df7\u51dd\u571f\u5899\u5e26\u6765\u7684\u9ad8\u8fbe12dB\u7684\u4fe1\u53f7\u635f\u5931\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u201c\u514d\u8d39\u5f00\u6e90\u201d\u548c\u201c\u6d4f\u89c8\u5668\u8fd0\u884c\u201d\u7684\u53cc\u91cd\u7279\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4f18\u52bf\u5728\u4e8e\u96f6\u95e8\u69db\u3001\u6613\u4f20\u64ad\uff0c\u8fc5\u901f\u5438\u5f15\u4e86\u88abEkahau\u7b49\u4f01\u4e1a\u7ea7\u8f6f\u4ef6\u4ef7\u683c\u529d\u9000\u7684\u7528\u6237\u3002\u4f46\u52a3\u52bf\u540c\u6837\u660e\u663e\uff1a\u53d7\u9650\u4e8e\u6d4f\u89c8\u5668\u7b97\u529b\u548c2D\u5c04\u7ebf\u6a21\u578b\uff0c\u5b83\u65e0\u6cd5\u5904\u7406\u590d\u6742\u76843D\u591a\u5f84\u6548\u5e94\u548c\u5bb6\u5177\u906e\u6321\uff0c\u8fd9\u51b3\u5b9a\u4e86\u5176\u5929\u82b1\u677f\u662f\u201c\u7cbe\u51c6\u7684\u89c4\u5212\u5de5\u5177\u201d\u800c\u975e\u201c\u9ad8\u4fdd\u771f\u4eff\u771f\u5de5\u5177\u201d\u3002\u5f00\u53d1\u8005\u5bf9\u6b64\u6709\u6e05\u9192\u8ba4\u77e5\uff0c\u5b9a\u4f4d\u5728\u201c\u5408\u7406\u8303\u56f4\u5185\u7684\u5b9e\u7528\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u4e92\u52a8\u770b\uff0c\u4ea7\u54c1\u7684\u6210\u529f\u5728\u4e8e\u7cbe\u51c6\u89e3\u51b3\u4e86\u201c\u89c4\u5212\u201d\u8fd9\u4e00\u73af\u8282\uff0c\u4f46\u7528\u6237\u5df2\u5f00\u59cb\u63d0\u51fa\u201c\u8fd0\u8425\u201d\u5c42\u9762\u7684\u9700\u6c42\uff0c\u5982\u57fa\u4e8e\u8bbe\u5907\u5bc6\u5ea6\u7684\u4f18\u5316\u3002\u8fd9\u63ed\u793a\u4e86\u5176\u4ece\u201c\u90e8\u7f72\u5de5\u5177\u201d\u5411\u201c\u7f51\u7edc\u5065\u5eb7\u7ba1\u7406\u5e73\u53f0\u201d\u6f14\u8fdb\u7684\u6f5c\u5728\u8def\u5f84\u3002\u5f53\u524d\u6700\u5927\u7684\u6311\u6218\u5e76\u975e\u529f\u80fd\uff0c\u800c\u662f\u4f5c\u4e3a\u5f00\u6e90\u9879\u76ee\u5982\u4f55\u5e73\u8861\u6027\u80fd\u4f18\u5316\uff08\u5982\u8bc4\u8bba\u63d0\u53ca\u7684\u52a0\u8f7d\u5ef6\u8fdf\uff09\u4e0e\u5f00\u53d1\u53ef\u6301\u7eed\u6027\u3002\u82e5\u80fd\u5efa\u7acb\u793e\u533a\u751f\u6001\uff0c\u5438\u5f15\u8d21\u732e\u8005\u5171\u540c\u4f18\u5316\u5f15\u64ce\u4e0e\u6a21\u578b\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u4e2d\u5c0f\u573a\u666f\u65e0\u7ebf\u7f51\u7edc\u89c4\u5212\u7684\u4e8b\u5b9e\u6807\u51c6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Deconflict<\/span>\n <\/div>\n<div class=\"comment-content\">Free, open-source WiFi planner that runs in your browser. Drop a floorplan, place access points from 100+ real models, and see signal coverage through walls in real time. Each wall material has realistic RF attenuation. Glass, brick, concrete all behave differently. Channels are assigned automatically, and a 3-stage optimizer finds ideal AP placement. No account, no install, no subscription.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really nice idea, especially the real-time interference visualization. How do you handle more complex layouts like multi-floor homes or offices?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uxpinjack\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uxpinjack<\/a> Thanks! Right now it’s single-floor only. Each floor would be a separate project. Multi-floor support where you can model inter-floor attenuation (signal bleeding through ceilings) is on the roadmap. The signal model already handles per-material dB loss, so adding a floor\/ceiling material type is the natural extension.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I kept running into co-channel interference in my apartment and wanted to figure out the best channel assignments without paying for Ekahau. I looked around and everything was either expensive enterprise software or too basic to be useful.<\/p>\n<p>So I built Deconflict. It started as a graph coloring solver for channel assignment, but once I could see the interference graph I wanted to see the actual signal coverage too. That led to wall detection from floorplan images, then per-material RF attenuation (glass vs brick vs concrete), then an AP placement optimizer.<\/p>\n<p>The hardest part was making the heatmap feel right. Real indoor signal propagation is messy. I went through several iterations of the signal model before landing on one that looks physically plausible and runs fast enough to update as you drag APs around. The wall material system made the biggest difference. Seeing your signal actually degrade through a concrete wall differently than a glass door makes the tool genuinely useful for planning.<\/p>\n<p>It’s completely free and open source. Everything runs in the browser, nothing hits a server. I use it for my own network and figured others might find it useful too.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is actually really slick.<\/p>\n<p>I\u2019ve run a decent number of site surveys, and having something lightweight like this in the browser is a big win compared to traditional tools.<\/p>\n<p>How accurate have you found the attenuation modeling across different materials?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tezdevs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tezdevs<\/a> Thanks. The dB values are from IEEE and ITU indoor propagation references. Drywall at 3 dB, glass at 2 dB, brick at 8 dB, concrete at 12 dB, metal at 20 dB. These are per-wall-crossing values, so a ray that passes through two concrete walls sees 24 dB of loss.<\/p>\n<p>In practice it gets you in the right ballpark for planning. The signal model uses an inverse quartic path loss (n=4) which is typical for furnished indoor spaces. Combined with the per-material wall losses, the heatmap matches what you’d see on a real site survey reasonably well.<\/p>\n<p>Where it falls short is multipath, furniture, and ceiling height. It’s a 2D ray model, not a full 3D propagation simulation. But for “where should I put my APs and which walls are killing my signal,” it does the job without hauling out a spectrum analyzer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The product concept looks solid.<\/p>\n<p>Quick performance alert: I just ran a real-device test from <strong>Beijing<\/strong>, and the landing page takes <strong>30s+<\/strong> to become interactive. It seems like a major bottleneck with the API or font loading in this region.<\/p>\n<p>I\u2019ve got the full recording with console logs ready. <strong>Would you like me to send you the link to help your team debug?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Going to test it! Looks great! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@antoninkus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antoninkus<\/a> Thanks, let me know how it goes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ok this is one of those tools I didn’t know I needed until now. The realistic wall material attenuation is what makes this actually useful vs just guessing where to put access points. Does the 3-stage optimizer account for expected device density? Like a conference room with 20 people on video calls vs a hallway nobody sits in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yotam_dahan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yotam_dahan<\/a> Thanks! The optimizer currently maximizes signal coverage across the building interior. It treats every point equally and doesn’t account for device density or expected load per zone yet.<\/p>\n<p>That’s a great feature idea though. The throughput model already estimates per-AP Mbps based on co-channel contention, so weighting zones by expected client count is a natural next step. Would let you bias coverage toward the conference room and away from the hallway.<\/p>\n<p>Adding it to the roadmap.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 handy!! Have users discovered any issues in their setup that they wouldn\u2019t have noticed otherwise??<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Yeah, the most common one is co-channel interference. People put two APs on the same channel without realizing their coverage areas overlap. The solver catches that immediately and assigns non-conflicting channels.<\/p>\n<p>The other big one is walls people underestimate. A single concrete wall can cut your signal by 12 dB, which is roughly a 75% reduction in throughput. The heatmap makes that obvious in a way that “my WiFi is slow in the bedroom” never does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 have this robo vacuum at my home and I also really don’t understand why in some areas it doesn’t get the Wi-Fi access. Having this loaded onto the system would really help me plan out those and also how to position my Wi-Fi. Having it open source is ready to add on. Thank you for this, Sean<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@nayan_surya98\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nayan_surya98<\/a> That’s a great use case. IoT devices like robot vacuums are usually on 2.4 GHz with weak antennas, so they’re the first to drop out in dead zones. If you draw your floorplan and place your router, the heatmap will show you exactly where the signal dies and whether it’s a wall or just distance. Hope it helps!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/QGJKSO45Z6KGQN\" class=\"app-title\">SigmaMind MCP<\/a><\/p>\n<div class=\"one-liner\">Build and control voice AI agents via MCP<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u5b8c\u6574\u8bed\u97f3AI\u6280\u672f\u6808\uff08\u5982\u667a\u80fd\u4f53\u3001\u901a\u8bdd\u3001\u53f7\u7801\u7b49\uff09\u5c01\u88c5\u4e3aMCP\u534f\u8bae\u5de5\u5177\u7684\u670d\u52a1\u5668\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5728IDE\u5185\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u5feb\u901f\u6784\u5efa\u3001\u6d4b\u8bd5\u548c\u90e8\u7f72\u4f4e\u5ef6\u8fdf\u8bed\u97f3AI\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u4e0d\u540c\u5e73\u53f0\u95f4\u9891\u7e41\u5207\u6362\u3001\u914d\u7f6e\u6d41\u7a0b\u7e41\u7410\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\/c382eafe-ed30-4bf3-b4be-2184e8ce6432.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7151c066-99cd-42b5-8f0e-4e20437f9893.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72397dab-b908-45b3-afcb-0586eaade1cf.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\/7a0e84ee-e862-4b87-85dc-d9633be84ca2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/zUvnUe3zZxI\"><source src=\"https:\/\/youtu.be\/zUvnUe3zZxI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3AI\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u667a\u80fd\u4f53\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u73af\u5883\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u914d\u7f6e<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u7ea7\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u7535\u8bdd\u7cfb\u7edf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u7b80\u5316\u8bed\u97f3AI\u201c\u5e03\u7ebf\u201d\u590d\u6742\u5ea6\u7684\u4ef7\u503c\uff0c\u8ba4\u4e3a\u662f\u4ece\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u8f6c\u5411\u201c\u53ef\u8bbf\u95ee\u6027\u201d\u7684\u5173\u952e\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\uff1a\u957f\u671f\u5b9a\u4f4d\u662f\u505c\u7559\u5728MCP\u534f\u8bae\u5c42\uff0c\u8fd8\u662f\u8f6c\u5411\u66f4\u7ed3\u679c\u5bfc\u5411\u7684\u4ea7\u54c1\uff1b\u5728\u5e76\u884c\u5de5\u5177\u8c03\u7528\u65f6\uff0c\u5982\u4f55\u4fdd\u969c\u53ef\u89c2\u6d4b\u6027\u548c\u8c03\u8bd5\uff1b\u4e0e\u81ea\u884c\u96c6\u6210\u5f00\u6e90\u65b9\u6848\u7684\u6838\u5fc3\u5dee\u5f02\uff08\u5728\u4e8e\u751f\u4ea7\u7ea7\u7684\u7a33\u5b9a\u6027\u548c\u89c4\u6a21\u5316\u80fd\u529b\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SigmaMind MCP \u8868\u9762\u4e0a\u662f\u4e00\u4e2a\u5c06\u8bed\u97f3AI\u529f\u80fd\u5f15\u5165IDE\u7684MCP\u670d\u52a1\u5668\uff0c\u4f46\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u5bf9\u201c\u5f00\u53d1\u8303\u5f0f\u201d\u7684\u6539\u9020\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u5728\u6a21\u578b\u80fd\u529b\u6216\u8bed\u97f3\u8d28\u91cf\u4e0a\u505a\u589e\u91cf\u4f18\u5316\uff0c\u800c\u662f\u7cbe\u51c6\u5730\u5207\u5165\u4e86AI\u5de5\u7a0b\u5316\u4e2d\u6700\u9690\u79d8\u7684\u75db\u70b9\u2014\u2014\u4e0a\u4e0b\u6587\u5207\u6362\u4e0e\u7cfb\u7edf\u96c6\u6210\u635f\u8017\u3002\u5f00\u53d1\u8005\u4e0d\u518d\u9700\u8981\u4e3a\u914d\u7f6e\u4e00\u4e2a\u8bed\u97f3\u667a\u80fd\u4f53\u800c\u5728\u4eea\u8868\u76d8\u3001API\u6587\u6863\u548c\u4ee3\u7801\u7f16\u8f91\u5668\u4e4b\u95f4\u75b2\u4e8e\u5954\u547d\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u901a\u8fc7\u534f\u8bae\u5c42\u5c06\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u5f7b\u5e95\u201c\u63a5\u53e3\u5316\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684\u5b9a\u4f4d\u5b58\u5728\u4e00\u4e2a\u663e\u8457\u7684\u5f20\u529b\u3002\u4ea7\u54c1\u540d\u548c\u5ba3\u4f20\u7d27\u6263\u201cMCP\u201d\u8fd9\u4e00\u6280\u672f\u534f\u8bae\uff0c\u8fd9\u56fa\u7136\u80fd\u5438\u5f15\u65e9\u671f\u5f00\u53d1\u8005\u4e0e\u6280\u672f\u51b3\u7b56\u8005\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u5176\u7981\u9522\u5728\u201c\u4e3a\u6280\u672f\u800c\u6280\u672f\u201d\u7684\u5de5\u5177\u8303\u7574\u3002\u6b63\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u5f53\u5e76\u884c\u5de5\u5177\u8c03\u7528\u6210\u4e3a\u5e38\u6001\uff0c\u590d\u6742\u7684\u751f\u4ea7\u8c03\u8bd5\u548c\u89c2\u6d4b\u9700\u6c42\u4f1a\u8fc5\u901f\u6d6e\u51fa\u6c34\u9762\uff0c\u8fd9\u8fdc\u975e\u4e00\u4e2a\u7b80\u6d01\u7684\u63d0\u793a\u8bcd\u6240\u80fd\u89e3\u51b3\u3002\u4ea7\u54c1\u7684\u4e0b\u4e00\u9636\u6bb5\u6311\u6218\uff0c\u5c06\u4ece\u201c\u5982\u4f55\u4fbf\u6377\u5730\u521b\u5efa\u201d\u8f6c\u5411\u201c\u5982\u4f55\u53ef\u9760\u5730\u89c2\u6d4b\u3001\u7ba1\u7406\u548c\u4f18\u5316\u201d\u8fd9\u4e9b\u5206\u5e03\u5f0f\u7684\u8bed\u97f3\u667a\u80fd\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u662f\u201csub-800ms\u5ef6\u8fdf\u201d\u6216\u201c\u566a\u58f0\u6d88\u9664\u201d\uff0c\u800c\u662f\u901a\u8fc7\u6df1\u5ea6\u96c6\u6210\u5de5\u4f5c\u6d41\uff0c\u5c06\u8bed\u97f3AI\u4ece\u9700\u8981\u4e13\u95e8\u8fd0\u7ef4\u7684\u201c\u7cfb\u7edf\u7ea7\u9879\u76ee\u201d\uff0c\u964d\u7ef4\u6210\u5f00\u53d1\u8005\u53ef\u5728\u7f16\u7801\u6d41\u4e2d\u968f\u65f6\u8c03\u7528\u7684\u201c\u529f\u80fd\u6a21\u5757\u201d\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u8de8\u8d8a\u4ece\u201c\u60ca\u8273\u7684\u6f14\u793a\u201d\u5230\u201c\u575a\u5982\u78d0\u77f3\u7684\u5de5\u7a0b\u5e73\u53f0\u201d\u8fd9\u9053\u9e3f\u6c9f\uff0c\u5e76\u5e73\u8861\u597d\u5e95\u5c42\u534f\u8bae\u900f\u660e\u6027\u4e0e\u4e0a\u5c42\u4e1a\u52a1\u6210\u679c\u53ef\u89c1\u6027\uff0c\u5b83\u6709\u671b\u5b9a\u4e49\u4e0b\u4e00\u4ee3\u8bed\u97f3AI\u5e94\u7528\u7684\u5f00\u53d1\u6807\u51c6\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u6280\u672f\u6808\u4e2d\u53c8\u4e00\u4e2a\u7cbe\u7f8e\u7684\u201c\u6865\u63a5\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\">SigmaMind MCP<\/span>\n <\/div>\n<div class=\"comment-content\">SigmaMind’s MCP server exposes your entire voice AI stack as tools \u2013 agents, calls, campaigns, webhooks, phone numbers \u2013 manageable directly from your MCP client or IDE. Spin up agents, trigger test calls, debug with inline call records, and automate deployments without leaving your editor. Sub-800ms latency, SOTA noise cancellation, VAD, IVR navigation, and voicemail detection handled out of the box.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey \ud83d\udc4b<br \/>We\u2019re Ashish and Pratik, founders of SigmaMind AI.<\/p>\n<p>After watching developers jump between dashboards, docs tabs, and their IDE just to configure a single voice agent – we knew the problem wasn’t the technology. It was the workflow.<\/p>\n<p>So we built SigmaMind MCP server.<\/p>\n<p>Open Cursor, Claude Code, or VS Code. Type what you want:<\/p>\n<p>“Build a customer support voice agent. GPT-4o. ElevenLabs, calm British female. Agent speaks first. Extract sentiment and escalation flags after every call.”<\/p>\n<p>That exact spec deploys. No dashboard opened. No context switching.<\/p>\n<p>Here’s what you’re actually controlling from that one prompt:<br \/>\u2192 LLM Model – GPT-4o, Claude, Gemini, or your own<br \/>\u2192 Voice & TTS – pick the exact voice experience<br \/>\u2192 Conversation Flow – who speaks first, how it behaves<br \/>\u2192 Welcome Message – define the opening line<br \/>\u2192 Background Audio – optional, on-brand<br \/>\u2192 Post-Call Insights – sentiment, intent, escalation<\/p>\n<p>Every layer configurable. All from natural language.<\/p>\n<p>And telephony is built in – buy numbers or bring your own, assign to agents instantly, run real calls not simulations.<\/p>\n<p>Under the hood:<br \/>\u2192 Sub-800ms latency<br \/>\u2192 IVR and phone trees navigation<br \/>\u2192 Built-in VAD (Voice activity detection)<br \/>\u2192 Noise cancellation for noisy background environments <br \/>\u2192 Model-agnostic (Deepgram, GPT, ElevenLabs, or your own stack)<br \/>\u2192 Multimodal (voice, chat, email – one agent brain)<br \/>\u2192 Parallel tool calling for real-world actions<\/p>\n<p>Set up in under 5 minutes: <a href=\"https:\/\/docs.sigmamind.ai\/mcp\/server\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.sigmamind.ai\/mcp\/se…<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pratikmundra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratikmundra<\/a> This feels less like an \u201cagent platform\u201d and more like an orchestration layer for distributed execution. Curious how you’re handling observability across parallel tool calls\u2014once multiple agents + MCP tools start running concurrently, debugging and tracing becomes the real challenge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@pratikmundra\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratikmundra<\/a> Really clean execution \u2014 especially collapsing the entire voice stack into a single prompt inside the IDE. That\u2019s a big unlock.<\/p>\n<p>One thing I\u2019m curious about: right now the product feels like \u201cinfrastructure made accessible\u201d, but the naming (SigmaMind MCP) leans heavily into the protocol layer.<\/p>\n<p>Do you see it staying positioned around MCP long-term, or evolving into something more outcome-driven as adoption grows beyond dev-heavy users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i can direct claude code to an existing open source github repo and build voice agent for me with VAD \/ sub 800ms latency etc ? I understand this may consume more tokens. How is this MCP diff ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@raj_peko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raj_peko<\/a> with this MCP you get access to SigmaMind’s voice infrastructure which handles – VAD, noise cancellation, latency, IVR navigation etc. out of the box. You can absolutely use open source repos to build voice agents, but with voice matters, it’s the ‘wiring’ that matters a lot. When you scale it up to over millions of calls, most of them being highly concurrent calls, this may present issues. This MCP just provides a ready-to-deploy voice infrastructure as opposed to developers needing to wire everything together. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>MCP for voice agents makes sense. wiring voice into an agent stack always gets messy – nice that this abstracts 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\/@mykola_kondratiuk1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk1<\/a> Exactly \u2014 feels like most of the value here is removing that wiring complexity.<\/p>\n<p>Which is why it\u2019s interesting how much of the current branding still leans into the technical layer rather than the outcome it enables.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so cool. Running a VOICE AI company this is really good stuff. Congrats on the launch<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ansh_deb\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansh_deb<\/a> thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So proud of the team for getting the SigmaMind MCP Server live today! <\/p>\n<p>I\u2019ve seen how much effort went into making sure this wasn’t just another ‘cool tool’ but a production-grade orchestration layer. <\/p>\n<p>My favorite part? Being able to create and manage a Voice AI agent, all from a simple prompt, without leaving Cursor. It feels like magic every time.<\/p>\n<p>We\u2019re all hanging out here today to answer questions and get your feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DVDT6QWYA6VLRY\" class=\"app-title\">Open Comet<\/a><\/p>\n<div class=\"one-liner\">The autonomous AI browser agent for deep research & tasks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Open Comet\u662f\u4e00\u6b3e\u8fd0\u884c\u5728\u6d4f\u89c8\u5668\u4fa7\u8fb9\u680f\u7684\u81ea\u4e3bAI\u667a\u80fd\u4f53\uff0c\u80fd\u5728\u7528\u6237\u771f\u5b9e\u767b\u5f55\u7684\u7f51\u9875\u73af\u5883\u4e2d\u81ea\u52a8\u6267\u884c\u591a\u6b65\u9aa4\u7814\u7a76\u4e0e\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u6df1\u5ea6\u4fe1\u606f\u641c\u96c6\u548c\u91cd\u590d\u6027\u7f51\u9875\u64cd\u4f5c\u4e2d\u9700\u9891\u7e41\u5207\u6362\u3001\u624b\u52a8\u64cd\u4f5c\u7684\u6548\u7387\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\/2d302eb7-27fa-4765-af6a-28bd697fef5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fcbca0fb-610a-4026-895b-927473180ae0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a08751f-7c00-4c08-951f-9dacfd963bbb.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0cf59cfc-14b0-4a19-b38b-7e78d8b07037.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6d4f\u89c8\u5668\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u7f51\u9875\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u591a\u6b65\u9aa4\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u96f6\u6570\u636e\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u63a8\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u672c\u5730\u5b58\u50a8\u7684\u9690\u79c1\u8bbe\u8ba1\uff0c\u5e76\u91cd\u70b9\u5173\u6ce8\u5176\u5b9e\u9645\u80fd\u529b\u8fb9\u754c\uff1a\u80fd\u5426\u5728\u5df2\u767b\u5f55\u7f51\u7ad9\uff08\u5982LinkedIn\uff09\u6267\u884c\u64cd\u4f5c\u3001\u5982\u4f55\u5904\u7406\u9ad8\u98ce\u9669\u52a8\u4f5c\u3001\u5e94\u5bf9\u4f1a\u8bdd\u6301\u4e45\u6027\u4e0e\u53cd\u722c\u673a\u5236\u7684\u7a33\u5b9a\u6027\uff0c\u4ee5\u53ca\u4fe1\u606f\u6765\u6e90\u7684\u4ea4\u53c9\u9a8c\u8bc1\u80fd\u529b\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u4e86\u4eba\u673a\u534f\u540c\u673a\u5236\u53ca\u5f53\u524d\u5c40\u9650\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Open Comet\u7684\u91ce\u5fc3\u5728\u4e8e\u5c06\u201c\u667a\u80fd\u4f53\u201d\u4ece\u804a\u5929\u6846\u7684\u56da\u7b3c\u4e2d\u89e3\u653e\uff0c\u690d\u5165\u771f\u5b9e\u7684\u6d4f\u89c8\u5668\u73af\u5883\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9ad8\u4fdd\u771f\u201d\u4e0e\u201c\u96f6\u6570\u636e\u67b6\u6784\u201d\u76f4\u51fb\u5f53\u524dAI\u52a9\u624b\u7684\u4e24\u5927\u8f6f\u808b\uff1a\u64cd\u4f5c\u73af\u5883\u7684\u9694\u9602\u4e0e\u6570\u636e\u9690\u79c1\u7684\u9ed1\u7bb1\u3002\u4ea7\u54c1\u4ef7\u503c\u5e76\u975e\u5728\u4e8e\u5176\u5168\u77e5\u5168\u80fd\uff0c\u800c\u5728\u4e8e\u5b83\u9009\u62e9\u4e86\u4e00\u6761\u52a1\u5b9e\u7684\u8def\u5f84\u2014\u2014\u4e0d\u8bd5\u56fe\u91cd\u5efa\u6d4f\u89c8\u5668\u6216\u7834\u89e3\u53cd\u722c\uff0c\u800c\u662f\u4f9d\u9644\u4e8e\u7528\u6237\u73b0\u6709\u4f1a\u8bdd\uff0c\u4ee5\u201c\u4eba\u5728\u56de\u8def\u201d\u7684\u65b9\u5f0f\u5b9e\u73b0\u53ef\u63a7\u81ea\u52a8\u5316\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u667a\u80fd\u4f53\u964d\u683c\u4e3a\u201c\u8d85\u7ea7\u5b8f\u201d\uff0c\u867d\u5728\u81ea\u4e3b\u6027\u4e0a\u505a\u4e86\u59a5\u534f\uff0c\u5374\u5728\u5b9e\u7528\u6027\u4e0e\u5b89\u5168\u6027\u4e0a\u627e\u5230\u4e86\u4e00\u4e2a\u73b0\u9636\u6bb5\u66f4\u53ef\u80fd\u843d\u5730\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6240\u6709\u6d4f\u89c8\u5668\u81ea\u52a8\u5316\u5de5\u5177\u540c\u6e90\uff1a\u52a8\u6001\u7f51\u9875\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u3001\u53cd\u81ea\u52a8\u5316\u673a\u5236\u7684\u4e0d\u65ad\u5347\u7ea7\uff0c\u4ee5\u53ca\u591a\u6b65\u9aa4\u4efb\u52a1\u4e2d\u7684\u72b6\u6001\u6f02\u79fb\u95ee\u9898\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u6e90\u53ef\u9760\u6027\u9a8c\u8bc1\u201d\u548c\u201cSTORM\u7814\u7a76\u5faa\u73af\u201d\u7684\u8d28\u7591\uff0c\u6070\u6070\u66b4\u9732\u4e86\u5176\u4ece\u201c\u81ea\u52a8\u5316\u811a\u672c\u201d\u8fc8\u5411\u201c\u53ef\u4fe1\u7814\u7a76\u52a9\u624b\u201d\u4e4b\u95f4\u7684\u5de8\u5927\u9e3f\u6c9f\u3002\u5f53\u524d\u7248\u672c\u66f4\u50cf\u662f\u4e00\u4e2a\u6982\u5ff5\u9a8c\u8bc1\uff0c\u8bc1\u660e\u4e86\u4fa7\u8fb9\u680f\u667a\u80fd\u4f53\u7684\u53ef\u884c\u6027\uff0c\u4f46\u5176\u771f\u6b63\u7684\u201c\u4f01\u4e1a\u7ea7\u63a8\u7406\u201d\u80fd\u529b\uff0c\u4ecd\u6709\u5f85\u4e8e\u5728\u590d\u6742\u3001\u957f\u94fe\u6761\u7684\u771f\u5b9e\u4e1a\u52a1\u573a\u666f\u4e2d\u5f97\u5230\u4e25\u9177\u68c0\u9a8c\u3002\u5b83\u7684\u51fa\u73b0\uff0c\u6807\u5fd7\u7740AI\u5e94\u7528\u6b63\u4ece\u201c\u95ee\u7b54\u201d\u8d70\u5411\u201c\u64cd\u4f5c\u201d\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u7684\u201c\u81ea\u4e3b\u201d\uff0c\u8fd8\u6709\u4e00\u7247\u540d\u4e3a\u201c\u53ef\u9760\u6027\u201d\u7684\u8352\u91ce\u9700\u8981\u7a7f\u8d8a\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\">Open Comet<\/span>\n <\/div>\n<div class=\"comment-content\">Open Comet is a high-fidelity AI agent that lives in your browser\u2019s sidepanel. Unlike basic assistants, it autonomously browses, researches, and executes multi-step workflows across any website. Built on a “Zero-Data” architecture, it keeps your history local while providing enterprise-grade reasoning. Features include high-fidelity execution guards, STORM-inspired research loops, and full support for both Cloud (BYOK) and Local (Ollama) models.<\/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\u2019m Prince, the creator of Open Comet.<\/p>\n<p>Most AI agents today feel ‘trapped’ behind a chat box, forcing you to copy-paste data back and forth. I built Open Comet to bridge that gap\u2014an agent that actually lives where you work.<\/p>\n<p>My goal was to combine the power of autonomous research with a strict privacy-first architecture. Whether you’re a researcher needing deep link exploration or a developer automating repetitive web tasks, Open Comet is designed to stay out of your data and in your flow.<\/p>\n<p>Excited to hear your feedback and answer any 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@princechouhan06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@princechouhan06<\/a> This is basically bringing a distributed \u201cexecution + research layer\u201d into the browser. Curious how you handle state drift across multi-step workflows\u2014once the agent branches across tabs + async pages, consistency becomes the real bottleneck, not reasoning.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lovely! Can this browse my logged in pages like linkedin ? And take actions on my behalf. Some UX flows especially linkedin is sub-optimal and this can help save me lot time. Thanks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@raj_peko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raj_peko<\/a> Great question, Rajesh \ud83d\udc4d<\/p>\n<p>Yes \u2014 <strong>Open Comet is designed to work on real, logged-in pages (like LinkedIn)<\/strong> and can assist with actions on your behalf.<\/p>\n<p>However, there are a couple of important points:<\/p>\n<ul>\n<li>\n<p>It can <strong>interact with UI elements<\/strong> (clicking, typing, navigating flows) within your active browser session<\/p>\n<\/li>\n<li>\n<p>Since you\u2019re already logged in, it operates <strong>within your session context<\/strong><\/p>\n<\/li>\n<li>\n<p>For <strong>sensitive or high-impact actions<\/strong>, it follows a <strong>human-in-the-loop approach<\/strong> (asks for confirmation before executing)<\/p>\n<\/li>\n<\/ul>\n<p>So for cases like LinkedIn workflows (posting, navigating profiles, repetitive actions), it can definitely help <strong>reduce friction and save time<\/strong>\u2014especially where UX feels sub-optimal.<\/p>\n<p>That said, some flows may vary depending on site restrictions and dynamic UI behavior, but improving reliability across such platforms is an ongoing focus.<\/p>\n<p>Would love to hear your experience once you try it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love that you went with local history storage. too many AI tools are black boxes with your data. curious about the STORM research loops – does it actually follow citation trails and cross-reference sources, or is it more like iterative searching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> Appreciate that, Piotr \ud83d\ude4c<\/p>\n<p>Great question \u2014 the current implementation is closer to <strong>iterative research loops<\/strong> rather than a full academic-style citation graph like STORM.<\/p>\n<p>It can:<\/p>\n<ul>\n<li>\n<p>Perform multi-step searches<\/p>\n<\/li>\n<li>\n<p>Refine queries based on previous results<\/p>\n<\/li>\n<li>\n<p>Aggregate and summarize findings across steps<\/p>\n<\/li>\n<\/ul>\n<p>Cross-referencing does happen to an extent (by comparing results across iterations), but it\u2019s not yet doing <strong>deep citation trail tracking or source graph traversal<\/strong> in a strict sense.<\/p>\n<p>That said, moving toward more structured <strong>source tracking and citation-aware reasoning<\/strong> is definitely something I\u2019m exploring for future versions.<\/p>\n<p>Would love to hear your thoughts once you try it \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this availabe on Linux ?<\/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\/@vynkx_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vynkx_<\/a> Open Comet works on Linux, as it runs in Chromium-based browsers like Chrome, Brave, and Edge, all natively supported on Linux distributions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@vynkx_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vynkx_<\/a> Hey Vinayak! Yes, Open Comet works on Linux \u2014 it’s a Chrome extension, so it runs anywhere Chrome does.<\/p>\n<p><strong>v1.1 just went open source (April 2026)<\/strong>, so if you hit any edge cases with the new Skills system or Deep Research features on your specific distro, you can debug it directly or file an issue. We’ve tested on Ubuntu 22.04; other distros should work but let us know if they don’t!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Autonomous AI research agents are where things are headed for anyone doing serious market analysis. I built PolyMind (<a href=\"https:\/\/polyminds.netlify.app\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/polyminds.netlify.app\/<\/a>) to track large trades on prediction markets using AI-powered alerts, and the hardest part was always the research layer \u2014 synthesizing signals from dozens of sources into actionable insight. An autonomous browser agent that can handle deep research tasks across the web would be a game-changer for financial due diligence workflows. How does Open Comet handle source reliability and conflicting information across pages?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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>every autonomous browser agent I’ve tried hits the same wall eventually – persistent auth sessions and bot detection. curious where this one breaks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>That\u2019s a very real observation, Mykola\u2014completely agree \ud83d\udc4d<\/p>\n<p>Persistent auth sessions and bot detection are definitely the <strong>hard boundary for most browser agents<\/strong>, and Open Comet isn\u2019t magically bypassing those.<\/p>\n<p>Right now, it works <strong>within your existing browser session<\/strong>, so it leverages your active login state rather than trying to handle auth itself. That avoids a lot of friction, but:<\/p>\n<ul>\n<li>\n<p>It doesn\u2019t try to bypass <strong>bot detection systems<\/strong><\/p>\n<\/li>\n<li>\n<p>Performance can vary on platforms with <strong>aggressive anti-automation measures<\/strong><\/p>\n<\/li>\n<li>\n<p>Some flows may break when sites heavily rely on dynamic tokens or strict interaction patterns<\/p>\n<\/li>\n<\/ul>\n<p>So the current approach is more about <strong>assisted interaction within real user context<\/strong>, not full autonomous control across all sites.<\/p>\n<p>Long term, I\u2019m exploring ways to make it more robust around session handling and reliability, but staying within <strong>safe and compliant boundaries<\/strong> is important here.<\/p>\n<p>Would be really interested to hear where it breaks for you if you try it\u2014that feedback is gold \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried a few browser agents before and the scariest moment is always when it hovers over a “Submit Order” button. Does this one ask before doing something irreversible or do you just trust it and hope?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dklymentiev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dklymentiev<\/a> That\u2019s a very real concern, Dmytro \ud83d\ude04 totally get that \u201chover over submit\u201d moment.<\/p>\n<p>Open Comet is designed to <strong>not blindly execute irreversible actions<\/strong>. It follows a <strong>human-in-the-loop approach<\/strong>, where:<\/p>\n<ul>\n<li>\n<p>It <strong>asks for confirmation<\/strong> before any high-impact or irreversible action (like submissions, payments, etc.)<\/p>\n<\/li>\n<li>\n<p>You can <strong>see what it\u2019s about to do<\/strong> before it happens<\/p>\n<\/li>\n<li>\n<p>All actions are <strong>transparent and trackable<\/strong>, not hidden<\/p>\n<\/li>\n<\/ul>\n<p>So the idea is\u2014you\u2019re always in control, and the agent assists rather than takes risky decisions on its own.<\/p>\n<p>Building that trust layer is a big priority, especially for real-world use cases \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 appreciate the zero-data architecture and local history storage. most ai tools are just black boxes with your data so keeping it in the browser is a big plus for privacy. definitely going to give the chrome extension a spin today<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yp_pro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yp_pro<\/a> Really appreciate that, Yaroslav \ud83d\ude4c<\/p>\n<p>Privacy was a core focus while building Open Comet \u2014 keeping things <strong>local-first and transparent<\/strong> instead of a black-box approach.<\/p>\n<p>Glad that resonated with you. Would love to hear your thoughts after you try the extension \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does this work only on Perplexity’s Comet browser? Is there an affiliation with them as Open Comet’s branding, name and logo is almost 100% on par with Perplexity’s – most specifically, their Comet product.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Hey Jacklyn, great question\u2014totally fair to ask \ud83d\udc4d<\/p>\n<p>No, Open Comet does <strong>not<\/strong> work only on Perplexity\u2019s Comet browser, and there\u2019s <strong>no affiliation<\/strong> with them.<\/p>\n<p>Tools like <strong>Perplexity\u2019s Comet<\/strong> and <strong>OpenAI\u2019s Atlas<\/strong> are actually <strong>separate AI browsers<\/strong> built from scratch with AI deeply integrated into them. Open Comet takes a different approach\u2014it\u2019s designed to work <strong>inside your existing browser (via extension)<\/strong>, so there\u2019s no need to switch browsers.<\/p>\n<p>Regarding the naming\/branding\u2014yes, it\u2019s inspired by the same emerging category of <strong>AI browser agents<\/strong>, but Open Comet is an <strong>independent project<\/strong> focused on being more open, flexible, and privacy-first.<\/p>\n<p>Also, one key difference is the approach to data: many AI browsers process and interact with user data at a deeper level to enable automation, whereas Open Comet is designed with a <strong>local-first mindset (no data storage\/access)<\/strong>.<\/p>\n<p>Happy to clarify anything else if you\u2019re curious \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>autonomous is doing a lot of work here – the distinction that matters for real adoption is whether it blocks before acting or just does things and logs it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> That\u2019s a very fair point, Mykola\u2014completely agree \ud83d\udc4d<\/p>\n<p>Right now, Open Comet is designed with a <strong>controlled autonomy approach<\/strong>. It doesn\u2019t just execute actions blindly\u2014instead, it <strong>pauses for confirmation on sensitive or high-impact actions<\/strong>, while allowing smoother flow for low-risk steps.<\/p>\n<p>So it\u2019s more of a <strong>human-in-the-loop system<\/strong> rather than fully autonomous execution. Everything is also <strong>transparent and logged<\/strong>, so you can see what it\u2019s doing at each step.<\/p>\n<p>I think this balance is important for real-world adoption\u2014full autonomy without control can break trust pretty quickly.<\/p>\n<p>Would be great to hear your take after you try it \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/QTXWMDPLH5OCKC\" class=\"app-title\">Legitify<\/a><\/p>\n<div class=\"one-liner\">Compliant cross-border notarization, reimagined.<\/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>Legitify \u63d0\u4f9b\u5b8c\u5168\u6570\u5b57\u5316\u7684\u5408\u89c4\u8de8\u5883\u516c\u8bc1\u4e0e\u6d77\u7259\u8ba4\u8bc1\u6d41\u7a0b\uff0c\u4e3a\u4f01\u4e1a\u548c\u4e2a\u4eba\u89e3\u51b3\u4e86\u56e0\u4f20\u7edf\u7eb8\u8d28\u3001\u7ebf\u4e0b\u3001\u8de8\u56fd\u754c\u516c\u8bc1\u624b\u7eed\u5e26\u6765\u7684\u8017\u65f6\u3001\u9ad8\u6210\u672c\u4e0e\u8fdb\u5ea6\u963b\u6ede\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\/46802f84-a183-48b5-a084-f6dcd1aa9ce2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fecb49c2-069c-4799-a238-8d38c44918db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58e3933a-805e-4734-8714-f316f048ef09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Legal<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8de8\u5883\u516c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u516c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u8eab\u4efd\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u7b7e\u540d<\/span><br \/>\n <span class=\"tag\">\u6d77\u7259\u8ba4\u8bc1<\/span><br \/>\n <span class=\"tag\">\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8de8\u5883\u4e1a\u52a1<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\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\u53cd\u9988\u80af\u5b9a\u4e86\u4ea7\u54c1\u5728\u5fb7\u56fd\u7b49\u6570\u5b57\u5316\u8fdb\u7a0b\u7f13\u6162\u5730\u533a\u7684\u4ef7\u503c\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u9610\u8ff0\u4e86\u4ea7\u54c1\u613f\u666f\u4e0e\u529f\u80fd\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u652f\u6301\u56fd\u5bb6\u8303\u56f4\u3001\u5982\u4f55\u540c\u6b65\u5f53\u5730\u653f\u7b56\u53d8\u5316\uff0c\u5b98\u65b9\u56de\u590d\u89e3\u91ca\u4e86\u5176\u57fa\u4e8e\u6b27\u76df\/\u82f1\u56fd\u516c\u8bc1\u7f51\u7edc\u4e0e\u300a\u6d77\u7259\u516c\u7ea6\u300b\u7684\u5408\u89c4\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Legitify \u7784\u51c6\u7684\u5e76\u975e\u4e00\u4e2a\u65b0\u9c9c\u6982\u5ff5\u2014\u2014\u8fdc\u7a0b\u5728\u7ebf\u516c\u8bc1\uff08RON\uff09\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u201c\u8de8\u5883\u201d\u4e0e\u201c\u5408\u89c4\u201d\u7684\u4ea4\u53c9\u70b9\u3002\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u7cbe\u5fc3\u6784\u5efa\u7684\u5408\u89c4\u5c42\u4e0e\u8fde\u63a5\u5668\uff1a\u4e0a\u6e38\u6574\u5408\u6b27\u76df\u3001\u82f1\u56fd\u7b49\u5730\u5df2\u83b7\u6cd5\u5f8b\u8bb8\u53ef\u7684\u516c\u8bc1\u4eba\u7f51\u7edc\uff0c\u4e0b\u6e38\u5229\u7528\u300a\u6d77\u7259\u8ba4\u8bc1\u516c\u7ea6\u300b\u6784\u5efa\u8de8\u5883\u6548\u529b\uff0c\u5c06\u81ea\u8eab\u5851\u9020\u6210\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u6570\u5b57\u4e2d\u95f4\u4ef6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff08\u8eab\u4efd\u9a8c\u8bc1\u3001\u7535\u5b50\u7b7e\u540d\u5df2\u5c5e\u6210\u719f\uff09\uff0c\u800c\u5728\u4e8e\u5bf9\u590d\u6742\u6cd5\u5f8b\u5730\u7f18\u7248\u56fe\u7684\u89e3\u6784\u4e0e\u91cd\u7ec4\u3002\u5b83\u89e3\u51b3\u7684\u75db\u70b9\u662f\u201c\u4e0d\u786e\u5b9a\u6027\u201d\uff1a\u5c06\u4f20\u7edf\u6d41\u7a0b\u4e2d\u201c\u5bfb\u627e\u5408\u89c4\u8def\u5f84\u201d\u7684\u9690\u6027\u6210\u672c\uff08\u7814\u7a76\u5f53\u5730\u6cd5\u5f8b\u3001\u5bfb\u627e\u53ef\u9760\u516c\u8bc1\u4eba\u3001\u534f\u8c03\u7269\u6d41\uff09\u8f6c\u5316\u4e3a\u786e\u5b9a\u6027\u7684\u6570\u5b57\u670d\u52a1\u3002\u5176\u5ba3\u79f0\u768450+\u53f8\u6cd5\u7ba1\u8f96\u533a\u6709\u6548\u6027\uff0c\u6b63\u662f\u8fd9\u79cd\u201c\u5408\u89c4\u5373\u670d\u52a1\u201d\u80fd\u529b\u7684\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u6311\u6218\u4e0e\u62a4\u57ce\u6cb3\u4e5f\u5728\u4e8e\u6b64\u3002\u5408\u89c4\u662f\u52a8\u6001\u7684\uff0c\u5404\u56fd\u5bf9\u8fdc\u7a0b\u516c\u8bc1\u7684\u6001\u5ea6\u548c\u653f\u7b56\u5904\u4e8e\u6f14\u53d8\u4e2d\u3002\u4ea7\u54c1\u7684\u6269\u5f20\u901f\u5ea6\u5c06\u4e25\u91cd\u53d7\u9650\u4e8e\u4e0e\u5404\u5730\u76d1\u7ba1\u7684\u78e8\u5408\u53ca\u516c\u8bc1\u7f51\u7edc\u7684\u62d3\u5c55\u80fd\u529b\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u653f\u7b56\u540c\u6b65\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\u3002\u6b64\u5916\uff0c\u5728\u975e\u6d77\u7259\u516c\u7ea6\u6210\u5458\u56fd\u6216\u5bf9\u8fdc\u7a0b\u516c\u8bc1\u6301\u4fdd\u5b88\u6001\u5ea6\u7684\u5173\u952e\u5e02\u573a\uff08\u8bc4\u8bba\u4e2d\u5fb7\u56fd\u7528\u6237\u7684\u671f\u76fc\u53cd\u886c\u51fa\u73b0\u5b9e\u963b\u529b\uff09\uff0c\u5176\u6548\u529b\u53ef\u80fd\u53d7\u9650\uff0c\u8fd9\u6216\u8bb8\u662f\u5176\u5f53\u524d\u805a\u7126\u6b27\u76df\u4e0e\u82f1\u56fd\u7684\u539f\u56e0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cLegitify\u662f\u5168\u7403\u5316\u6570\u5b57\u6d6a\u6f6e\u4e0e\u672c\u5730\u5316\u6cd5\u5f8b\u4f20\u7edf\u4e4b\u95f4\u77db\u76fe\u7684\u4e00\u4e2a\u4f18\u96c5\u89e3\u51b3\u65b9\u6848\u3002\u5b83\u5e76\u975e\u98a0\u8986\u6cd5\u5f8b\uff0c\u800c\u662f\u4f18\u5316\u6cd5\u5f8b\u7684\u201c\u63a5\u53e3\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u4e0d\u53d6\u51b3\u4e8e\u6280\u672f\u6d41\u91cf\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u6cd5\u5f8b\u7f51\u7edc\u6269\u5f20\u7684\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\uff0c\u4ee5\u53ca\u5728\u5feb\u901f\u53d8\u5316\u7684\u76d1\u7ba1\u73af\u5883\u4e2d\u7ef4\u6301\u5408\u89c4\u7a33\u5b9a\u7684\u8fd0\u8425\u80fd\u529b\u3002\u5b83\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u7684\uff0c\u662f\u8ba9\u201c\u516c\u8bc1\u201d\u8fd9\u4e2a\u4f20\u7edf\u6469\u64e6\u70b9\uff0c\u4ece\u4e00\u9879\u9700\u8981\u4e13\u95e8\u7ba1\u7406\u7684\u5408\u89c4\u9879\u76ee\uff0c\u9000\u9690\u4e3a\u4e00\u9879\u53ef\u6309\u9700\u8c03\u7528\u7684\u57fa\u7840\u670d\u52a1\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\">Legitify<\/span>\n <\/div>\n<div class=\"comment-content\">Compliant cross-border notarization workflows, fully digital. Legitify takes the entire process: identity verification, document signing, and final certification – and makes it remote, legally valid, and borderless across 50+ jurisdictions. What used to take days of office visits, separate queues, couriers, and paperwork now takes minutes. Built for businesses and individuals who can’t afford borders, delays, or errors getting in the way of progress.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m in Germany right now and this is such an issue here. Really hopeful that we can continue to digitize the bottom of the iceberg!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vincent_weir3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincent_weir3<\/a> Yes! We need smarter digital policies that allow remote and electronic notarization<\/p>\n<p>in Germany and no in person requirements! We see a lot of customers use Legitify to execute POAs online for Germany. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\">@vincent_weir3 Hopeful Germany will eventually choose digital policies over bureaucratic ones! We are already handling many PoA executions for Germany via Legitify!<\/div>\n<div class=\"comment-actions\">\n<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 Product Hunt \ud83d\udc4b I\u2019m Aida, founder & CEO of Legitify.<\/p>\n<\/p>\n<p>Somewhere in the world, a deal is stuck right now\u2026because someone is waiting on a <em>stamp. <\/em>A physical stamp. In 2026. Notarization and apostille are still shockingly manual – print it, sign it, scan it, find an office, wait days, repeat. It\u2019s slow, expensive, and weirdly offline for something that blocks global business.<\/p>\n<\/p>\n<p>So we fixed it.<\/p>\n<p>\ud83d\udc49 Notarization + apostille, fully remote<br \/>\ud83d\udc49 EU & UK notary infrastructure<br \/>\ud83d\udc49 Valid across 50+ jurisdictions<br \/>\ud83d\udc49 From request to certified docs in minutes\/hours<br \/>\ud83d\udc49 No unnecessary travel. No printers. No appointments. No \u201cplease come back tomorrow.\u201d<\/p>\n<\/p>\n<p>If you work in legal, compliance, ops or anything cross-border, you already know: this stuff quietly kills momentum. We built Legitify so \u201cwaiting on notarization\u201d stops being a sentence. <\/p>\n<p>Already used by teams at leading enterprises and – and scaling fast \ud83d\ude80<\/p>\n<\/p>\n<p>Hot take: paperwork shouldn\u2019t be harder than the deal it enables.<\/p>\n<\/p>\n<p>I am here – AMA \ud83d\ude4c <\/p>\n<p>Especially interested in the most ridiculous cross-border bottlenecks you\u2019ve seen \ud83d\udc47<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice initiative? Which countries do you support ? How do you keep yourself in sync with local policy changes ? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@raj_peko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@raj_peko<\/a>Hi Rajesh, we currently have a notary network based in the EU and UK, with additional jurisdictions being added soon. By leveraging our network alongside the Apostille Convention, we’re already able to serve customers across 50+ jurisdictions worldwide. We take compliance seriously, we only onboard notaries in jurisdictions where remote online notarization (RON) or electronic notarization has been formally approved, ensuring every document we handle meets the highest legal standards. Please don’t hesitate to reach out if you have any questions about coverage in a specific jurisdiction.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PQ2WQSSVFJ52Z2\" class=\"app-title\">SuperHQ<\/a><\/p>\n<div class=\"one-liner\">Run AI coding agents in real microVM sandboxes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SuperHQ\u901a\u8fc7\u5728\u9694\u79bb\u7684\u5fae\u578b\u865a\u62df\u673a\u4e2d\u8fd0\u884cAI\u7f16\u7a0b\u52a9\u624b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u672c\u5730\u4f7f\u7528\u591aAI\u4ee3\u7406\u65f6\u4ee3\u7801\u5b89\u5168\u4e0e\u7cfb\u7edf\u9694\u79bb\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\/c8d3879a-b9bd-43af-b712-72d560dcbb16.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5353a85d-5273-48f0-90de-c9370ab63f5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/36347e0a-e7a0-445e-89dd-a1989c4d9765.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8a7f50e-eed4-42d4-a479-53a36eb15dab.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\/1f3857b3-2c6c-41ee-aa66-fd2bca0af33b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=fyJkmG_WUfE\"><source src=\"https:\/\/www.youtube.com\/watch?v=fyJkmG_WUfE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/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\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6c99\u7bb1\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u5fae\u865a\u62df\u673a<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5bc6\u94a5\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5c06\u9694\u79bb\u4f5c\u4e3a\u7cfb\u7edf\u8bbe\u8ba1\u6838\u5fc3\u7684\u7a81\u7834\u6027\u601d\u8def\uff0c\u5e76\u8be2\u95ee\u591a\u4ee3\u7406\u72b6\u6001\u540c\u6b65\u4e0e\u5dee\u5f02\u5408\u5e76\u7684\u6280\u672f\u7ec6\u8282\u3002\u5f00\u53d1\u8005\u786e\u8ba4\u5f53\u524d\u4ec5\u652f\u6301macOS\uff0cWindows\u4e0eLinux\u7248\u672c\u6b63\u5728\u793e\u533a\u5f00\u53d1\u4e2d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n SuperHQ\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aAI\u7f16\u7a0b\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5bf9\u201c\u4fe1\u4efb\u201d\u8fd9\u4e00\u6839\u672c\u95ee\u9898\u7684\u5de5\u7a0b\u5316\u89e3\u6784\u3002\u5728AI\u4ee3\u7406\u72c2\u70ed\u8ffd\u9010\u80fd\u529b\u7684\u5f53\u4e0b\uff0c\u5b83\u51b7\u9759\u5730\u5c06\u201c\u9694\u79bb\u201d\u4ece\u53ef\u9009\u9879\u63d0\u5347\u4e3a\u67b6\u6784\u57fa\u77f3\uff0c\u8fd9\u65e0\u5f02\u4e8e\u4e00\u6b21\u8303\u5f0f\u7ea0\u504f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u662f\u201c\u66f4\u5b89\u5168\u5730\u8fd0\u884cClaude\u6216Codex\u201d\u3002\u5176\u6df1\u5c42\u521b\u65b0\u5728\u4e8e\u4e09\u91cd\u89e3\u8026\uff1a\u4e00\u662f\u901a\u8fc7\u5fae\u865a\u62df\u673a\u5b9e\u73b0\u4ee3\u7406\u884c\u4e3a\u4e0e\u5bbf\u4e3b\u73af\u5883\u7684\u7269\u7406\u9694\u79bb\uff0c\u4e8c\u662f\u901a\u8fc7\u4e34\u65f6\u6587\u4ef6\u7cfb\u7edf\u8986\u76d6\u5c42\u5b9e\u73b0\u8fc7\u7a0b\u4e0e\u7ed3\u679c\u7684\u5206\u79bb\uff0c\u4e09\u662f\u901a\u8fc7\u672c\u5730\u8ba4\u8bc1\u7f51\u5173\u5b9e\u73b0\u5bc6\u94a5\u4e0e\u6267\u884c\u73af\u5883\u7684\u903b\u8f91\u9694\u79bb\u3002\u8fd9\u6784\u5efa\u4e86\u4e00\u4e2a\u53ef\u5ba1\u8ba1\u3001\u53ef\u56de\u6eda\u7684AI\u534f\u4f5c\u6846\u67b6\uff0c\u5c06\u9ed1\u7bb1\u64cd\u4f5c\u8f6c\u53d8\u4e3a\u767d\u7bb1\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u9c9c\u660e\u3002\u521b\u59cb\u4eba\u63d0\u5230\u7684\u201c\u591a\u4ee3\u7406\u5bf9\u540c\u4e00\u4ed3\u5e93\u72b6\u6001\u7684\u6536\u655b\u201d\u95ee\u9898\uff0c\u76f4\u6307\u5206\u5e03\u5f0f\u7248\u672c\u63a7\u5236\u4e0eAI\u975e\u786e\u5b9a\u6027\u8f93\u51fa\u7684\u672c\u8d28\u77db\u76fe\u3002\u6b64\u5916\uff0c\u4ece\u6781\u5ba2\u5de5\u5177\u8fc8\u5411\u5927\u4f17\u5e73\u53f0\uff0c\u5176\u9762\u4e34\u7684\u5c06\u662f\u6613\u7528\u6027\u3001\u6027\u80fd\u5f00\u9500\u4e0e\u8de8\u5e73\u53f0\u4e00\u81f4\u6027\u7684\u7ecf\u5178\u4e09\u89d2\u96be\u9898\u3002\u5f53\u524dmacOS\u4f18\u5148\u7684\u7b56\u7565\u4e5f\u63ed\u793a\u4e86\u5176\u65e9\u671f\u5b9a\u4f4d\u2014\u2014\u670d\u52a1\u4e8e\u5bf9\u5b89\u5168\u6709\u6781\u81f4\u8981\u6c42\u7684\u9ad8\u7aef\u5f00\u53d1\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cSuperHQ\u8d29\u5356\u7684\u4e0d\u662f\u6548\u7387\uff0c\u800c\u662f\u63a7\u5236\u6743\u3002\u5728AI\u65f6\u4ee3\uff0c\u8fd9\u6216\u8bb8\u662f\u4e00\u79cd\u66f4\u4e3a\u7a00\u7f3a\u548c\u9ad8\u7ea7\u7684\u751f\u4ea7\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SuperHQ<\/span>\n <\/div>\n<div class=\"comment-content\">SuperHQ orchestrates Claude Code, Codex, and Pi coding agents inside isolated microVMs, with a secure auth gateway that keeps your API keys out of the sandbox.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone! I have been running multiple coding agents on my machine for a while and it always bugged me that none of them had real isolation. Most tools sandbox by cloning into git worktrees or just wrapping terminals. I built Shuru a few months ago (some of you might have seen it on HN) to solve the sandboxing part. SuperHQ is the app layer on top of it.<\/p>\n<p>Each agent gets its own microVM with a full Debian environment. You mount your projects in, writes go to a tmpfs overlay so your host is never touched. When the agent is done you get a unified diff view to accept or discard changes. Your API keys never enter the VM, they are swapped in on the wire by a local auth gateway. You can also use your ChatGPT subscription directly for Codex and Pi, no API keys needed.<\/p>\n<p>Would love to hear your feedback!<\/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\/@harshthedev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshthedev<\/a> This is the first \u201cagent setup\u201d I\u2019ve seen that actually treats isolation as a first-class system design problem instead of an implementation detail. Curious how you\u2019re thinking about state consistency + diff reconciliation when multiple VM agents converge on the same repo state.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Harsh is first class shipper! This looks amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pelaseyed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pelaseyed<\/a> Thanks a lot for the support \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Can you add this program to Windows, or is it basically the same for Mac OS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alex_render\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alex_render<\/a> Hi, the community is working on a Windows port, which will be released soon. But as of now, it is MacOS only. Linux support is also coming.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/BBUYDREZE7NAMN\" class=\"app-title\">Vekta<\/a><\/p>\n<div class=\"one-liner\">AI training and coaching platform for endurance sports<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Vekta\u662f\u4e00\u4e2a\u5c06\u4eba\u7c7b\u4e13\u4e1a\u77e5\u8bc6\u4e0eAI\u76f8\u7ed3\u5408\u7684\u5e73\u53f0\uff0c\u4e3a\u8010\u529b\u8fd0\u52a8\u6559\u7ec3\u548c\u8fd0\u52a8\u5458\u6574\u5408\u8bad\u7ec3\u8ba1\u5212\u3001\u5206\u6790\u4e0e\u6d1e\u5bdf\uff0c\u89e3\u51b3\u6570\u636e\u7e41\u6742\u5374\u96be\u4ee5\u8f6c\u5316\u4e3a\u6709\u6548\u6027\u80fd\u63d0\u5347\u65b9\u6848\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\/e82b8463-92b6-4c5a-a888-8cf44e45b3cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14099a06-9df1-44ab-ad0e-c072883d75a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03ee8328-c499-4a25-a75e-60a2d46c22b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e9d5881-0b66-46b2-b2ec-4c78b38a03cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5da8d2fd-40fa-4c94-82d9-4e365abbda63.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19faad7a-85e6-4645-b7c6-8825f6517229.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0cf73ab-e7c4-4c19-8dba-2fd0c3d01716.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\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Sports<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bad\u7ec3\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8010\u529b\u8fd0\u52a8<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6559\u7ec3\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u4f53\u80b2<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u7ee9\u6548\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f53\u80b2\u79d1\u6280<\/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\u80af\u5b9a\u5176\u5c06\u6570\u636e\u8f6c\u5316\u4e3a\u5b9e\u9645\u6027\u80fd\u63d0\u5347\u7684\u4ef7\u503c\uff0c\u7279\u522b\u8d5e\u8d4f\u5176\u6784\u5efa\u6559\u7ec3\u4e0e\u8fd0\u52a8\u5458\u5171\u4eab\u6a21\u578b\u7684\u7406\u5ff5\u3002\u6838\u5fc3\u5efa\u8bae\u662f\u5173\u6ce8\u65b0\u7528\u6237\u7684\u201c\u987f\u609f\u65f6\u523b\u201d\u8bbe\u8ba1\uff0c\u4ee5\u63a8\u52a8\u5728\u804c\u4e1a\u961f\u4f0d\u4e4b\u5916\u7684\u5e7f\u6cdb\u91c7\u7528\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Vekta\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u9ad8\u4ef7\u503c\u7684\u7ec6\u5206\u5e02\u573a\u2014\u2014\u804c\u4e1a\u4e0e\u4e25\u8083\u4e1a\u4f59\u8010\u529b\u8fd0\u52a8\u8bad\u7ec3\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u201cAI+\u4f53\u80b2\u201d\u6982\u5ff5\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u91cd\u6784\u8bad\u7ec3\u7cfb\u7edf\u4e2d\u7684\u6838\u5fc3\u751f\u4ea7\u5173\u7cfb\uff1a\u5c06\u6559\u7ec3\u7684\u7ecf\u9a8c\u667a\u6167\u4e0eAI\u7684\u6570\u636e\u5904\u7406\u80fd\u529b\u7f6e\u4e8e\u4e00\u4e2a\u5171\u4eab\u7684\u3001\u52a8\u6001\u7684\u201c\u6027\u80fd\u6a21\u578b\u201d\u4e4b\u4e2d\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u8fd0\u52a8\u79d1\u6280\u9886\u57df\u7684\u666e\u904d\u8f6f\u808b\u2014\u2014\u6570\u636e\u70df\u56f1\u4e0e\u51b3\u7b56\u5b64\u5c9b\u3002\u4ea7\u54c1\u6807\u699c\u7684\u8d85\u8d8aFTP\u3001\u91c7\u7528\u4e34\u754c\u529f\u7387\u6a21\u578b\u7b49\u6280\u672f\u70b9\uff0c\u662f\u670d\u52a1\u4e8e\u4e25\u8083\u8fd0\u52a8\u5458\u7684\u6027\u80fd\u201c\u786c\u6838\u201d\u9700\u6c42\uff0c\u662f\u5176\u4e13\u4e1a\u6027\u7684\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\uff0c\u4ece\u201c\u4e3a\u804c\u4e1a\u8f66\u961f\u670d\u52a1\u201d\u5230\u201c\u4e3a\u666e\u901a\u6559\u7ec3\u548c\u8fd0\u52a8\u5458\u6240\u7528\u201d\u4e4b\u95f4\u5b58\u5728\u5de8\u5927\u7684\u4ea7\u54c1\u4e0e\u5e02\u573a\u5339\u914d\u9e3f\u6c9f\u3002\u804c\u4e1a\u573a\u666f\u6709\u4e13\u804c\u4eba\u5458\u6d88\u5316\u590d\u6742\u6570\u636e\uff0c\u800c\u5927\u4f17\u5e02\u573a\u9700\u8981\u6781\u81f4\u7684\u7b80\u6d01\u4e0e\u81ea\u52a8\u5316\u3002\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u65b0\u7528\u6237\u987f\u609f\u65f6\u523b\u201d\u6070\u6070\u70b9\u4e2d\u4e86\u8fd9\u4e00\u547d\u95e8\uff1a\u5982\u4f55\u8ba9\u975e\u9876\u7ea7\u7528\u6237\u5728\u7b2c\u4e00\u65f6\u95f4\u611f\u77e5\u5230\u4ef7\u503c\uff0c\u800c\u975e\u88ab\u590d\u6742\u6a21\u578b\u5413\u9000\uff1f\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u53ef\u80fd\u53d7\u9650\u4e8e\u8010\u529b\u8fd0\u52a8\u672c\u8eab\u7684\u5c0f\u4f17\u5e02\u573a\u5929\u82b1\u677f\u3002\u867d\u7136\u5ba2\u5355\u4ef7\u9ad8\uff0c\u4f46\u89c4\u6a21\u6269\u5f20\u9700\u8981\u5c06\u4ea7\u54c1\u903b\u8f91\u6cdb\u5316\u5230\u66f4\u5e7f\u6cdb\u7684\u5065\u8eab\u6216\u5065\u5eb7\u9886\u57df\uff0c\u8fd9\u53ef\u80fd\u4e0e\u5176\u201c\u4e13\u4e1a\u6027\u80fd\u201d\u7684\u5b9a\u4f4d\u4ea7\u751f\u51b2\u7a81\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u6570\u636e\u9a71\u52a8\u5e73\u53f0\uff0c\u5176\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u6570\u636e\u7684\u95ed\u73af\u4e0e\u6a21\u578b\u7684\u8fdb\u5316\uff0c\u8fd9\u9700\u8981\u5e9e\u5927\u7684\u7528\u6237\u57fa\u6570\u548c\u6301\u7eed\u7684\u884c\u4e3a\u6570\u636e\u8f93\u5165\uff0c\u5728\u65e9\u671f\u5982\u4f55\u6253\u7834\u8fd9\u4e2a\u5faa\u73af\u662f\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cVekta\u5c55\u73b0\u4e86\u4e00\u4e2a\u4e13\u4e1a\u3001\u6df1\u5ea6\u7684\u4ea7\u54c1\u65b9\u5411\uff0c\u4f46\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6216\u6982\u5ff5\u6709\u591a\u5148\u8fdb\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u4e13\u4e1a\u6df1\u5ea6\u7684\u540c\u65f6\uff0c\u5b8c\u6210\u4ece\u201c\u804c\u4e1a\u88c5\u5907\u201d\u5230\u201c\u4e13\u4e1a\u5de5\u5177\u201d\u7684\u4f18\u96c5\u964d\u7ef4\uff0c\u627e\u5230\u90a3\u4e2a\u5173\u952e\u7684\u3001\u53ef\u89c4\u6a21\u5316\u7684\u7528\u6237\u4f53\u9a8c\u652f\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\">Vekta<\/span>\n <\/div>\n<div class=\"comment-content\">The first platform where human expertise and AI work as one. Vekta connects planning, analysis, and insight into one integrated performance system, giving coaches and athletes a precise, evolving understanding of how they train, adapt, and perform.<\/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’m Paul-Antoine, co-founder of Vekta.<\/p>\n<p>We’re thrilled to share <strong>Vekta<\/strong>, an AI-powered training and coaching platform built to transform endurance sport.<\/p>\n<p>Endurance sport has never been more data-rich. But data without the right system behind it just creates noise. Vekta connects planning, analysis, and insight into one integrated performance system so coaches and athletes can focus on what actually matters: performance.<\/p>\n<p><strong>What makes Vekta different?<\/strong><\/p>\n<ul>\n<li>\n<p><strong>Moving beyond FTP:<\/strong> Vekta goes beyond FTP with Critical Power and W’ modelling, giving the most advanced and accurate measure of an athlete’s current ability and true performance.<\/p>\n<\/li>\n<li>\n<p><strong>Built for athletes and coaches:<\/strong> Performance is a partnership. Vekta connects coach and athlete inside the same performance model, aligning planning, execution, and feedback in one shared environment.<\/p>\n<\/li>\n<li>\n<p><strong>Human expertise meets AI:<\/strong> AI surfaces patterns, detects change, and highlights what matters. Coaches and athletes apply judgment. Technology amplifies decision-making. It does not replace it.<\/p>\n<\/li>\n<li>\n<p><strong>Powering the pro peloton:<\/strong> Trusted by WorldTour teams including Lidl-Trek, FDJ United-SUEZ, and Decathlon CMA CGM. Chris Froome, 4x Tour de France winner, joined as Chief Innovation Officer.<\/p>\n<\/li>\n<li>\n<p><strong>Structure meets personalisation:<\/strong> Sessions, events, recovery data, and feedback in one coherent system. Build sessions in seconds. Every detail is connected to the bigger picture.<\/p>\n<p>Whether you’re a dedicated athlete, a coach, or a WorldTour rider, Vekta gives you a precise, evolving understanding of how you train, adapt, and perform.<\/p>\n<p>We’d love your thoughts, questions, and feedback!<\/p>\n<p>Paul-Antoine Co-founder & CEO, Vekta<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paulantoine_girard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paulantoine_girard<\/a> This is strong, especially the focus on turning all that data into something actually usable for performance.<\/p>\n<p>Feels like the real difference is the shared model between coach and athlete, that alignment is where most tools probably fall short.<\/p>\n<p>Curious what the first \u201caha\u201d moment looks like for a new user, feels like that\u2019s what will drive adoption beyond pro teams.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super cool idea! Love that this connects with my Oura ring. Was training for a half marathon last year and became obsessed with stats. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@derek_curtis1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derek_curtis1<\/a> Thanks Derek! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/K3ZPEQQ7JYB3U3\" class=\"app-title\">deckpipe.dev<\/a><\/p>\n<div class=\"one-liner\">agent-first slide renderer<\/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>deckpipe.dev \u662f\u4e00\u6b3e\u201c\u667a\u80fd\u4f53\u4f18\u5148\u201d\u7684\u5e7b\u706f\u7247\u6e32\u67d3\u5f15\u64ce\uff0c\u5b83\u5141\u8bb8AI\u667a\u80fd\u4f53\u901a\u8fc7JSON\u63cf\u8ff0\u5e7b\u706f\u7247\u5185\u5bb9\u5e76\u81ea\u52a8\u6e32\u67d3\u6210\u6f14\u793a\u6587\u7a3f\uff0c\u89e3\u51b3\u4e86\u5728AI\u534f\u4f5c\u573a\u666f\u4e2d\u5feb\u901f\u3001\u7075\u6d3b\u751f\u6210\u7ed3\u6784\u5316\u89c6\u89c9\u6750\u6599\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\/5cf36ecb-934b-4df6-9b5e-1f2f70e3f7b3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c121c654-b817-4c82-8def-0feb5e9f044f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/733e7bdc-aaeb-46a3-835e-63529941d803.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/38112305-968a-4cc1-a4c1-d9dc14a7d9c7.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\/203dc54d-d4d4-46da-83ee-8d4cad0aedb6.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/BNB6Mdfmw_M\"><source src=\"https:\/\/youtu.be\/BNB6Mdfmw_M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5e7b\u706f\u7247\u81ea\u52a8\u751f\u6210<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u65e0\u5934\u6e32\u67d3\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">JSON\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7f16\u6392<\/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\u201c\u5c06\u667a\u80fd\u7559\u7ed9\u667a\u80fd\u4f53\u201d\u7684\u6781\u7b80\u8bbe\u8ba1\u54f2\u5b66\uff0c\u8ba4\u4e3a\u80fd\u8282\u7701\u65f6\u95f4\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u6837\u5f0f\u63a7\u5236\u529b\u4e0a\uff0c\u8be2\u95ee\u7528\u6237\u4e0e\u667a\u80fd\u4f53\u5728\u7ed3\u6784\u548c\u6837\u5f0f\u4e0a\u7684\u6743\u9650\u5212\u5206\u3002\u521b\u59cb\u4eba\u56de\u5e94\u76ee\u524d\u6837\u5f0f\u57fa\u7840\uff0c\u5f3a\u8c03\u4e0e\u667a\u80fd\u4f53\u534f\u540c\u8fed\u4ee3\u5185\u5bb9\u7684\u5de5\u4f5c\u6d41\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 deckpipe.dev \u8868\u9762\u662f\u4e00\u4e2a\u5e7b\u706f\u7247\u5de5\u5177\uff0c\u5b9e\u8d28\u662fAI\u667a\u80fd\u4f53\u65f6\u4ee3\u7684\u201c\u6807\u51c6\u5316\u8f93\u51fa\u63a5\u53e3\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6e32\u67d3\u80fd\u529b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u5b9a\u4e49\u4e00\u79cd\u6781\u7b80\u7684JSON\u534f\u8bae\uff0c\u5c06\u5e7b\u706f\u7247\u8fd9\u79cd\u9ad8\u5ea6\u975e\u7ed3\u6784\u5316\u7684\u521b\u610f\u4ea7\u7269\uff0c\u53d8\u6210\u4e86AI\u667a\u80fd\u4f53\u53ef\u7406\u89e3\u3001\u53ef\u64cd\u4f5c\u3001\u53ef\u751f\u6210\u7684\u6807\u51c6\u5316\u6570\u636e\u5bf9\u8c61\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u6b65\u68cb\u770b\u4f3c\u7b80\u5355\uff0c\u5b9e\u5219\u7280\u5229\u3002\u5b83\u7cbe\u51c6\u5730\u9884\u5224\u4e86\u672a\u6765AI\u5de5\u4f5c\u6d41\u7684\u75db\u70b9\uff1a\u5f53\u6bcf\u4e2a\u4e2a\u4f53\u90fd\u62e5\u6709\u4e00\u4e2a\u4e3b\u667a\u80fd\u4f53\u65f6\uff0c\u6838\u5fc3\u77db\u76fe\u5c06\u4ece\u201c\u5982\u4f55\u8ba9AI\u6267\u884c\u4efb\u52a1\u201d\u8f6c\u5411\u201c\u5982\u4f55\u8ba9AI\u4e0e\u590d\u6742\u7684\u4eba\u7c7b\u5de5\u5177\u94fe\u5bf9\u8bdd\u201d\u3002\u5e02\u9762\u4e0a\u4e00\u4f17SaaS\u5fd9\u4e8e\u5728\u81ea\u5bb6\u4ea7\u54c1\u4e0a\u201c\u87ba\u6813\u5f0f\u201d\u5730\u96c6\u6210AI\u529f\u80fd\uff0c\u5bfc\u81f4\u667a\u80fd\u788e\u7247\u5316\u3001\u4e0a\u4e0b\u6587\u5272\u88c2\u3002deckpipe\u53cd\u5176\u9053\u800c\u884c\uff0c\u4e3b\u52a8\u505a\u201c\u7b28\u201d\u7684\u3001\u88ab\u52a8\u7684\u6e32\u67d3\u5c42\uff0c\u5c06\u6240\u6709\u7684\u5185\u5bb9\u51b3\u7b56\u4e0e\u903b\u8f91\u63a8\u7406\u6743\u4ea4\u8fd8\u7ed9\u4e2d\u5fc3\u5316\u7684\u667a\u80fd\u4f53\u3002\u8fd9\u7b26\u5408\u6280\u672f\u6f14\u8fdb\u7684\u5e95\u5c42\u903b\u8f91\u2014\u2014\u4e13\u4e1a\u5316\u5206\u5de5\u3002AI\u8d1f\u8d23\u601d\u8003\u548c\u7ed3\u6784\u5316\uff0c\u4e13\u7528\u5de5\u5177\u8d1f\u8d23\u9ad8\u4fdd\u771f\u5448\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e5f\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u5e02\u573a\u5929\u82b1\u677f\u4e0e\u201c\u667a\u80fd\u4f53\u4f18\u5148\u201d\u8303\u5f0f\u7684\u666e\u53ca\u901f\u5ea6\u5f3a\u7ed1\u5b9a\uff0c\u76ee\u524d\u4ecd\u5c5e\u65e9\u671f\u5f00\u53d1\u8005\u9700\u6c42\u3002\u5176\u6b21\uff0c\u5c06\u8bbe\u8ba1\u63a7\u5236\u6743\u8fc7\u5ea6\u8ba9\u6e21\u7ed9AI\uff0c\u5728\u5f53\u524dAI\u5ba1\u7f8e\u4e0e\u8bbe\u8ba1\u4e00\u81f4\u6027\u5c1a\u4e0d\u6210\u719f\u7684\u9636\u6bb5\uff0c\u53ef\u80fd\u96be\u4ee5\u6ee1\u8db3\u4e13\u4e1a\u7ea7\u6f14\u793a\u9700\u6c42\uff0c\u4f7f\u5176\u6613\u88ab\u5b9a\u4f4d\u4e3a\u201c\u5feb\u901f\u8349\u7a3f\u5de5\u5177\u201d\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u81ea\u8eab\u529f\u80fd\u591a\u5f3a\u5927\uff0c\u800c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u6210\u4e3aAI\u667a\u80fd\u4f53\u4e16\u754c\u4e2d\u6700\u6d41\u884c\u3001\u6700\u901a\u7528\u7684\u90a3\u6b3e\u201c\u5e7b\u706f\u7247MCP\u670d\u52a1\u5668\u201d\uff0c\u6784\u5efa\u8d77\u751f\u6001\u62a4\u57ce\u6cb3\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u6807\u51c6\u4e0e\u534f\u8bae\u7684\u8c6a\u8d4c\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\">deckpipe.dev<\/span>\n <\/div>\n<div class=\"comment-content\">deckpipe is an agent-first slide deck engine. your agent describes slides as json; deckpipe renders them. deckpipe also enables your agent to read and address comments. MCP server for any agent.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt community! I am constantly jamming with AI (in my case Claude) on various topics I am looking into. At some point I realized “wouldn’t it be nice to now just ask it to make a deck about this?”. I know Claude already supports making PPTX decks, but I wanted something that is open to any agent via MCP.<\/p>\n<p>I believe in the near future, every individual\/team will have a main agent that will have lots of context and orchestrate all kinds of external tools and sub-agents.<\/p>\n<p>I made deckpipe intentionally dumb, so that all intelligence sits with whatever agent you are already using. I don’t think it makes sense for all SaaS to rush and bolt-on AI to their products. Some things are better dumb.<\/p>\n<p>Would love to hear your feedback! \u2013Bj\u00f6rn<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bjoern2000\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bjoern2000<\/a> Love this approach, letting the agent handle intelligence instead of bloating the tool makes a lot of sense. I\u2019m going to try it with my current setup, could be a huge time-saver for quick presentations<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 cool. Turning slides into a JSON-driven system is a fresh take. Curious how much control users have over styling vs the agent deciding structure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@uxpinjack Thank you!<\/p>\n<p>Styling is pretty basic are the moment: Accent color and 2 fonts.<\/p>\n<p>Idea is you work with your agent on content outline and structure and, then ask it to create the slides and then iterate.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/H7HBBV5B76RGKN\" class=\"app-title\">GhostDesk<\/a><\/p>\n<div class=\"one-liner\">Your invisible AI co-pilot for interviews & meetings<\/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>GhostDesk\u662f\u4e00\u6b3e\u5b8c\u5168\u9690\u8eab\u7684\u684c\u9762AI\u52a9\u624b\uff0c\u5728\u9762\u8bd5\u3001\u9ad8\u5229\u5bb3\u4f1a\u8bae\u7b49\u9ad8\u538b\u573a\u666f\u4e2d\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u5b9e\u65f6\u8f6c\u5f55\u3001AI\u7b54\u6848\u548c\u5c4f\u5e55\u5206\u6790\u652f\u6301\uff0c\u540c\u65f6\u89c4\u907f\u76d1\u8003\u548c\u5f55\u5c4f\u8f6f\u4ef6\u7684\u68c0\u6d4b\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u7d27\u5f20\u9057\u5fd8\u6216\u9700\u8981\u5373\u65f6\u4fe1\u606f\u652f\u63f4\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\/2212d2ad-940e-4556-896a-ac4d0e8e43ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/498a6543-a3c9-4e40-a3da-968c802313b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/350df866-dff1-46fc-8df0-905bf7dc85eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45844823-6604-45b6-a08d-4f774df963d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55OCR<\/span><br \/>\n <span class=\"tag\">\u9690\u8eab\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u9632\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u9ad8\u538b\u573a\u666f<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/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\u5173\u6ce8\u4e0e\u7ade\u54c1Cluely\u7684\u5bf9\u6bd4\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5728\u5ef6\u8fdf\u3001OCR\u3001\u9690\u8eab\u6a21\u5f0f\u548c\u4ef7\u683c\u4e0a\u6709\u4f18\u52bf\u3002\u7528\u6237\u8be2\u95ee\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u865a\u62df\u9ea6\u514b\u98ce\u9a71\u52a8\u6216\u7cfb\u7edf\u8f93\u51fa\uff09\u3002\u6709\u8bc4\u8bba\u5efa\u8bae\u54c1\u724c\u5b9a\u4f4d\u5e94\u4ece\u201c\u9690\u8eab\u201d\u8f6c\u5411\u201c\u9ad8\u538b\u573a\u666f\u4e0b\u7684\u4f18\u52bf\u8d4b\u80fd\u201d\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 GhostDesk 2.0\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u7070\u8272\u4f46\u9700\u6c42\u5f3a\u70c8\u7684\u5229\u57fa\u5e02\u573a\uff1a\u5728\u53d7\u76d1\u63a7\u6216\u9ad8\u538b\u529b\u73af\u5883\u4e2d\u5bfb\u6c42\u4e0d\u5bf9\u79f0\u4fe1\u606f\u4f18\u52bf\u7684\u7528\u6237\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201cAI\u526f\u9a7e\u9a76\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u6570\u5b57\u62a4\u8eab\u7b26\u201d\uff0c\u65e8\u5728\u7f13\u89e3\u7528\u6237\u5728\u5173\u952e\u573a\u5408\u4e0b\u7684\u8868\u73b0\u7126\u8651\u4e0e\u8ba4\u77e5\u8fc7\u8f7d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ecb\u7ecd\u7684\u201c\u9690\u8eab\u201d\u7279\u6027\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u9488\u5bf9\u4e13\u4e1a\u76d1\u8003\u5de5\u5177\u7684\u89c4\u907f\u80fd\u529b\u662f\u5176\u6700\u7280\u5229\u7684\u5356\u70b9\uff0c\u4e5f\u6784\u6210\u4e86\u77ed\u671f\u58c1\u5792\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u5c06\u4ea7\u54c1\u7f6e\u4e8e\u9053\u5fb7\u4e0e\u5408\u89c4\u7684\u6a21\u7cca\u5730\u5e26\uff0c\u53ef\u80fd\u9650\u5236\u5176\u4e3b\u6d41\u5316\u53d1\u5c55\u548c\u957f\u671f\u54c1\u724c\u5f62\u8c61\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u5b9a\u4f4d\u4f18\u52bf\u800c\u975e\u9690\u8eab\u201d\u7684\u5efa\u8bae\u6781\u4e3a\u4e2d\u80af\uff0c\u8fd9\u6697\u793a\u4e86\u4ea7\u54c1\u771f\u6b63\u7684\u7528\u6237\u5fc3\u7406\u8bc9\u6c42\uff1a\u4ed6\u4eec\u9700\u8981\u7684\u4e0d\u662f\u201c\u4f5c\u5f0a\u5de5\u5177\u201d\uff0c\u800c\u662f\u4e00\u79cd\u80fd\u63d0\u5347\u81ea\u4fe1\u3001\u4fdd\u969c\u7a33\u5b9a\u53d1\u6325\u7684\u201c\u589e\u5f3a\u5c42\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u529f\u80fd\u96c6\u6210\u770b\uff0c\u8bed\u97f3\u8f6c\u5f55\u3001OCR\u4e0eAI\u5e94\u7b54\u7684\u95ed\u73af\u8bbe\u8ba1\u786e\u5b9e\u9488\u5bf9\u4e86\u5b9e\u65f6\u4ea4\u4e92\u573a\u666f\u7684\u75db\u70b9\u3002\u4f46\u6df1\u5ea6\u6311\u6218\u5728\u4e8e\uff1a\u5728\u5b8c\u5168\u9690\u8eab\u7684\u524d\u63d0\u4e0b\uff0c\u5982\u4f55\u63d0\u4f9b\u6d41\u7545\u3001\u4e0d\u5e72\u6270\u4e3b\u4efb\u52a1\u7684\u4ea4\u4e92\u4f53\u9a8c\uff1f\u76ee\u524d\u7684\u201c\u4e0d\u53ef\u89c1\u201d\u6a21\u5f0f\u53ef\u80fd\u5c06\u4ea4\u4e92\u6210\u672c\u8f6c\u79fb\u5230\u4e86\u7528\u6237\u7684\u6ce8\u610f\u529b\u5206\u914d\u4e0a\uff0c\u5982\u4f55\u786e\u4fddAI\u63d0\u793a\u672c\u8eab\u4e0d\u6210\u4e3a\u65b0\u7684\u8ba4\u77e5\u8d1f\u62c5\uff0c\u662f\u8bbe\u8ba1\u4e0a\u7684\u5173\u952e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u7279\u5b9a\u573a\u666f\uff08\u5982\u5728\u7ebf\u9762\u8bd5\u3001\u8003\u8bd5\uff09\u7684\u6301\u7eed\u5b58\u5728\u4e0e\u76d1\u7ba1\u6280\u672f\u7684\u4e0d\u5bf9\u79f0\u6027\u3002\u4e00\u65e6\u76d1\u7ba1\u6280\u672f\u5347\u7ea7\u6216\u5e73\u53f0\u89c4\u5219\u6536\u7d27\uff0c\u5176\u6838\u5fc3\u4f18\u52bf\u53ef\u80fd\u8fc5\u901f\u6d88\u9000\u3002\u56e0\u6b64\uff0cGhostDesk\u7684\u957f\u671f\u8def\u5f84\uff0c\u6216\u8bb8\u9700\u8981\u4ece\u201c\u89c4\u907f\u68c0\u6d4b\u201d\u8f6c\u5411\u201c\u5408\u89c4\u8d4b\u80fd\u201d\uff0c\u4f8b\u5982\u4e13\u6ce8\u4e8e\u4e3a\u7ec3\u4e60\u3001\u590d\u76d8\u6216\u65e0\u969c\u788d\u652f\u6301\u7b49\u6b63\u5f53\u573a\u666f\u63d0\u4f9b\u589e\u5f3a\u670d\u52a1\uff0c\u4ece\u800c\u5efa\u7acb\u66f4\u53ef\u6301\u7eed\u7684\u4ea7\u54c1\u751f\u547d\u7ebf\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\">GhostDesk<\/span>\n <\/div>\n<div class=\"comment-content\">GhostDesk 2.0 is a stealth desktop AI assistant that stays completely hidden from screen capture and recording software. Get real-time voice transcription, instant AI answers, and OCR-based screen analysis \u2014 all invisible to proctoring tools. Built for interviews, competitive exams, and high-stakes sessions. New in v2: Nova-3 voice transcription, DeepSeek V3.2 + R1 routing, smarter OCR, and a fully rewritten stealth engine.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do you think this is better than cluely? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> I have same question \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak<\/a>I mean honestly it is. It is better in a lot of things like latency, ocr support, deepthink mode, stealth( no proctoring app can detect it). The pricing is a lot cheaper compared to cluely<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lak7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lak7<\/a> Latency + stealth alone is a strong combo here \u2014 feels like the bigger challenge will be how it’s positioned long-term vs just feature comparison.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building an AI tool that actually stays out of the way during live interviews is a tough design challenge. I do a lot of user discovery calls and always struggle with breaking eye contact to check my notes. I am really curious if you are capturing the live audio through a virtual microphone driver or just hooking into system output.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> hooking the system output. helps with the latency<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! \ud83d\udc4b I’m Mit, solo dev behind GhostDesk. Built this after bombing a few meetings where I knew the answer but froze under pressure. GhostDesk sits invisibly on your screen \u2014 captures your voice, reads the screen using ocr, and feeds you AI responses in real time, all without appearing in recordings or screen shares. V2 is a full rebuild: faster transcription, smarter AI routing, and a stealth engine that actually works. Would love brutal feedback. AMA!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vaguemit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaguemit<\/a> That\u2019s actually a really interesting direction \u2014 especially the \u201cinvisible + undetectable\u201d angle.<\/p>\n<p>Feels like the core value here is more about giving users an edge in high-pressure moments rather than just being \u201cghost-like\u201d.<\/p>\n<p>Curious if you\u2019ve thought about positioning the brand more around that advantage rather than the stealth aspect itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UHWMD4HN2NXDBL\" class=\"app-title\">Revenue by Sleek Analytics<\/a><\/p>\n<div class=\"one-liner\">See your revenue alongside your traffic. In real time.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">82<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06Stripe\u5b9e\u65f6\u6536\u5165\u6570\u636e\u4e0e\u7f51\u7ad9\u6d41\u91cf\u6570\u636e\u5e76\u6392\u5c55\u793a\u7684\u5206\u6790\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u5e02\u573a\u8fd0\u8425\u4eba\u5458\u65e0\u6cd5\u5feb\u901f\u3001\u76f4\u89c2\u5730\u5224\u65ad\u6d41\u91cf\u6ce2\u52a8\u662f\u5426\u771f\u6b63\u5e26\u6765\u6536\u5165\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2200989b-8626-4657-bebd-d8cfe073f0b0.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/IsJwaJubFYo\"><source src=\"https:\/\/youtu.be\/IsJwaJubFYo\" 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\/bbfb2088-8ea2-4a6c-822c-52a036ad1d36.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d832c703-ce49-4490-815e-6e7364b8987d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/33163f63-a625-4a17-9948-1efb30c02cd8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a1d57ec-d37f-42c5-857b-437b8bdff4fb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Analytics<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6536\u5165\u5f52\u56e0\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6570\u636e\u4eea\u8868\u677f<\/span><br \/>\n <span class=\"tag\">Stripe\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u6548\u679c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\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\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\uff1a\u5c06\u6536\u5165\u4e0e\u6d41\u91cf\u5b9e\u65f6\u5173\u8054\uff0c\u6d41\u7a0b\u8f7b\u91cf\u5373\u65f6\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u529f\u80fd\u6df1\u5ea6\u4e0a\uff1a\u8be2\u95ee\u6570\u636e\u7c92\u5ea6\uff08\u80fd\u5426\u8ffd\u8e2a\u5230\u5177\u4f53\u6e20\u9053\u6216\u6d3b\u52a8\uff09\uff0c\u4ee5\u53ca\u5bf9\u4ea7\u54c1\u672a\u6765\u6269\u5c55\u65f6\u5982\u4f55\u4fdd\u6301\u7b80\u6d01\u6027\u7684\u5173\u5207\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 Sleek Analytics \u63a8\u51fa\u7684\u8fd9\u6b3e\u4ea7\u54c1\uff0c\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u73b0\u4ee3\u589e\u957f\u56e2\u961f\u7684\u4e00\u4e2a\u7ecf\u5178\u76f2\u533a\uff1a\u6570\u636e\u5b64\u5c9b\u5e26\u6765\u7684\u51b3\u7b56\u8fdf\u6ede\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u6784\u5efa\u4e00\u4e2a\u5e9e\u6742\u7684\u5168\u80fdBI\u7cfb\u7edf\uff0c\u800c\u662f\u626e\u6f14\u4e86\u4e00\u4e2a\u6781\u4e3a\u950b\u5229\u7684\u201c\u624b\u672f\u5200\u201d\u89d2\u8272\u2014\u2014\u5355\u70b9\u5207\u5165\uff0c\u76f4\u8fdeStripe\u4e0e\u6d41\u91cf\u6570\u636e\uff0c\u5b9e\u73b0\u8fd1\u4e4e\u96f6\u5ef6\u8fdf\u7684\u6536\u5165\u53ef\u89c6\u5316\u3002\u5176\u5ba3\u79f0\u7684\u201cRestricted key only\u201d\u548c\u201cPrivacy-first\u201d\u662f\u5207\u5165\u4f01\u4e1a\u7ea7\u5e02\u573a\u7684\u806a\u660e\u7b56\u7565\uff0c\u7528\u6280\u672f\u624b\u6bb5\u964d\u4f4e\u4e86\u5b89\u5168\u987e\u8651\u7684\u63a5\u5165\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u6b64\u523b\u663e\u73b0\u3002\u4ece\u8bc4\u8bba\u4e2d\u7528\u6237\u7684\u8ffd\u95ee\u53ef\u4ee5\u770b\u51fa\uff0c\u5f53\u524d\u7248\u672c\u63d0\u4f9b\u7684\u53ef\u80fd\u8fd8\u662f\u4e00\u4e2a\u201c\u5b8f\u89c2\u771f\u76f8\u201d\u3002\u4e00\u65e6\u7528\u6237\u5c1d\u5230\u751c\u5934\uff0c\u5fc5\u7136\u4f1a\u8981\u6c42\u66f4\u201c\u5fae\u89c2\u7684\u5f52\u56e0\u201d\uff1a\u8fd9\u7b14\u6536\u5165\u662f\u6765\u81ea\u81ea\u7136\u641c\u7d22\u3001\u4ed8\u8d39\u5e7f\u544a\u8fd8\u662f\u7f51\u7ea2\u63a8\u5e7f\uff1f\u8fd9\u8981\u6c42\u4ea7\u54c1\u5fc5\u987b\u5411\u540e\u6574\u5408\u66f4\u590d\u6742\u7684\u5f52\u56e0\u6a21\u578b\u548c\u6570\u636e\u7ba1\u9053\uff0c\u5411\u524d\u5219\u53ef\u80fd\u9700\u5bf9\u63a5Google Analytics\u3001Meta Ads\u7b49\u591a\u5e73\u53f0\u3002\u8fd9\u4e0e\u8bc4\u8bba\u4e2d\u62c5\u5fe7\u7684\u201c\u5982\u4f55\u4fdd\u6301\u8f7b\u91cf\u201d\u5f62\u6210\u4e86\u6838\u5fc3\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u672a\u6765\uff0c\u53d6\u51b3\u4e8e\u56e2\u961f\u5728\u201c\u529f\u80fd\u6df1\u5ea6\u201d\u4e0e\u201c\u4f53\u9a8c\u7b80\u6d01\u201d\u8fd9\u4e2a\u7ecf\u5178\u5bf9\u7acb\u9762\u4e0a\u6240\u505a\u7684\u6743\u8861\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u4e00\u6b3e\u4f18\u96c5\u7684\u3001\u9762\u5411\u4e2d\u5c0f\u56e2\u961f\u6216\u521d\u521b\u516c\u53f8\u7684\u6838\u5fc3\u76d1\u63a7\u4eea\u8868\u76d8\uff0c\u4e5f\u53ef\u80fd\u4ee5\u6b64\u4e3a\u6954\u5b50\uff0c\u9010\u6b65\u4fb5\u5165\u66f4\u5e7f\u9614\u7684\u5546\u4e1a\u667a\u80fd\u4e0e\u5206\u6790\u5e02\u573a\u3002\u5b83\u7684\u51fa\u73b0\u672c\u8eab\uff0c\u5c31\u662f\u5bf9\u90a3\u4e9b\u64cd\u4f5c\u7b28\u91cd\u3001\u8bbe\u7f6e\u590d\u6742\u7684\u4f20\u7edf\u5206\u6790\u5de5\u5177\u7684\u4e00\u6b21\u7280\u5229\u6279\u5224\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\">Revenue by Sleek Analytics<\/span>\n <\/div>\n<div class=\"comment-content\">Connect Stripe with a restricted key and watch your payments land live in your Sleek dashboard. Real-time revenue attribution, any time range, zero tab switching. Finally know if that traffic spike actually made you money.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b We shipped Stripe revenue attribution for Sleek today.<\/p>\n<p>The problem we kept hearing: “I see a traffic spike but have no idea if it converted.” Now you do. Connect your Stripe account in settings, pick your time range, and your payments show up right next to your traffic data.<\/p>\n<p>Restricted key only, we never touch more than we need. Privacy-first, as always.<\/p>\n<p>Would love your feedback!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@uaghazade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uaghazade<\/a> This is really useful, especially putting revenue right next to traffic. I think that\u2019s the exact gap most people struggle with.<\/p>\n<p>How granular does it get though, like can you trace it down to specific channels or campaigns, or is it more top-level for now?<\/p>\n<p>Either way, this makes a lot of sense for anyone tired of guessing what converted.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <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\/@uaghazade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uaghazade<\/a> Really like this \u2014 connecting revenue to traffic in real-time is something a lot of tools overcomplicate.<\/p>\n<p>Feels like the biggest strength here is how lightweight and immediate it is \u2014 curious how you think about maintaining that if the product expands further?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HMSFKKALJRVPDZ\" class=\"app-title\">Claunnector<\/a><\/p>\n<div class=\"one-liner\">Connect your Mac’s Mail, Calendar, and more to AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">78<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Claunnector\u662f\u4e00\u6b3emacOS\u83dc\u5355\u680f\u5e94\u7528\uff0c\u901a\u8fc7\u672c\u5730\u8fd0\u884cMCP\u670d\u52a1\u5668\uff0c\u8ba9Claude\u7b49AI\u5de5\u5177\u80fd\u5b89\u5168\u8bfb\u5199\u672c\u5730\u90ae\u4ef6\u3001\u65e5\u5386\u7b49\u6570\u636e\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8ffd\u6c42AI\u6548\u7387\u65f6\u62c5\u5fe7\u9690\u79c1\u6cc4\u9732\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\/ec876bfb-2620-4f2d-b2a9-60ebfc7f3cf0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4726aa9a-dde9-4d68-9081-b0b152ce8ae2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69137c03-fae8-46c5-b4a1-5f101297201e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a2324f2-c52d-4bc6-95f7-91152581046c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Email<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9690\u79c1<\/span><br \/>\n <span class=\"tag\">macOS\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5ba1\u8ba1\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u65e0\u4e91\u5316<\/span><br \/>\n <span class=\"tag\">\u4e00\u952e\u5b89\u88c5<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u5f00\u53d1\u8005\u81ea\u8ff0\u4ea7\u54c1\u6e90\u4e8e\u4e2a\u4eba\u5bf9AI\u65e0\u6cd5\u5b89\u5168\u4ea4\u4e92\u672c\u5730\u5e94\u7528\u7684\u75db\u70b9\u3002\u7528\u6237\u80af\u5b9a\u5176\u672c\u5730\u5316\u8fd0\u884c\u89e3\u51b3\u4e86\u4fe1\u4efb\u95ee\u9898\uff0c\u540c\u65f6\u6307\u51fa\u4ea7\u54c1\u529f\u80fd\u5f3a\u5927\u4f46\u7565\u663e\u6280\u672f\u5316\uff0c\u5efa\u8bae\u4f18\u5316\u65b0\u7528\u6237\u5f15\u5bfc\u6d41\u7a0b\u4ee5\u66f4\u5feb\u5b9e\u73b0\u201c\u987f\u609f\u65f6\u523b\u201d\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 Claunnector\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aAI\u96c6\u6210\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI\u5e94\u7528\u751f\u6001\u4e2d\u6700\u8106\u5f31\u7684\u4fe1\u4efb\u73af\u8282\u3002\u5728\u5404\u5927\u5382\u5546\u7ade\u76f8\u5c06\u7528\u6237\u6570\u636e\u4e0a\u4f20\u4e91\u7aef\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u7684\u65f6\u4ee3\uff0c\u5b83\u53cd\u5176\u9053\u800c\u884c\u4e4b\uff0c\u4ee5\u201c\u6570\u636e\u6c38\u4e0d\u79bb\u5f00\u672c\u5730\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u529f\u80fd\u5dee\u5f02\u5316\uff0c\u800c\u662f\u5bf9AI\u9690\u79c1\u7126\u8651\u7684\u4e00\u6b21\u5916\u79d1\u624b\u672f\u5f0f\u6253\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u901a\u8fc7\u672c\u5730MCP\u670d\u52a1\u5668\u67b6\u6784\uff0c\u5c06AI\u80fd\u529b\u4ece\u201c\u4e91\u4e0a\u9ed1\u7bb1\u201d\u8f6c\u53d8\u4e3a\u201c\u672c\u5730\u53ef\u63a7\u5de5\u5177\u201d\uff0c\u5176\u5ba2\u6237\u7aef\u6743\u9650\u914d\u7f6e\u548c\u5b8c\u6574\u5ba1\u8ba1\u65e5\u5fd7\u529f\u80fd\uff0c\u5b9e\u8d28\u4e0a\u662f\u5728\u7528\u6237\u4e0eAI\u4e4b\u95f4\u5efa\u7acb\u4e86\u4e00\u5957\u53ef\u8ffd\u6eaf\u7684\u95ee\u8d23\u673a\u5236\u3002\u8fd9\u89e3\u51b3\u4e86\u4e13\u4e1a\u7528\u6237\uff08\u5c24\u5176\u662f\u5904\u7406\u654f\u611f\u4fe1\u606f\u7684\u5546\u52a1\u3001\u6cd5\u5f8b\u4eba\u58eb\uff09\u65e2\u60f3\u5229\u7528AI\u63d0\u5347\u6548\u7387\uff0c\u53c8\u6781\u5ea6\u5fcc\u60ee\u6570\u636e\u6cc4\u9732\u7684\u6838\u5fc3\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u91cd\u5ea6\u4f9d\u8d56\u672c\u5730\u7b97\u529b\u53ef\u80fd\u9650\u5236\u5904\u7406\u590d\u6742\u4efb\u52a1\u7684\u80fd\u529b\uff0c\u4e0e\u4e91\u7aefAI\u7684\u89c4\u6a21\u4f18\u52bf\u5f62\u6210\u5929\u7136\u9e3f\u6c9f\u3002\u5176\u6b21\uff0c\u201c\u4ec5Claude\u81ea\u52a8\u8fde\u63a5\u201d\u7684\u73b0\u72b6\u66b4\u9732\u4e86\u5176\u5bf9\u5355\u4e00\u751f\u6001\u7684\u65e9\u671f\u4f9d\u8d56\uff0c\u80fd\u5426\u6210\u4e3a\u8de8AI\u5e73\u53f0\u7684\u901a\u7528\u6570\u636e\u6865\u6881\u5b58\u7591\u3002\u6700\u540e\uff0c\u6b63\u5982\u7528\u6237\u6240\u6307\u51fa\u7684\uff0c\u5e73\u8861\u201c\u5f3a\u5927\u63a7\u5236\u529b\u201d\u4e0e\u201c\u7528\u6237\u6613\u7528\u6027\u201d\u5c06\u662f\u5176\u7834\u5708\u5173\u952e\u2014\u2014\u9690\u79c1\u7231\u597d\u8005\u9752\u7750\u7684\u590d\u6742\u914d\u7f6e\uff0c\u6070\u6070\u662f\u5927\u4f17\u7528\u6237\u7684\u4f7f\u7528\u95e8\u69db\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cClaunnector\u4e0d\u662fAI\u80fd\u529b\u7684\u521b\u9020\u8005\uff0c\u800c\u662fAI\u4e0e\u672c\u5730\u73af\u5883\u4e4b\u95f4\u201c\u53d7\u4fe1\u4efb\u7684\u4e2d\u95f4\u4eba\u201d\u3002\u5b83\u7684\u51fa\u73b0\u6807\u5fd7\u7740AI\u5e94\u7528\u6b63\u4ece\u201c\u529f\u80fd\u7ade\u8d5b\u201d\u8fdb\u5165\u201c\u4fe1\u4efb\u57fa\u5efa\u201d\u7684\u65b0\u9636\u6bb5\u3002\u5982\u679c\u5b83\u80fd\u6210\u529f\u6559\u80b2\u5e02\u573a\u5e76\u5efa\u7acb\u6807\u51c6\uff0c\u5176\u4ef7\u503c\u5c06\u8fdc\u8d85\u4e00\u4e2a\u5de5\u5177\uff0c\u800c\u53ef\u80fd\u6210\u4e3a\u672a\u6765\u684c\u9762AI\u4ea4\u4e92\u7684\u57fa\u7840\u534f\u8bae\u5c42\u3002\u4f46\u8fd9\u6761\u8def\u7684\u524d\u63d0\u662f\uff0c\u5b83\u5fc5\u987b\u4ece\u6781\u5ba2\u7684\u201c\u73a9\u5177\u201d\u5e73\u7a33\u8d70\u5411\u5927\u4f17\u7684\u201c\u5de5\u5177\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\">Claunnector<\/span>\n <\/div>\n<div class=\"comment-content\">Claunnector is a native macOS menubar app that gives AI tools like Claude, ChatGPT, and Codex direct access to your Mail, Calendars, Reminders, Contacts, and Notes \u2014 all running locally on your Mac. With 70+ MCP tools, your AI can manage emails, events, reminders, contacts, and notes. Everything runs on localhost \u2014 your data never leaves your Mac. Features: Client Profiles for per-client access control, full Audit Log, Keychain storage, and one-click install for Claude Desktop.<\/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 built Claunnector because I was frustrated that AI tools couldn’t interact with the apps I use every day on my Mac. I wanted Claude to be able to read AND WRITE emails, check my calendar, and create reminders \u2014 without sending my data to yet another cloud service (some of these are doable by the iOS app).<\/p>\n<p>Claunnector solves this by running a local MCP server right on your Mac. It connects your Mail, Calendars, Reminders, Contacts, and Apple Notes to any MCP-compatible AI client \u2014 Claude Desktop, Claude Code, ChatGPT, Codex, and more (though only Claude is “automatic”). Everything stays on localhost, so your data never leaves your machine.<\/p>\n<p>What makes it different is the focus on privacy and control. You get Client Profiles to decide exactly which tools each AI client can access, a full Audit Log to see everything your AI has done, and Keychain-secured credentials. It’s a single .app \u2014 no installer, no background daemons, no config files to edit.<\/p>\n<p>I’d love to hear what you think, and happy to answer any questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rsalesas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rsalesas<\/a> This is clean, especially the fact that everything stays local, That alone solves a big trust issue most AI tools still ignore.<\/p>\n<p>I\u2019d like to know how you\u2019re thinking about onboarding though, because this feels powerful but slightly technical at first glance.<\/p>\n<p>Feels like the first \u201caha\u201d moment will be key here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/XV54WSJIAOV6PA\" class=\"app-title\">REasy<\/a><\/p>\n<div class=\"one-liner\">The operating system for African importers<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">73<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>REasy\u4e3a\u975e\u6d32\u5c0f\u578b\u8fdb\u53e3\u4f01\u4e1a\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u64cd\u4f5c\u7cfb\u7edf\uff0c\u5728\u8de8\u5883\u8d38\u6613\u573a\u666f\u4e0b\uff0c\u901a\u8fc7\u6574\u5408\u4f9b\u5e94\u5546\u5ba1\u6838\u3001\u652f\u4ed8\u3001\u7269\u6d41\u4e0e\u6e05\u5173\u7b49\u73af\u8282\uff0c\u89e3\u51b3\u4f9b\u5e94\u94fe\u788e\u7247\u5316\u5bfc\u81f4\u7684\u5229\u6da6\u4fb5\u8680\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\/9e811d7d-a942-4a29-b7ba-992918a3576b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfce0f34-208f-42f9-90fb-d0b8f703b250.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/027281b1-bc91-4483-9dff-fbec4b95d3ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Payments<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8de8\u5883\u8d38\u6613\u64cd\u4f5c\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u975e\u6d32\u4e2d\u5c0f\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">B2B\u8fdb\u53e3<\/span><br \/>\n <span class=\"tag\">SaaS\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4f9b\u5e94\u94fe\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u8de8\u5883\u652f\u4ed8<\/span><br \/>\n <span class=\"tag\">\u7269\u6d41\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6d77\u5173\u6e05\u5173<\/span><br \/>\n <span class=\"tag\">\u65b0\u5174\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5316\u8f6c\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u63d0\u4f9b\u7684\u8bc4\u8bba\u5217\u8868\u4e3a\u7a7a\uff0c\u65e0\u6cd5\u83b7\u53d6\u7528\u6237\u76f4\u63a5\u53cd\u9988\u3002\u5efa\u8bae\u540e\u7eed\u901a\u8fc7\u7528\u6237\u8bbf\u8c08\u6216\u5e02\u573a\u8c03\u7814\u6536\u96c6\u5173\u4e8e\u4ea7\u54c1\u6613\u7528\u6027\u3001\u670d\u52a1\u8986\u76d6\u8303\u56f4\u3001\u8d39\u7528\u7ed3\u6784\u53ca\u672c\u5730\u5316\u9002\u914d\u7b49\u7ef4\u5ea6\u7684\u5177\u4f53\u610f\u89c1\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 REasy\u7784\u51c6\u4e86\u4e00\u4e2a\u6781\u5177\u6f5c\u529b\u5374\u957f\u671f\u88ab\u4e3b\u6d41SaaS\u5382\u5546\u5ffd\u89c6\u7684\u5229\u57fa\u5e02\u573a\u2014\u2014\u975e\u6d32\u4e2d\u5c0f\u8fdb\u53e3\u5546\u3002\u5176\u5ba3\u79f0\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u5b9a\u4f4d\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u8de8\u5883\u8d38\u6613\u4e2d\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u7684\u6570\u5b57\u5316\u6574\u5408\uff0c\u91ce\u5fc3\u4e0d\u5c0f\u3002\u975e\u6d32\u8de8\u5883\u8d38\u6613\u7684\u75db\u70b9\u5e76\u975e\u79d8\u5bc6\uff1a\u788e\u7247\u5316\u7684\u670d\u52a1\u5546\u3001\u9ad8\u6602\u7684\u4fe1\u4efb\u6210\u672c\u3001\u590d\u6742\u7684\u6e05\u5173\u624b\u7eed\uff0c\u8fd9\u4e9b\u90fd\u7cbe\u51c6\u5730\u541e\u566c\u7740\u672c\u5c31\u5fae\u8584\u7684\u5229\u6da6\u3002REasy\u82e5\u80fd\u771f\u6b63\u6253\u901a\u4ece\u5bfb\u6e90\u5230\u4ea4\u4ed8\u7684\u5168\u94fe\u6761\uff0c\u5176\u4ef7\u503c\u5c06\u8fdc\u4e0d\u6b62\u4e8e\u5de5\u5177\uff0c\u800c\u662f\u6210\u4e3a\u8d38\u6613\u57fa\u7840\u8bbe\u65bd\u7684\u4e00\u90e8\u5206\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u5168\u94fe\u8def\u201d\u610f\u5473\u7740\u8981\u4e0e\u65e0\u6570\u672c\u5730\u5316\u3001\u975e\u6807\u51c6\u7684\u73af\u8282\u640f\u6597\uff0c\u4ece\u5580\u9ea6\u9686\u8d77\u6b65\u80fd\u5426\u5f62\u6210\u53ef\u590d\u5236\u7684\u6a21\u5f0f\u5b58\u7591\u3002\u5176\u6b21\uff0c\u652f\u4ed8\u4e0e\u91d1\u878d\u662f\u6838\u5fc3\uff0c\u4f46\u5728\u5916\u6c47\u7ba1\u5236\u666e\u904d\u3001\u91d1\u878d\u57fa\u5efa\u8584\u5f31\u7684\u5730\u533a\uff0c\u5176\u89e3\u51b3\u65b9\u6848\u7684\u5408\u89c4\u6027\u4e0e\u7a33\u5b9a\u6027\u5c06\u7ecf\u53d7\u4e25\u5cfb\u8003\u9a8c\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u5e73\u53f0\uff0c\u5176\u6838\u5fc3\u58c1\u5792\u5728\u4e8e\u53cc\u8fb9\u7f51\u7edc\u6548\u5e94\u2014\u2014\u5438\u5f15\u8db3\u591f\u591a\u7684\u8fdb\u53e3\u5546\u4e0e\u4f9b\u5e94\u5546\u3002\u5728\u4fe1\u4efb\u7f3a\u5931\u7684\u5e02\u573a\uff0c\u51b7\u542f\u52a8\u96be\u5ea6\u6781\u5927\uff0c\u53ef\u80fd\u9700\u8981\u91cd\u5ea6\u7ebf\u4e0b\u670d\u52a1\u4ecb\u5165\uff0c\u8fd9\u53c8\u5c06\u62d6\u6162\u6269\u5f20\u901f\u5ea6\u4e0e\u5229\u6da6\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u6807\u8bed\u4e2d\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\u4e00\u8bcd\u9887\u5177\u6218\u7565\u8003\u91cf\uff0c\u610f\u5728\u5f70\u663e\u5176\u57fa\u7840\u6027\u4e0e\u4e0d\u53ef\u6216\u7f3a\u6027\u3002\u4f46\u73b0\u9636\u6bb5\uff0c\u5b83\u66f4\u53ef\u80fd\u662f\u4e00\u4e2a\u201c\u91cd\u5ea6\u5782\u76f4\u7684\u5de5\u4f5c\u6d41\u534f\u540c\u5e73\u53f0\u201d\u3002\u5176\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\u5728\u4e8e\uff1a\u80fd\u5426\u5c06\u7ebf\u4e0b\u6781\u5ea6\u590d\u6742\u7684\u8d38\u6613\u6d41\u7a0b\uff0c\u62bd\u8c61\u4e3a\u7ebf\u4e0a\u8db3\u591f\u7b80\u5355\u3001\u53ef\u9760\u4e14\u4f4e\u6210\u672c\u7684\u6807\u51c6\u5316\u4ea7\u54c1\u3002\u82e5\u6210\u529f\uff0c\u5b83\u4e0d\u6b62\u662f\u4e00\u4e2aAPP\uff0c\u800c\u662f\u6210\u4e3a\u975e\u6d32\u8de8\u5883\u8d38\u6613\u7684\u201c\u6570\u5b57\u5b88\u95e8\u4eba\u201d\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ef\u80fd\u9677\u5165\u4e3a\u7279\u5b9a\u5730\u533a\u63d0\u4f9b\u5b9a\u5236\u5316IT\u670d\u52a1\u7684\u6ce5\u6f6d\u3002\u5728\u8d44\u672c\u4e0e\u8010\u5fc3\u53cc\u91cd\u7a00\u7f3a\u7684\u975e\u6d32\u521b\u4e1a\u73af\u5883\u4e2d\uff0c\u8fd9\u662f\u4e00\u573a\u4e0e\u65f6\u95f4\u7684\u8c6a\u8d4c\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\">REasy<\/span>\n <\/div>\n<div class=\"comment-content\">REasy is the operating system for African small businesses that import goods \u2014 handling everything from vetting overseas suppliers and managing cross-border payments to coordinating logistics and customs. Started in Cameroon, solving the fragmented supply chain that kills margins for thousands of African SME importers.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/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\/MTAVPWICAFPWR5\" class=\"app-title\">Ably Chat<\/a><\/p>\n<div class=\"one-liner\">The Chat API built for serious scale<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">73<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Ably Chat\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e13\u4e3a\u5927\u89c4\u6a21\u5b9e\u65f6\u901a\u4fe1\u8bbe\u8ba1\u7684API\uff0c\u89e3\u51b3\u4e86\u5728\u76f4\u64ad\u3001\u6e38\u620f\u3001\u5ba2\u670d\u7b49\u9ad8\u5e76\u53d1\u573a\u666f\u4e0b\uff0c\u6784\u5efa\u7a33\u5b9a\u3001\u53ef\u6269\u5c55\u804a\u5929\u529f\u80fd\u7684\u590d\u6742\u6280\u672f\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80126c19-9a45-4a2b-afe0-ce36c1f0fe7f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/91d44ec2-d424-4574-b834-8042d6e567e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2e178a56-38e9-4c92-8ee3-171dd00e949e.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\/43e8ae57-6401-4618-a9f3-709353f98bc1.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/fa475d3d080e4ef69e8b1b3491e7059d\"><source src=\"https:\/\/www.loom.com\/share\/fa475d3d080e4ef69e8b1b3491e7059d\" 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\">Messaging<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Chat rooms<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5b9e\u65f6\u901a\u4fe1API<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u53ef\u6269\u5c55\u67b6\u6784<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u529f\u80fd<\/span><br \/>\n <span class=\"tag\">\u76f4\u64ad\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5185\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">SDK<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u9ad8\u53ef\u7528\u6027<\/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\u5b9a\u4ef7\u6a21\u5f0f\u4e0e\u5927\u89c4\u6a21\u4f7f\u7528\u7684\u6210\u672c\uff1b\u8ba4\u53ef\u5176\u5728\u76f4\u64ad\u3001\u6e38\u620f\u7b49\u9ad8\u5e76\u53d1\u573a\u666f\u7684\u4ef7\u503c\uff0c\u5f3a\u8c03\u6d88\u606f\u987a\u5e8f\u548c\u7a33\u5b9a\u6027\u662f\u5173\u952e\uff1b\u8d5e\u8d4f\u5176\u5f00\u7bb1\u5373\u7528\u7684\u529f\u80fd\uff08\u5982\u8f93\u5165\u63d0\u793a\uff09\u8282\u7701\u5f00\u53d1\u6210\u672c\uff1b\u5e76\u63d0\u53ca\u5bf9AI\u667a\u80fd\u4f53\u96c6\u6210\u7b49\u524d\u6cbf\u6f14\u8fdb\u7684\u5174\u8da3\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 Ably Chat\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5b9e\u65f6\u901a\u4fe1\u9886\u57df\u7684\u201c\u963f\u514b\u7409\u65af\u4e4b\u8e35\u201d\u2014\u2014\u89c4\u6a21\u3002\u5b83\u4e0d\u53ea\u662f\u5728\u529f\u80fd\u5217\u8868\u4e0a\u505a\u52a0\u6cd5\uff0c\u800c\u662f\u5c06\u201c\u4e25\u8083\u89c4\u6a21\u201d\u4f5c\u4e3a\u6838\u5fc3\u4ef7\u503c\u4e3b\u5f20\uff0c\u8fd9\u4e00\u5b9a\u4f4d\u672c\u8eab\u5c31\u6781\u5177\u7a7f\u900f\u529b\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u53cd\u590d\u5f3a\u8c03\u7684\u201c\u6d88\u606f\u987a\u5e8f\u4fdd\u8bc1\u201d\u3001\u201c99.999%\u53ef\u7528\u6027\u201d\u548c\u201c\u5168\u7403\u8fb9\u7f18\u7f51\u7edc\u201d\uff0c\u5e76\u975e\u9526\u4e0a\u6dfb\u82b1\uff0c\u800c\u662f\u76f4\u9762\u76f4\u64ad\u3001\u6e38\u620f\u7b49\u573a\u666f\u4e0b\uff0c\u6d77\u91cf\u5e76\u53d1\u5bfc\u81f4\u7684\u6d88\u606f\u4e71\u5e8f\u3001\u5ef6\u8fdf\u3001\u5d29\u6e83\u7b49\u6838\u5fc3\u75db\u70b9\u3002\u8fd9\u6697\u793a\u5176\u5e95\u5c42\u53ef\u80fd\u91c7\u7528\u4e86\u66f4\u4e25\u8c28\u7684\u5206\u5e03\u5f0f\u5171\u8bc6\u673a\u5236\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u7684Pub\/Sub\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff1a\u8d44\u6df1\u5f00\u53d1\u8005\u5173\u5fc3\u7684\u4e0d\u662f\u82b1\u54e8\u7684UI\u5957\u4ef6\uff0c\u800c\u662f\u201c\u5206\u533a\u4e0b\u7684\u6d88\u606f\u987a\u5e8f\u4fdd\u8bc1\u201d\u548c\u201c\u5b9a\u4ef7\u5982\u4f55\u968f\u4f7f\u7528\u91cf\u6269\u5c55\u201d\u3002\u8fd9\u63ed\u793a\u4e86\u4e24\u4e2a\u5173\u952e\u6311\u6218\uff1a\u4e00\u662f\u6280\u672f\u4e0a\u7684\u201c\u6b63\u786e\u6027\u201d\u5728\u89c4\u6a21\u538b\u529b\u4e0b\u6210\u672c\u6781\u9ad8\uff1b\u4e8c\u662f\u5546\u4e1a\u4e0a\u7684\u201c\u53ef\u9884\u6d4b\u6027\u201d\uff0c\u907f\u514d\u56e0\u6210\u529f\uff08\u7528\u6237\u91cf\u66b4\u589e\uff09\u800c\u5bfc\u81f4\u7684\u6210\u672c\u5931\u63a7\u3002Ably Chat\u82e5\u771f\u80fd\u5728\u8fd9\u4e24\u70b9\u4e0a\u7ed9\u51fa\u4f18\u96c5\u89e3\uff0c\u5176\u4ef7\u503c\u5c06\u8fdc\u8d85\u4e00\u4e2a\u529f\u80fd\u4e30\u5bcc\u7684API\uff0c\u800c\u662f\u6210\u4e3a\u6570\u5b57\u4e1a\u52a1\u6562\u4e8e\u90e8\u7f72\u5b9e\u65f6\u4e92\u52a8\u529f\u80fd\u7684\u201c\u4fe1\u5fc3\u57fa\u7840\u8bbe\u65bd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\u5e76\u975e\u529f\u80fd\u5b8c\u5907\u6027\uff0c\u800c\u662f\u5728\u6781\u7aef\u573a\u666f\u4e0b\u7684\u5b9e\u9645\u8868\u73b0\u4e0e\u6210\u672c\u66f2\u7ebf\u3002\u5728\u62e5\u6324\u7684CPaaS\u5e02\u573a\u4e2d\uff0c\u5b83\u5fc5\u987b\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u662f\u53e6\u4e00\u4e2a\u201c\u529f\u80fd\u66f4\u591a\u201d\u7684\u804a\u5929API\uff0c\u800c\u662f\u80fd\u5728\u5173\u952e\u65f6\u523b\u625b\u4f4f\u201c\u6700\u7ec8BOSS\u201d\u7684\u5de5\u7a0b\u7ea7\u89e3\u51b3\u65b9\u6848\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u6280\u672f\u6808\u4e2d\u7684\u4e00\u4e2a\u53ef\u9009\u9879\uff0c\u800c\u975e\u5fc5\u9009\u9879\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\">Ably Chat<\/span>\n <\/div>\n<div class=\"comment-content\">Ship chat that actually scales. Ably Chat gives developers a purpose-built API for adding realtime messaging to any app – livestreams, in-game comms, customer support, or group chat. SDKs for JS, React, Swift, and Kotlin. Features include typing indicators, presence, reactions, message edit\/delete, read receipts, UI kits, and moderation. Built on infrastructure trusted by HubSpot and 17Live, with guaranteed message ordering, 99.999% uptime, and a global edge network. Scale with confidence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i wonder how pricing scales with usage. That\u2019s usually the deciding factor for me in the long run.<\/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\/@judith_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judith_wang<\/a>this could be really useful for teams building real-time apps. I\u2019d probably explore it for projects where latency matters a lot<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@judith_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judith_wang<\/a> Scaling chat system is not easy, so this definitely caught my attention. If Ably Chat can handle large traffic smoothly, that\u2019s a big win<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@judith_wang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@judith_wang<\/a> I like that features like typing indicators and read receipts are already included. It saves me from building these things from scratch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 mention of AI agents alongside chat is interesting real time infra is evolving beyond human messaging now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brian_douglas5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brian_douglas5<\/a> the use cases like livestreams and in-game chat make sense. I\u2019ve seen those break easily, so a stable solution here would be really useful \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>scaling chat for livestreams is the final boss of dev. handle millions of concurrent users without the message order getting cooked… if ably chat actually solves this, it’s a game changer. <a href=\"https:\/\/www.producthunt.com\/products\/ably-realtime\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"ably-realtime\" target=\"_blank\" rel=\"noopener\">@Ably Realtime<\/a> <a href=\"https:\/\/www.producthunt.com\/@faye_mcclenahan1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"faye_mcclenahan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@faye_mcclenahan1<\/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\/@faye_mcclenahan1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@faye_mcclenahan1<\/a>  <a href=\"https:\/\/www.producthunt.com\/@vikramp7470\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vikramp7470<\/a> the use cases like livestreams and in-game chat make sense. I\u2019ve seen those break easily, so a stable solution here would be really useful \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Realtime infra is one of those things where correctness > features every time.<br \/>At your scale, I\u2019m more curious about message ordering guarantees under partition than the API surface itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ 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