\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-08-18<\/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 | 2026-08-18<\/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\/GUZOAGUD6W6XFS\" class=\"app-title\">Clara AI SDR<\/a><\/p>\n<div class=\"one-liner\">Turn website visitors into qualified pipeline<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">347<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clara AI SDR\u5c06\u7f51\u7ad9\u8bbf\u5ba2\u8f6c\u5316\u4e3a\u5408\u683c\u5546\u673a\uff0c\u901a\u8fc7AI\u5b9e\u65f6\u5bf9\u8bdd\u5b8c\u6210\u610f\u5411\u8bc6\u522b\u3001\u4ea7\u54c1\u6f14\u793a\u3001\u5f02\u8bae\u5904\u7406\u548c\u4f1a\u8bae\u9884\u8ba2\uff0c\u66ff\u4ee3\u4f20\u7edf\u8868\u5355\u7b49\u5f85\u6a21\u5f0f\uff0c\u89e3\u51b3\u9ad8\u610f\u5411\u8bbf\u5ba2\u56e0\u54cd\u5e94\u5ef6\u8fdf\u800c\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\/245b5448-ea2d-4cc7-b363-6e795e8bd5ee.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/facc303a-973a-443c-af22-c710c832bc87.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e74b304-511e-44c2-979a-561dc9bd2fa5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48601ad7-7702-4cf8-a476-a4d8541456a5.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\/b29a5bdb-9d52-484d-a6b5-492f98297946.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/yS0C5jcUD5k?si=MIc_xlsuh-OUMaH7\"><source src=\"https:\/\/youtu.be\/yS0C5jcUD5k?si=MIc_xlsuh-OUMaH7\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u9500\u552e\u5f00\u53d1\u4ee3\u8868<\/span><br \/>\n <span class=\"tag\">SDR<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u8bbf\u5ba2\u8f6c\u5316<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u9500\u552e\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u5546\u673a\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">CRM\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f1a\u8bae\u9884\u8ba2<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">B2B\u9500\u552e<\/span><br \/>\n <span class=\"tag\">\u552e\u524d\u673a\u5668\u4eba<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5b9e\u65f6\u54cd\u5e94\u66ff\u4ee3\u9759\u6001\u8868\u5355\u201d\u7684\u4ef7\u503c\uff0c\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u4e09\u5904\uff1a\u4e00\u662fAI\u5982\u4f55\u7cbe\u51c6\u533a\u5206\u771f\u5b9e\u8d2d\u4e70\u610f\u5411\u4e0e\u968f\u610f\u6d4f\u89c8\u884c\u4e3a\uff1b\u4e8c\u662f\u4eba\u673a\u4ea4\u4ed8\u8fb9\u754c\u2014\u2014\u4f55\u65f6\u3001\u4ee5\u4f55\u79cd\u673a\u5236\u5c06\u9ad8\u610f\u5411\u8bbf\u5ba2\u65e0\u7f1d\u8f6c\u63a5\u7ed9\u4eba\u5de5\u9500\u552e\uff1b\u4e09\u662f\u4e0eLeadoo\u7b49\u4ea7\u54c1\u7684\u5dee\u5f02\u5316\uff0c\u56e2\u961f\u56de\u5e94\u5f3a\u8c03Clara\u627f\u8f7d\u5b8c\u6574\u9500\u552e\u5bf9\u8bdd\u800c\u975e\u5355\u7eaf\u7ebf\u7d22\u6355\u6349\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 Clara SDR\u5207\u4e2d\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u5c16\u9510\u2014\u2014\u4f01\u4e1a\u82b1\u94b1\u4e70\u6d41\u91cf\uff0c\u5374\u5728\u8868\u5355\u73af\u8282\u6f0f\u6389\u6700\u9ad8\u610f\u5411\u77ac\u95f4\u3002\u4ea7\u54c1\u903b\u8f91\u4e0a\uff0c\u5b83\u8bd5\u56fe\u5c06\u4f20\u7edfSDR\u201c\u7b2c\u4e00\u89e6\u8fbe\u201d\u4ece\u4e8b\u540e\u8ddf\u8fdb\u538b\u7f29\u4e3a\u5b9e\u65f6\u5bf9\u8bdd\uff0c\u786e\u5b9e\u5177\u5907\u6548\u7387\u903b\u8f91\u7684\u5408\u7406\u6027\u3002\u4f46\u6df1\u5165\u5ba1\u89c6\uff0c\u5176\u4ef7\u503c\u80fd\u5426\u5151\u73b0\u53d6\u51b3\u4e8e\u4e09\u4e2a\u5173\u952e\u95ee\u9898\uff1a\u5176\u4e00\uff0c\u6240\u8c13\u201c\u4e2a\u6027\u5316\u4ea7\u54c1\u6f14\u793a\u201d\u548c\u201c\u5904\u7406\u53cd\u5bf9\u610f\u89c1\u201d\u672c\u8d28\u4f9d\u8d56\u77e5\u8bc6\u5e93\u8d28\u91cf\u4e0e\u5bf9\u8bdd\u8bbe\u8ba1\uff0c\u82e5\u5e95\u5c42\u662f\u6807\u51c6LLM\u5957\u58f3\uff0c\u5728\u9ad8\u590d\u6742\u5ea6B2B\u573a\u666f\u4e2d\u6781\u6613\u66b4\u9732\u673a\u68b0\u611f\uff0c\u7528\u6237\u8bc4\u8bba\u4e2d\u5bf9\u201c\u8c01\u503c\u5f97\u8ffd\u3001\u4f55\u65f6\u8be5\u63a8\u201d\u7684\u8d28\u7591\u6b63\u70b9\u51faAI\u9500\u552e\u7684\u73b0\u5b9e\u8f6f\u808b\uff1b\u5176\u4e8c\uff0c\u62a5\u4ef7\u4e2d\u201c\u65e0\u9700\u589e\u52a0\u4eba\u529b\u201d\u53ea\u662f\u66ff\u6362\u4e86SDR\u7684\u521d\u7b5b\u5de5\u4f5c\uff0c\u540e\u671f\u4eba\u5de5\u4ecb\u5165\u6210\u672c\u5e76\u672a\u6d88\u5931\uff0c\u53cd\u800c\u53ef\u80fd\u56e0AI\u8bef\u5224\u589e\u591a\u8f6c\u63a5\u6469\u64e6\uff1b\u5176\u4e09\uff0c\u5e02\u573a\u4e0a\u540c\u8d28\u5316AI\u9500\u552e\u5de5\u5177\u5df2\u4e0d\u9c9c\u89c1\uff0cClara\u7f3a\u4e4f\u663e\u8457\u7684\u62a4\u57ce\u6cb3\u8bc1\u636e\uff0cDeepgram\u8bed\u97f3\u4f5c\u4e3a\u5e95\u5c42\u6280\u672f\u4eae\u70b9\u4e5f\u975e\u72ec\u5bb6\u3002\u6574\u4f53\u770b\uff0c\u8fd9\u662f\u4e00\u4e2a\u65b9\u5411\u6b63\u786e\u3001\u6267\u884c\u5c1a\u5f85\u6df1\u6316\u7684\u4ea7\u54c1\u2014\u2014\u5b83\u8003\u9a8c\u7684\u4e0d\u662f\u804a\u5929\u6d41\u7545\u5ea6\uff0c\u800c\u662f\u5bf9\u9500\u552e\u8282\u594f\u548c\u7ebf\u7d22\u4ef7\u503c\u7684\u5224\u65ad\u529b\u3002\u82e5\u56e2\u961f\u771f\u80fd\u628a\u201c\u5b9e\u65f6\u4f1a\u8bdd\u201d\u80cc\u540e\u7684\u6570\u636e\u6c89\u6dc0\u53cd\u54fa\u7ed9\u9500\u552e\u7b56\u7565\uff0c\u4ef7\u503c\u4f1a\u8fdc\u8d85\u201c\u66ff\u4ee3\u8868\u5355\u201d\u672c\u8eab\uff0c\u5426\u5219\u4ecd\u662f\u9ad8\u7ea7\u5ba2\u670d\u673a\u5668\u4eba\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\">Clara AI SDR<\/span>\n <\/div>\n<div class=\"comment-content\">Clara is an AI SDR that converts inbound website traffic into pipeline – engaging, qualifying, demoing, handling objections, and booking meetings in real time. No forms. No waiting. No extra headcount. 24\/7 selling with seamless CRM integration.<\/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 We\u2019re excited to introduce <strong>Clara – an AI SDR by TruGen AI.<\/strong><\/p>\n<\/p>\n<p>For the past few months, our team has been heads-down building Clara with one goal in mind: <strong>helping companies turn website traffic into qualified pipeline.<\/strong><\/p>\n<\/p>\n<p>We kept seeing the same challenge – companies invest heavily in bringing visitors to their websites, but most websites still rely on forms, chatbots, or waiting for a sales rep to follow up. <strong>High-intent visitors don\u2019t always wait.<\/strong><\/p>\n<p>That\u2019s where Clara comes in.<\/p>\n<\/p>\n<p>\ud83e\udd16 <strong>What can Clara do?<\/strong><\/p>\n<p>\u2705 Engage website visitors in real time<br \/>\u2705 Qualify leads based on their intent<br \/>\u2705 Give personalized product demos<br \/>\u2705 Answer questions and handle objections<br \/>\u2705 Book meetings automatically<br \/>\u2705 Integrate with your CRM and existing sales stack<br \/>\u2705 Work 24\/7 across major languages<\/p>\n<p>Clara learns from your product docs, pitch decks, FAQs, and sales content, so every conversation is tailored to your product and your customers.<\/p>\n<\/p>\n<p>\ud83d\ude80 <strong>The result?<\/strong><\/p>\n<p>More conversations with the right prospects.<br \/>More qualified leads.<br \/>More meetings from the traffic you already have.<\/p>\n<p>No forms. No waiting. No extra headcount.<\/p>\n<\/p>\n<p>Clara runs on your website 24\/7, giving every visitor the opportunity to have a sales conversation whenever they\u2019re ready.<\/p>\n<p>We built Clara as part of our vision at TruGen AI to create AI teammates that can actually work alongside your team – not just answer questions.<\/p>\n<p>\ud83d\udc49 <strong>Try Clara:<\/strong> <a href=\"https:\/\/clarasdr.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/clarasdr.ai\/<\/a><\/p>\n<\/p>\n<p>We\u2019d love to hear your feedback, thoughts, and ideas as we continue building Clara. \ud83d\ude80<\/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\/@bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> congrats on the launch! the 24\/7 real-time angle over static forms makes sense \u2014 curious how the live handoff to a human rep works once a visitor is clearly ready to buy.<\/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\/@bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> This is really cool! Love the idea of having an AI SDR actually engage with visitors instead of making them fill out another form. Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> The website finally got tired of being a very expensive brochure. <\/p>\n<p>That\u2019s what I like about Clara. Most companies spend serious money getting the right people onto their website, then basically greet them with a form and say, <strong>\u201cCool, leave your details and we\u2019ll get back to you.\u201d<\/strong><\/p>\n<p>Meanwhile the prospect has already opened three competitor tabs. \ud83d\ude02<\/p>\n<p>Turning that high intent moment into an actual sales conversation makes a lot of sense.<\/p>\n<p>The interesting part for me is not just that Clara can answer questions or book meetings. It\u2019s whether an AI SDR can eventually understand <strong>who is worth pursuing, when to push, and when to get out of the way.<\/strong><\/p>\n<p>Because nobody needs another chatbot that responds instantly.<\/p>\n<p>They need one that knows when an instant response is actually worth something. \ud83d\udc40\ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\u2018s interesting here is the shift from \u201ccapture the lead and follow up later\u201d to trying to complete more of the sales motion while intent is still live.<\/p>\n<p>Forms are basically designed for handoff. <a href=\"https:\/\/www.producthunt.com\/products\/clara-ai-sdr\" target=\"_blank\" rel=\"noopener\">@Clara AI SDR<\/a> is betting that the website itself can become the first sales conversation.<\/p>\n<p>The open question for me is where buyers draw the line between what they\u2019re happy to do with an AI SDR and what they still want a human for.<\/p>\n<p>And nice to see <a href=\"https:\/\/www.producthunt.com\/products\/deepgram\" target=\"_blank\" rel=\"noopener\">@Deepgram<\/a> under the hood!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Thanks so much for the support, Zac! \ud83d\ude4c<\/p>\n<p>Absolutely – that shift from simply capturing leads to actually engaging while intent is high is exactly what we\u2019re building Clara for.<\/p>\n<p>We\u2019re also working on a live handoff feature, where Clara can bring a salesperson into the conversation instantly when a visitor is highly interested.<\/p>\n<p>Would love to hear your feedback when we have that live as well. <\/p>\n<\/p>\n<p>Thanks again for the support : )<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Appreciate you being part of the launch, Alex! Thanks so much.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<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> where buyers draw the line between what they’re happy to do with an AI and what they still want a human for” is the real question every AI SDR tool is going to have to answer eventually, not just this one. my guess is it’s less about the task and more about the stakes, people are fine with AI handling info-gathering questions but want a human the moment money or a real commitment enters the conversation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhavyasree\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> congratulations on the launch! Out of curiosity, how is Clara different from other “lead mapping” solutions like Leadoo? <\/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\/@axelle_dervaux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axelle_dervaux<\/a> Thank you for the question! \ud83d\ude4c<\/p>\n<p>Clara goes beyond lead mapping or simply capturing intent. <strong>Clara acts as an AI SDR that actually carries the sales conversation<\/strong> – engaging visitors in real time, understanding their intent, qualifying them, giving personalized product demos, handling objections, and booking meetings.<\/p>\n<\/p>\n<p>The key difference is that Clara is built to <strong>move the visitor from interest to an actual sales conversation and opportunity<\/strong>, rather than stopping at identifying or capturing a lead.<\/p>\n<p>That\u2019s the experience we\u2019re building with Clara – making every high-intent website visitor an opportunity to engage, qualify, and convert.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> <a href=\"https:\/\/www.producthunt.com\/@axelle_dervaux\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@axelle_dervaux<\/a> Yes, as Bhavya said \ud83d\ude4c – we\u2019re building Clara to go beyond simply capturing leads. She can engage visitors in real time, understand their intent, qualify them, give personalized product demos, handle objections, and book meetings.<\/p>\n<\/p>\n<p>What we\u2019re really aiming for is an AI SDR that can handle the early sales conversation end-to-end and keep working 24\/7, while making it easy for a sales rep to step in when needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning website traffic straight into qualified pipeline is a massive win for founders. Huge congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Thank you so much for your support! That\u2019s the idea behind Clara – instead of letting good website traffic go unnoticed, Clara talks to visitors, helps them find what they need, identifies the ones who are genuinely interested, and moves them toward a meeting. It\u2019s like having an SDR on your website 24\/7. Really appreciate the support : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> Really appreciate the support, KP!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@bhavyasree\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> ! This is really cool. Having an SDR available 24\/7 is a huge advantage for sales teams. <\/p>\n<\/p>\n<p>How does Clara answer questions? What information does she use and how many languages can she speak?<\/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\/@byalexai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@byalexai<\/a> Thank you so much for the support, Alex! \ud83d\ude4c <\/p>\n<p>Yes, absolutely – having an SDR available 24\/7 is a huge advantage, especially when visitors are ready to engage.<\/p>\n<p>Clara learns from your product docs, pitch decks, sales scripts, and FAQs, and uses that information to tailor conversations, answer questions, qualify visitors, and give personalized demos.<\/p>\n<p>She can also support 50+ languages, so teams can engage visitors across different markets and time zones.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@bhavyasree\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> <a href=\"https:\/\/www.producthunt.com\/@hemantha_vijay1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hemantha_vijay1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hemantha_vijay1<\/a> . Good to see you folks are trending at #1.<\/p>\n<p>curious, how are you thinking about measuring <strong>Clara\u2019s performance beyond meetings booked<\/strong>? would love to know what signals you use to decide whether a conversation is actually a qualified opportunity. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Thank you so much! \ud83d\ude4c Great question. We look beyond just meetings booked – Clara looks at the visitor\u2019s intent, responses, use case, fit, and level of engagement throughout the conversation.<\/p>\n<p>The qualification criteria can also be customized for each business, including specific questions or lead-scoring signals, so teams can define what a qualified opportunity means for them.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> <a href=\"https:\/\/www.producthunt.com\/@harkirat_singh3777\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harkirat_singh3777<\/a> Absolutely, this is something we care a lot about. \ud83d\ude4c A booked meeting alone doesn\u2019t tell the full story, so we\u2019re looking at the quality of the conversation, visitor intent, fit, and engagement throughout the interaction. We\u2019re also building Clara to support customizable qualification and scoring based on what each sales team considers a real opportunity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt community! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m the <strong>CTO & Co-founder at TruGen AI<\/strong>, and for the past few months, our team has been building <a href=\"https:\/\/www.producthunt.com\/products\/clara-ai-sdr\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"clara-ai-sdr\" target=\"_blank\" rel=\"noopener\">@Clara AI SDR<\/a> with one mindset: <strong>every website visitor is an opportunity and shouldn\u2019t go unattended.<\/strong><\/p>\n<\/p>\n<p>Instead of making visitors fill out forms or wait for a sales rep, Clara engages them in real time, understands their intent, qualifies them, gives personalized demos, and helps move the conversation forward.<\/p>\n<p>We\u2019re finally excited to share what we\u2019ve built with the Product Hunt community! \ud83d\ude80<\/p>\n<p>\ud83d\udc49 <strong>Try Clara:<\/strong> <a href=\"https:\/\/clarasdr.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/clarasdr.ai\/<\/a><\/p>\n<\/p>\n<p>Would really appreciate your feedback and thoughts as you check out Clara.<\/p>\n<p>Thanks so much for the support! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harigovind11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harigovind11<\/a> <br \/>How can I connect with you?<br \/>I want to learn from you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lovely launch video. Good luck on the launch <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sooddvs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sooddvs<\/a> Hahaa : ) Thanks a lot for your support! Appreciate it : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sooddvs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sooddvs<\/a> So glad you checked out the video, Divesh! Thanks again 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sooddvs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sooddvs<\/a> can’t add something else to this comment, otherwise it will duplicate the same statement<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the Launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yashchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashchoudhary<\/a> Thank you so much for the support Yash!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@yashchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashchoudhary<\/a> Really appreciate the support, yash!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Always happy to share what we\u2019ve been building with the Product Hunt community : )<\/p>\n<\/p>\n<p>We\u2019ve been working on making website conversations more meaningful – helping teams engage visitors, understand their intent, give personalized demos, and turn those conversations into real sales opportunities.<\/p>\n<\/p>\n<p>\ud83d\udc49 Try Clara: <a href=\"https:\/\/clarasdr.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/clarasdr.ai\/<\/a><\/p>\n<p>Looking forward to hearing your feedback and thoughts! \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Bhavya \ud83d\ude4c\ud83c\udffe<\/p>\n<\/p>\n<p>Reading this from South Africa and cheering the TruGen team from the sidelines. The framing of “the website itself as the first sales conversation” (Zac’s line, but you built the thing) is the shift a lot of founders are still catching up to. Wishing you a huge launch day and week\ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_yokwana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_yokwana<\/a> Thank you so much for the kind words and support! \ud83d\ude4c It really means a lot to have you cheering us on from South Africa. We\u2019ve put a lot of work into Clara, so it\u2019s exciting to finally have it out there and hear people\u2019s thoughts. \ud83d\ude80<\/p>\n<p>Really appreciate you being part of the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aya_yokwana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aya_yokwana<\/a> Really appreciate this! \ud83d\ude4c It\u2019s been a lot of work behind the scenes to get Clara here, so seeing the community connect with the idea means a lot to us. We\u2019re excited to keep pushing on the idea of making the website an active part of the sales process. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the real-time qualifying part is the hard bit. how does clara tell someone who’s genuinely engaged from someone just clicking around to see what happens, is that off timing\/behavior or something in how they respond?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> <br \/>How can I connect with you?<br \/>I want to learn from you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Thanks for the question! \ud83d\ude4c Clara qualifies visitors through the conversation itself – asking the right questions, understanding their responses and level of interest, and guiding genuinely interested prospects toward booking a meeting.<\/p>\n<\/p>\n<p>All of this can be customized based on each customer\u2019s requirements, including adding custom qualification or lead-scoring systems if needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hello Product Hunt community! \ud83d\udc4b<\/p>\n<\/p>\n<p>I\u2019m the <strong>CTO & Co-founder at TruGen AI<\/strong>, and for the past few months, our team has been building <a href=\"https:\/\/www.producthunt.com\/products\/clara-ai-sdr\" target=\"_blank\" rel=\"noopener\">@Clara AI SDR<\/a> with one mindset: <strong>every website visitor is an opportunity and shouldn\u2019t go unattended.<\/strong><\/p>\n<\/p>\n<p>Instead of making visitors fill out forms or wait for a sales rep, Clara engages them in real time, understands their intent, qualifies them, gives personalized demos, and helps move the conversation forward.<\/p>\n<p>We\u2019re finally excited to share what we\u2019ve built with the Product Hunt community! \ud83d\ude80<\/p>\n<p>\ud83d\udc49 <strong>Try Clara:<\/strong> <a href=\"https:\/\/clarasdr.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/clarasdr.ai\/<\/a><\/p>\n<\/p>\n<p>Would really appreciate your feedback and thoughts as you check out Clara.<\/p>\n<p>Thanks so much for the support! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Always happy to share what we\u2019ve been building with the Product Hunt community : )<\/p>\n<\/p>\n<p>We\u2019ve been working on making website conversations more meaningful – helping teams engage visitors, understand their intent, give personalized demos, and turn those conversations into real sales opportunities.<\/p>\n<\/p>\n<p>\ud83d\udc49 Try Clara: <a href=\"https:\/\/clarasdr.ai\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/clarasdr.ai\/<\/a><\/p>\n<p>Looking forward to hearing your feedback and thoughts! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhavyasree\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyasree<\/a> <br \/>How can I connect with you?<br \/>I want to learn from you.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4SO4LDF6AEJUCI\" class=\"app-title\">Taku AI<\/a><\/p>\n<div class=\"one-liner\">Borrow the best AI setups and make them yours.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">297<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Taku AI \u5c06\u6563\u843d\u7684\u4f18\u8d28AI\u6280\u80fd\u3001\u4ee3\u7406\u4e0e\u5de5\u4f5c\u6d41\u6253\u5305\u6210\u5f00\u7bb1\u5373\u7528\u7684\u684c\u9762\u5e94\u7528\uff0c\u8ba9\u975e\u6280\u672f\u7528\u6237\u514d\u53bbGitHub\u3001\u914d\u7f6e\u548cAPI\u4f9d\u8d56\uff0c\u76f4\u63a5\u201c\u590d\u5236\u9ad8\u624b\u914d\u7f6e\u201d\u5e76\u7528\u8d77\u6765\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\/102d5f12-5c5b-474c-bc17-2d1cfe31ef85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c24b279-6c40-482e-85d3-e47e53db7fe0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a7997c0-5e83-4409-a075-a71edcf32c08.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e0771ac5-e093-4dd9-86c6-5ed23104f156.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/39bf69fc-52ee-4dd3-ac3e-a80d36f7883d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/84c6d541-c335-492b-bd7a-ff74a7d8a3fd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02e26a57-9e4f-4c4c-9ce9-35277f9f5eec.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb3a626e-f25d-4dad-b702-ab22a9bd9d21.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\/ab063710-18fd-46ef-9b64-64230d31e865.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DADpBILD1V8\"><source src=\"https:\/\/youtu.be\/DADpBILD1V8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u5546\u5e97<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u96f6\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/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\u5c06AI\u80fd\u529b\u5e94\u7528\u5316\u201d\u7684\u62bd\u8c61\u4ef7\u503c\uff0c\u89e3\u51b3\u201c\u6536\u85cf\u5373\u5403\u7070\u201d\u75db\u70b9\u3002\u9ad8\u9891\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u7ec4\u4ef6\u5931\u6548\u65f6\u80fd\u5426\u5355\u72ec\u8c03\u8bd5\uff08\u5b98\u65b9\u79f0\u53ef\u81ea\u52a8\u8bc6\u522b\u5e76\u81ea\u7531\u7ec4\u5408\uff09\u3001\u590d\u5236\u662f\u5426\u8ddf\u968f\u539f\u4f5c\u8005\u66f4\u65b0\uff08\u73b0\u4e3a\u5feb\u7167\uff0c\u66f4\u65b0\u7b56\u7565\u89c4\u5212\u4e2d\uff09\u3001\u63a8\u8350\u7b97\u6cd5\u5982\u4f55\u5904\u7406\u540c\u8d28\u5e94\u7528\uff08\u89c6\u60c5\u5883\u5e76\u884c\u8fd0\u884c\uff09\u3001\u521b\u4f5c\u8005\u53d8\u73b0\uff08\u73b0\u6309\u4f7f\u7528\u9001\u79ef\u5206\uff0c\u8ba2\u9605\u5236\u7b79\u5907\u4e2d\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 Taku AI\u8e29\u51c6\u4e86AI\u5de5\u5177\u6cdb\u6ee5\u4f46\u53ef\u7528\u6027\u5d29\u584c\u7684\u771f\u5b9e\u65ad\u5c42\u2014\u2014\u591a\u6570\u4eba\u75b2\u4e8e\u5728GitHub\u3001\u63d0\u793a\u8bcd\u3001API\u5bc6\u94a5\u548c\u7248\u672c\u8fed\u4ee3\u4e2d\u53cd\u590d\u6a2a\u8df3\uff0c\u6700\u7ec8\u4ec0\u4e48\u90fd\u6ca1\u771f\u6b63\u7528\u4e0a\u3002\u5b83\u628a\u201c\u5de5\u4f5c\u6d41\u201d\u53d8\u6210\u201cApp\u201d\u7684\u601d\u8def\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u505aAI\u65f6\u4ee3\u7684\u201c\u53ef\u89c6\u5316\u5c01\u88c5\u5c42\u201d\uff0c\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u5e76\u8bd5\u56fe\u4ee5\u201c\u5e94\u7528\u5546\u5e97\u201d\u6a21\u5f0f\u805a\u5408\u751f\u6001\u3002\u521b\u59cb\u4eba\u653e\u5f03\u81ea\u7814\u91cd\u6a21\u578b\u3001\u8f6c\u5411\u201c\u642c\u8fd0+\u5c01\u88c5\u201d\u7684\u52a1\u5b9e\u9009\u62e9\uff0c\u786e\u5b9e\u66f4\u8d34\u8fd1\u5927\u4f17\u5e02\u573a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u98ce\u9669\u4e5f\u5f88\u76f4\u89c2\uff1a\u5176\u4e00\uff0cAI\u5e95\u5c42\u80fd\u529b\u8fed\u4ee3\u6781\u5feb\uff0c\u5feb\u7167\u5f0f\u590d\u5236\u5f88\u5feb\u4f1a\u9762\u4e34\u65ad\u94fe\u4e0e\u5931\u6548\uff0c\u81ea\u52a8\u66f4\u65b0\u89c4\u5212\u82e5\u4e0d\u6210\u719f\uff0c\u957f\u671f\u7ef4\u62a4\u6210\u672c\u4f1a\u50cf\u96ea\u7403\u4e00\u6837\u6eda\u5230\u5e73\u53f0\u8eab\u4e0a\uff1b\u5176\u4e8c\uff0c\u63a8\u8350\u673a\u5236\u76ee\u524d\u4ecd\u662f\u201c\u57fa\u4e8e\u7528\u6237\u610f\u56fe+\u70ed\u95e8\u201d\u7684\u8f7b\u91cf\u903b\u8f91\uff0c\u5f53\u540c\u8d28\u5316Stax\u589e\u591a\u65f6\uff0c\u5982\u4f55\u505a\u5230\u201c\u7cbe\u51c6\u4e14\u4e0d\u504f\u98df\u201d\u5c06\u51b3\u5b9a\u4f53\u9a8c\u4e0a\u9650\uff0c\u800c\u975e\u9760\u201c\u7528\u6237\u81ea\u5df1\u8bd5\u201d\u6765\u5145\u5f53\u8fc7\u6ee4\u5668\uff1b\u5176\u4e09\uff0c\u521b\u4f5c\u8005\u6fc0\u52b1\u505c\u7559\u5728\u79ef\u5206\u9636\u6bb5\uff0c\u771f\u6b63\u7684\u4ed8\u8d39\u8ba2\u9605\u82e5\u4e0d\u80fd\u5f62\u6210\u9ad8\u4f63\u91d1\u826f\u6027\u5faa\u73af\uff0c\u4f18\u8d28\u4f9b\u7ed9\u7684\u6301\u7eed\u6027\u5b58\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u672c\u8d28\u7684\u6311\u6218\u662f\uff1aTaku\u4e0d\u662f\u505a\u4e00\u4e2a\u66f4\u5f3a\u7684AI\uff0c\u800c\u662f\u505a\u4e00\u4e2a\u66f4\u4f1a\u201c\u6574\u7406\u201dAI\u7684\u4e2d\u95f4\u5c42\u3002\u8fd9\u4e2a\u4f4d\u7f6e\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u6280\u672f\uff0c\u800c\u5728\u751f\u6001\u8fc1\u79fb\u6210\u672c\u3002\u4e00\u65e6Claude\u3001OpenAI\u7b49\u5b98\u65b9\u4e00\u952e\u51faApp\uff0c\u6216\u4e3b\u6d41IDE\u539f\u751f\u96c6\u6210\u5de5\u4f5c\u6d41\u5206\u4eab\uff0cTaku\u7684\u201c\u642c\u8fd0\u5de5\u201d\u4ef7\u503c\u4f1a\u88ab\u8fc5\u901f\u7a00\u91ca\u3002\u77ed\u671f\u770b\uff0c\u5b83\u662f\u201c\u61d2\u4eba\u798f\u97f3\u201d\uff1b\u957f\u671f\u770b\uff0c\u5b83\u5fc5\u987b\u4ece\u201cAI\u5e94\u7528\u7684App Store\u201d\u8fdb\u5316\u4e3a\u201c\u80fd\u4e3b\u52a8\u66ff\u4f60\u7ec4\u88c5\u5de5\u5177\u94fe\u7684AI\u7ba1\u5bb6\u201d\uff0c\u5426\u5219\u53ea\u80fd\u6ca6\u4e3a\u901a\u5f80AGI\u8def\u4e0a\u7684\u4e00\u4e2a\u6f02\u4eae\u8def\u6807\u3002\u5f53\u4e0b\u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u56e2\u961f\u542c\u529d\u4e14\u52a8\u624b\u5feb\u2014\u2014\u8fd9\u6bd4\u5f88\u591a\u70ab\u6280\u7684\u4ea7\u54c1\u5b9e\u5728\u5f97\u591a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Taku AI<\/span>\n <\/div>\n<div class=\"comment-content\">AI is getting insanely powerful \u2014 and somehow harder to use. Taku fixes the last mile. It turns the best skills, agents, and workflows into real desktop apps anyone can run, remix, and make their own. Borrow setups from the pros, skip GitHub and setup, or just tell Taku what you want and watch it assemble the stack. The more you work, the more Taku learns what you need \u2014 and brings the right tools to you.<\/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 Austin here, founder of Taku.<\/p>\n<\/p>\n<p>Taku is changing how people discover and use AI, the way TikTok changed how we watch video.<\/p>\n<p>Before Taku: install Codex, hunt down the right tools, write your prompts, set up APIs, iterate, repeat. Then babysit the whole thing.<\/p>\n<p><strong>With Taku: the best setups find you. Copy from the pros, done.<\/strong><\/p>\n<\/p>\n<p>I previously cofounded Sapient Intelligence that raised over $22million in seed funding, and assembled a team from frontier labs like, Anthropic, Deepmind, Deepseek etc.<\/p>\n<p>I was building a coding agent at the time and I realized AI wasn’t making my life easier. It was making it harder. A new tool every week. New prompts, new configs, new workflows to babysit.<\/p>\n<p>And me? I’m a lazy potato. I want shortcuts. I wanted to copy, or honestly just steal, from people who know their shit. That one lazy thought resonated with more people than anything I’d actually built. So we built Taku.<\/p>\n<\/p>\n<p>For the everyday Joe: copy a pro’s setup and it runs out of the box. From there, Taku learns from every interaction and recommends the tools pros built for exactly what you need. The more you use it, the better it gets.<\/p>\n<p>For creators: you’ve pumped out an incredible wave of skills and open-source projects, but getting noticed is hard, and getting paid is even harder. <strong>Taku turns your work into user-friendly AI apps and recommends them to people at the exact moment they need them.<\/strong><\/p>\n<\/p>\n<p>Give it a try and tell us how to make it better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taku_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taku_ai<\/a> great product best of luck <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taku_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taku_ai<\/a> Congrats on the launch! This looks really helpful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taku_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taku_ai<\/a> Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What happens when one capability inside a Stack breaks or changes? Can I inspect the failing step without rebuilding everything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@cruise_chen Yes! Taku agent will automatically identify bugs and issues when running any setups or apps. Nothing\u2019s baked in and you can customize or combine apps on the fly!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 spent some time trying Taku today, and the part that clicked for me wasn\u2019t simply \u201canother way to build AI workflows.\u201d<\/p>\n<p>There are already a lot of powerful agents, skills, open-source projects, and workflows out there. My problem is that I discover them constantly, save them, and then almost never get them into something I actually use.<\/p>\n<p>What feels different here is the abstraction. Instead of asking me to understand the underlying setup first, Taku tries to turn those capabilities into something that behaves more like an app: I can discover something that already works, run it, then change the goal\/context and build on top of it.<\/p>\n<p>I also like the Stack direction. Most useful work isn\u2019t one prompt \u2014 for me it might be research \u2192 analyze \u2192 rank opportunities \u2192 turn the best one into a brief. Being able to keep that as one reusable workflow is much more interesting than jumping between five different AI tools every time.<\/p>\n<p>I\u2019m curious about one thing as the marketplace grows: how will Taku decide which apps or Stax to recommend when several could solve the same job? If the recommendation layer gets good enough to understand what I\u2019m working on and surface the right capability at the right moment, that could be a very strong part of the product.<\/p>\n<p>Congrats on the launch \u2014 excited to see where the app\/creator ecosystem goes from 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@owenlongbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@owenlongbo<\/a> This is exactly what clicked for me too \ud83d\ude2d I was constantly discovering amazing AI stuff, but almost none of it actually made it into my real workflow.<\/p>\n<p>And you nailed the recommendation piece \u2014 long term, I don\u2019t want users to have to know <em>which<\/em> app or Stax they need. Taku should understand what you\u2019re working on, learn from your context, and bring the right capability to you at the right moment.<\/p>\n<p>That\u2019s also why we\u2019re building the product around more than just discovery. You can run what someone else already built, remix it with your own goal\/context, combine multiple AI capabilities into a reusable Stack, and then publish it as a Stax for others to use and build on.<\/p>\n<p>Still a lot to build, but that whole loop \u2014 from discovering something useful to actually making it part of your workflow \u2014 is honestly one of the things I\u2019m most excited about. Thanks for such a thoughtful comment \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>“copy from the pros, done” is the sharp bit here. when two pros have opposite setups for the same job, does taku surface both or just converge on whichever’s more popular?<\/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\">@sabber_ahamed Taku will recommend setups and skills base on user\u2019s current setup and intent. When there are opposing systems, you can simply run them both separately as individual app setups to find out which one works better for you. There\u2019s no need for cleanup. That\u2019s why we chose to do an App oriented approach rather than just chats and skills.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@sabber_ahamed exactly! Human are still the best judge at this. And we can learn from the choices our users make to make the whole process more intelligent<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 very helpful, what kind of integrations do you have?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> <br \/>You’re right.<br \/>It’s very helpful.<br \/>I think that AI is very powerful but in some ways it’s very dangerous.<br \/>Becuase many devlopers were fired from the company.<br \/>How do you think about that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@doganakbulut you can connect Taku with your Claude code and codex if you have one and most of your work tools such as email calendar, notion, slack, spreadsheet and docs, and etc. Let us know if we are missing something and we will be adding support asap. \ud83d\ude00<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Emily here, CMO at Taku.<\/p>\n<p>I joined Taku for a pretty simple reason:<\/p>\n<p><strong>I had access to more AI than ever, and somehow I was still barely using any of it.<\/strong><\/p>\n<p>I\u2019ve spent my career on the business side \u2014 marketing, growth, and building companies. I\u2019m constantly having slightly unhinged ideas and thinking, \u201cwait\u2026 could AI build this?\u201d<\/p>\n<p>So naturally, I became an AI tool hoarder.<\/p>\n<p>Codex. Claude Code. GitHub repos with thousands of stars. Every \u201cyou NEED to try this agent\u201d thread on X.<\/p>\n<p>My bookmarks looked incredible.<\/p>\n<p>My actual workflow? Basically unchanged. \ud83d\ude02<\/p>\n<p>Because somewhere between <strong>\u201cthis looks insane\u201d<\/strong> and <strong>\u201cI\u2019m using it\u201d<\/strong> came repos, dependencies, configs, API keys, and errors I had no business debugging.<\/p>\n<p>Then Austin showed me Taku, and the idea clicked:<\/p>\n<p><strong>What if all this incredible AI capability felt like apps instead of infrastructure?<\/strong><\/p>\n<p>I don\u2019t think the next billion AI users are going to learn GitHub, manage skills, or debug environments.<\/p>\n<p>They\u2019re going to expect AI to work like every other great piece of software: find what you need, open it, and get something done.<\/p>\n<p>And on the other side, builders are creating an insane amount of intelligence that still struggles to reach the people who need it.<\/p>\n<p>That\u2019s the opportunity I see in Taku:<\/p>\n<p><strong>turn what AI builders create into intuitive apps everyone else can actually use.<\/strong><\/p>\n<p>Builders get distribution.<\/p>\n<p>Everyone else gets superpowers without the setup.<\/p>\n<p>That\u2019s why I joined.<\/p>\n<p>Give Taku 2.0 Beta a try \u2014 and if anything still makes you feel like you need a CS degree, please tell me. \ud83d\ude2d<\/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\/@emilymini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emilymini<\/a> This degree makes me eligible for student discounts \ud83d\ude0e<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>when you copy a pro’s setup, is it a snapshot or does it stay linked to their version? curious what happens when the original creator pushes an update after you’ve already customized your copy<\/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\">@sabber_ahamed it\u2019s currently a snapshot system for the exact reason you stated. But we are exploring the possibility where Taku can intelligently plan out update strategies based on your customization.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@sabber_ahamed we want to make it fully automatic that\u2019s why we are still working on it. Leaving this kind of decision to non technical users will be problematic.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on #1team!<br \/>\nbtw for creators publishing a Stax, is there any monetization built in yet or is it just distribution for now?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> How can I connect with you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@abod_rehman we will reward Stax publisher by usage right now with Taku Credits. Full monetization and subscription based bundle setup similar to Patreon and Substack is coming soon.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Making AI user-friendly is genuinely helpful, especially for those who are not so tech-savvy but could do with the AI help<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olver_thorarinsson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olver_thorarinsson<\/a> Exactly! That\u2019s a big part of why we\u2019re building Taku. AI is becoming incredibly powerful, but that power shouldn\u2019t be limited to people who know how to set up repos, configs, or agents. We want the experience to feel much more like using an app \u2014 open it, get value, and make it yours. \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>Big congrats on the launch! “Borrow the best AI setups and make them yours” is such a clever hook because curation and workflow-sharing are huge right now for builders trying to skip the learning curve. Love seeing tools that democratize productivity and leverage community setups like this. Wishing you tons of momentum today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> You nailed exactly what we\u2019re betting on \u2014 there\u2019s already so much brilliant AI being built, but most people shouldn\u2019t have to climb the whole learning curve just to use it. If the community has already figured out something great, why start from zero? Really appreciate the support \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I think the creator ecosystem could become a big part of this. If I build one great workflow, I would rather let other people run and remix it than explain the setup 50 times.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@justin2025 hahahaha exactly! I spent so much time in my previous job explaining how AI tools work to non-technical people. There has to be a better way to share and run ai skills than reading .md files.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An amazing peek about how we imaged AIOS should be<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jiachen_he\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jiachen_he<\/a> Yes \u2014 and the AI App Store part is honestly what I\u2019m most excited about \ud83d\udc40 <\/p>\n<p>There\u2019s already so much amazing AI being built. The missing piece is making it easy for everyone else to actually discover and use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. You said the lazy idea of copying someone else’s setup got more of a reaction than anything you had actually built. Good on you for listening to that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@lucasjpols hahahah good artist copy, great artist steal\ud83d\udc4c<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 ridiculous number of AI tools bookmarked and probably use 5% of them. Turning the useful ones into something I can just open and run feels like the right abstraction.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23b22fd1-be25-48a5-9c75-729f93728b85.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@kristen_ximou Been there too! It\u2019s so hard going from \u201coh this looks cool\u201d to actually running them in your workflow. Taku is fixing this for people just like you and me.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a designer (zero coding), this is the best AI desktop app I’ve used. I am not a coder at all, I’ve lost count of the hours spent reading <a href=\"http:\/\/instruction.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">instruction.md<\/a> files on GitHub trying to make “agent skills” work, and Taku turned that all into just a few clicks.<\/p>\n<p>Made an album app in like 10 mins, more design skills and bundles please \ud83d\ude4f<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1dd021f7-93a6-43aa-8500-bc74730e717b.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">@siyu_zhong1 why learn everything from scratch when you can just copy other people\u2019s work and get results<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting idea! I know I get overwhelmed with the stops to try all these new AI projects, and Taku is making it easier!<\/p>\n<p>I’m trying it out now and want to look at specific use cases for this platform. Can’t wait!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@_thetoolkit exactly why we built Taku! Let us know how your Taku journey is and please let us know what we we can do to make it even easier for 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>I would use this for all the workflows I currently have scattered across ChatGPT chats, docs, saved prompts, browser tabs, and random tools I forgot I signed up for.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jin_shang1 hahaha I have been there 100%. Managing context and tools across different tools and chats is so tedious and time consuming. Taku wants to build a better way for people to get things done with AI<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch! This looks amazing!<\/div>\n<div class=\"comment-actions\">\n<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\/@makadiaharsh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@makadiaharsh<\/a> Thank you!! currently fused to my chair refreshing the dashboard like it owes me money.<\/p>\n<p>We still have a few rough edges to fix, so we\u2019ll be shipping updates all week \u2014 plus some limited-time promos and FREE credits \ud83d\udc40<\/p>\n<p>stay close. we have things cooking. \ud83c\udf73 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>tried this and loved it.<br \/>i do a lot of pm work and most ai tools die at the setup step for me, i’m not going to clone a repo and hunt for api keys on a tuesday. this one just opened and worked, and changing it to fit my own workflow took a minute. simple in a way i wasn’t expecting.<br \/>super cool cpncept and i hope more people find out this app!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@hans_c thanks for the comment! Glad you enjoyed Taku and we will be working hard to bring more amazing content to our platform in the coming days!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the concept of turning complex agent workflows into actual desktop apps that non-tech folks can use without wrestling with GitHub setups. The “remixing setups from pros” feature sounds like a game changer for getting started fast.<\/p>\n<p>Quick feedback: The UI looks super slick, but having a quick 30-second video demo right at the top of the site would make the value proposition click even faster.<\/p>\n<p>Question: Since Taku learns and brings the right tools over time, how does it handle data privacy and local context for sensitive workflows?<\/p>\n<p>Wishing you guys massive success today! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the creator side is the part I’m most curious about. you said getting paid is even harder than getting noticed, and Taku turns work into apps and recommends them at the right moment – but what does the actual payout look like for the creator when someone runs their setup, is there a rev share per use, a one-time fee, or is discovery itself the whole value prop for now<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/EYRCRDAZWHCYXQ\" class=\"app-title\">Superflow AI<\/a><\/p>\n<div class=\"one-liner\">AI agents that QA your website before launch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">234<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Superflow AI\u5c06\u56e2\u961f\u73b0\u6709\u7684QA\u68c0\u67e5\u6e05\u5355\u8f6c\u5316\u4e3a\u4e00\u7ec4AI\u4ee3\u7406\uff0c\u5728\u7f51\u7ad9\u4e0a\u7ebf\u524d\u81ea\u52a8\u626b\u63cf\u6240\u6709\u9875\u9762\uff08\u684c\u9762\u7aef\u548c\u79fb\u52a8\u7aef\uff09\uff0c\u5e76\u628a\u53d1\u73b0\u7684\u95ee\u9898\u76f4\u63a5\u9489\u5728\u5b9e\u65f6\u7f51\u9875\u4e0a\uff0c\u66ff\u4ee3\u4eba\u5de5\u68c0\u67e5\uff0c\u8ba9\u201c\u54c1\u5473\u5224\u65ad\u201d\u4ecd\u7531\u4eba\u7c7b\u638c\u63a7\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\/c3b92323-a646-4199-b9e4-1a969ab3d646.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fe982b1-f0b1-4057-b529-77bbff348eaf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/60c7470e-f50d-4ef1-a3ae-8814df5eaffe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d27d9dcc-7b0e-4d64-b7fb-502e2a31d509.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc107867-8c80-4afb-b650-e6c882dbf578.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6657c17c-c9e0-4d8f-aabb-3923558e868d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db52e45b-dec4-4a31-a39d-156179889c09.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\/c0cbe8e4-1e4e-4939-9600-c85fdd2f6a97.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=x8g5jZ2vKno\"><source src=\"https:\/\/www.youtube.com\/watch?v=x8g5jZ2vKno\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f51\u7ad9\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">QA\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u7ebf\u524d\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">Webflow\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u8d28\u68c0<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5ba1\u67e5<\/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\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u521b\u5efa\u53d8\u5feb\u3001\u68c0\u67e5\u6210\u672c\u4e0d\u53d8\u201d\u7684\u75db\u70b9\uff0c\u70b9\u8d5e\u81ea\u52a8\u9489\u9009\u548c\u5e76\u884c\u626b\u63cf\u529f\u80fd\u3002\u4f46\u6709\u4eba\u53cd\u9988\u5728\u5b89\u88c5\u9875\u9762\u5361\u4f4f\uff0c\u627e\u4e0d\u5230\u5b89\u88c5\u9009\u9879\uff1b\u53e6\u6709\u7528\u6237\u63d0\u51fa\u6d4b\u8bd5\u201c\u975e\u81ea\u52a8\u5316\u68c0\u67e5\u9879\u201d\u7684\u6311\u6218\uff0c\u53caAI\u5b66\u4e60\u673a\u5236\u662f\u5426\u771f\u80fd\u9002\u914d\u56e2\u961f\u5224\u65ad\u6807\u51c6\u7684\u7591\u95ee\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 Superflow AI\u7684\u5207\u5165\u70b9\u5f88\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u91cd\u65b0\u53d1\u660eQA\u6d41\u7a0b\uff0c\u800c\u662f\u7528AI\u4ee3\u7406\u201c\u541e\u566c\u201d\u56e2\u961f\u5df2\u7ecf\u4fe1\u4efb\u7684\u68c0\u67e5\u6e05\u5355\u3002\u8fd9\u907f\u5f00\u4e86\u201cAI\u53d6\u4ee3\u4eba\u201d\u7684\u53d9\u4e8b\u9677\u9631\uff0c\u8f6c\u800c\u5f3a\u8c03\u201cAI\u505a\u9ed1\u767d\u5206\u660e\u7684\u4e8b\uff0c\u4eba\u4fdd\u7559\u54c1\u5473\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u68c0\u67e5\u201d\u8fd9\u4e00\u5728\u5185\u5bb9\u751f\u4ea7\u6210\u672c\u9aa4\u964d\u540e\u53d8\u5f97\u6602\u8d35\u7684\u73af\u8282\uff0c\u91cd\u65b0\u62c9\u56de\u8fd1\u4e4e\u96f6\u8fb9\u9645\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u7280\u5229\u7684\u770b\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u5b58\u5728\u4e24\u4e2a\u6f5c\u5728\u88c2\u7f1d\u3002\u5176\u4e00\uff0c\u8bc4\u8bba\u4e2d\u201c\u5361\u5728\u5b89\u88c5\u9875\u201d\u7684\u53cd\u9988\u66b4\u9732\u4e86\u5176\u90e8\u7f72\u95e8\u69db\uff0c\u5c3d\u7ba1\u5ba3\u79f0\u652f\u6301\u591a\u5e73\u53f0\uff0c\u4f46\u5bf9\u975e\u6280\u672f\u7528\u6237\u4ecd\u4e0d\u591f\u987a\u6ed1\u3002\u5176\u4e8c\uff0c\u4e5f\u662f\u66f4\u5173\u952e\u7684\uff1a\u4ea7\u54c1\u58f0\u79f0\u201c\u62d2\u7edd\u7684\u53cd\u9988\u4e0d\u518d\u51fa\u73b0\u201d\uff0c\u4f46\u8fd9\u672c\u8d28\u4e0a\u662f\u5efa\u7acb\u4e00\u4e2a\u8d1f\u53cd\u9988\u95ed\u73af\uff0c\u98ce\u9669\u5728\u4e8e\u5b83\u53ef\u80fd\u5728\u4f18\u5316\u201c\u4e0e\u56e2\u961f\u504f\u597d\u4e00\u81f4\u201d\u7684\u540c\u65f6\uff0c\u9010\u6e10\u8fc7\u6ee4\u6389\u201c\u771f\u6b63\u7684\u65b0\u95ee\u9898\u201d\u2014\u2014AI\u4f1a\u8d8a\u6765\u8d8a\u50cf\u56e2\u961f\u7684\u65e7\u4e60\u60ef\uff0c\u800c\u4e27\u5931\u53d1\u73b0\u76f2\u533a\u7684\u80fd\u529b\u3002\u6240\u8c13\u7684\u201c\u5b66\u4e60\u201d\uff0c\u53ef\u80fd\u6700\u7ec8\u53d8\u6210\u4e00\u79cd\u7cbe\u81f4\u7684\u4fdd\u5b88\u4e3b\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff1a\u5f53AI\u4ee3\u7406\u80fd\u5904\u740690%\u7684\u201c\u68c0\u67e5\u9879\u201d\u540e\uff0c\u56e2\u961f\u5269\u4e0b\u768410%\u201c\u54c1\u5473\u5224\u65ad\u201d\u662f\u5426\u4f1a\u56e0\u4e3a\u7f3a\u5c11\u65e5\u5e38\u5927\u91cf\u68c0\u67e5\u7684\u201c\u808c\u8089\u8bb0\u5fc6\u201d\u800c\u9000\u5316\uff1f\u5de5\u5177\u5265\u593a\u4e86\u4eba\u7684\u91cd\u590d\u52b3\u52a8\uff0c\u4e5f\u5265\u593a\u4e86\u4eba\u5728\u91cd\u590d\u4e2d\u79ef\u7d2f\u76f4\u89c9\u7684\u673a\u4f1a\u3002Superflow\u8ba9\u4e0a\u7ebf\u524d\u68c0\u67e5\u53d8\u5f97\u6781\u5feb\uff0c\u4f46\u201c\u5feb\u201d\u4e0e\u201c\u597d\u201d\u4e4b\u95f4\u7684\u9e3f\u6c9f\uff0c\u662f\u5426\u771f\u80fd\u88ab\u4e00\u4e2a\u5b66\u4e60\u578b\u4ee3\u7406\u586b\u8865\uff0c\u4ecd\u9700\u89c2\u5bdf\u3002\u76ee\u524d\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u63d0\u6548\u5de5\u5177\uff0c\u4f46\u8ddd\u79bb\u201cAI QA\u5de5\u7a0b\u5e08\u201d\u7684\u53d9\u4e8b\uff0c\u8fd8\u6709\u4e00\u6bb5\u5173\u4e8e\u201c\u5ba1\u7f8e\u201d\u7684\u6f2b\u957f\u8dcb\u6d89\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\">Superflow AI<\/span>\n <\/div>\n<div class=\"comment-content\">Superflow turns the QA checklist you already use into a team of AI agents. They sweep every page, desktop and mobile, and pin every finding on the live site. Agents handle the black and white issues. Taste stays with you. Agents learn: rejected findings stop coming back, and misses become checks on future sites. Teams say they catch ~90% of what they found by hand. Works with Webflow, Framer, WordPress, Shopify, Next.js, Netlify + more.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An agency founder told me last year: “We’re never changing our QA process. It’s tight.”<\/p>\n<p>I asked what tight looked like. He sent a spreadsheet with 400 checks on it. A ten person QA team. Every site clears all 400 before a client sees it. That’s ten people doing nothing but checking, all year.<\/p>\n<p>Two weeks later he came back. He had a mandate to find AI tools for QA.<\/p>\n<p>Both things were true at once. Nothing about the process was broken. It just stopped fitting the number of pages.<\/p>\n<p>Creating got fast and nearly free. Checking costs exactly what it always did.<\/p>\n<p>So we rebuilt Superflow around checking.<\/p>\n<p>You upload the checklist you already own. A spreadsheet, a doc, a PDF. It becomes a team of agents, and each knows what to look for: broken links, a wrong phone number, old pricing, a claim your legal team hates, a page that breaks the brand guide.<\/p>\n<p>They run in parallel across the site, phone and desktop, and pin what they find on the page itself, screenshot attached. Ten agents across 80 pages is 800 checks in a few minutes.<\/p>\n<p>Then the human part. You look at what they found and decide. Reject a finding and it stops coming back. Nothing ships until a person says so.<\/p>\n<p>Free to start. 500 credits at signup, enough for one real site run. Installs on Webflow, Framer, WordPress, Shopify, or a script tag.<\/p>\n<p>I’m here all day, and here’s what I actually want. Post the check on your list you think no agent could do. I’ll run it on your site and report back, pass or fail. And for everyone who doesn’t ship websites for a living: what do you always spot five seconds after you hit publish?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rakeshgoyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rakeshgoyal<\/a> There\u2019s something painfully familiar about this.<\/p>\n<p>The checklist wasn\u2019t broken. The economics were.<\/p>\n<p>Once creating became cheap, checking quietly became the bottleneck. And apparently the solution was to hire ten people to stare at the same 400 boxes forever.<\/p>\n<p>Superflow attacking the checklist itself is the interesting part. If the agents can learn what \u201cgood\u201d means from the process teams already trust, that changes the equation quite a bit.<\/p>\n<p>The real test might be the checks nobody thinks are automatable.<\/p>\n<p>Those are usually the ones worth watching.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@rakeshgoyal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rakeshgoyal<\/a> Congrats on the launch! Automated QA before launch is one of those things everyone wants and nobody wants to build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@rakeshgoyal Congrats on launch \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Engineer on the team here. We’ve spent the past months building the agent framework behind this launch, so let me share what we were actually going for: not another site scanner, but a QA engineer for your team.<\/p>\n<p>Here’s what that means in practice:<\/p>\n<p>\ud83e\udd16 Agents that find problems before humans do. They sweep every page, desktop and mobile, in parallel, broken links, wrong phone numbers, stale pricing, brand guide violations and pin every finding on the live page. What used to take a team days happens in minutes, before a human ever opens the site.<\/p>\n<p>\ud83e\udde0 Self-learning: from your checklist and your people. Reject a finding and it never comes back. Catch something the agents missed, and it becomes a check on every future run. But it goes further, the agents learn your team’s review patterns, what your reviewers flag, what they let slide, what each client considers a dealbreaker. Week one it knows your checklist. Month three it reviews like your team does.<\/p>\n<p>\ud83d\udcac Ask AI: your client knowledge, on tap. Every run builds up patterns about each client’s sites: what breaks repeatedly, what’s been flagged before, what that client cares about. Instead of digging through old reports, you just ask.<\/p>\n<p>\ud83d\udd04 Two-way sync with the tools your team lives in. Slack, Monday, ClickUp, Asana, comments flow into your PM tool as tasks and data flows back. Close the task in ClickUp, it resolves in Superflow. No copy-pasting screenshots into tickets, no orphaned findings living in a separate dashboard nobody checks.<\/p>\n<p>\ud83d\udd0c Fits the stack you already ship with. Webflow, WordPress, Shopify or a plain script tag. Your checklist, your platforms, your final say nothing ships until a person approves it.<\/p>\n<p>The goal was simple: give every team the tireless QA engineer they could never afford to hire one that studies how your best reviewers work and keep the judgment calls exactly where they belong: with you.<\/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\/@itsraghul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsraghul<\/a> \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>Agents do the checking while you focus on the bigger picture.<\/p>\n<p>An always-on QA teammate when you need one. \ud83d\udd25<\/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\/@vivek_khakhkhar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vivek_khakhkhar1<\/a> \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>Watching multiple agents crawl a site in parallel and pin findings right on the page is amazing!!.<\/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\/@samarth_goel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samarth_goel1<\/a> \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>Agencies can now have QA Agent teammates who run 24\/7 and never miss a beat!<\/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\/@itsmiri_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsmiri_<\/a> \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>Wow, we are preparing to launch this Sunday, and Superflow launched just in time for us to use it to QA our landing website and prod webapp. Amazing, super useful product.<\/p>\n<p>All the best for your launch!!<\/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>awesome <a href=\"https:\/\/www.producthunt.com\/@ankushkun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ankushkun<\/a> – 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>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>Wow this is super interesting for me as a marketing lead. Since we are localizing our content, a lot of errors miss our fingertips. <\/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>great to hear<a href=\"https:\/\/www.producthunt.com\/@ninuna_ungiadze2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ninuna_ungiadze2<\/a> – I’d love your feedback once you have tried it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the focus on automated website QA before launch day. Super useful build, congrats guys!<\/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>thanks <a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@thisiskp_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thisiskp_<\/a> btw we are also in the process of launching a netlify plugin!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>No more sweating over broken links or typos right before hitting publish. \ud83d\ude05 We built this to catch all those sneaky little bugs automatically, so you can hand off Webflow sites with total confidence.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mayankp09\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mayankp09<\/a> \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>Nothing about that agency’s QA process was broken. It had just stopped fitting the number of pages. You framed that generously, and congrats on launch number seven.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks <a href=\"https:\/\/www.producthunt.com\/@lucasjpols\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucasjpols<\/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>I tried to scan my site on your website, but I got stuck on the install page. There isn’t an option to install, and I’m not really sure what needs to be installed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> for installation you will see a step to install the script on your site. Do you see that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/S4AFXH6VZIWPUB\" class=\"app-title\">Hubble<\/a><\/p>\n<div class=\"one-liner\">Retrieve medical records other APIs can’t<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">175<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hubble\u901a\u8fc7API\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u8de8\u533b\u7597\u673a\u6784\u7684\u5168\u91cf\u533b\u7597\u8bb0\u5f55\u68c0\u7d22\u670d\u52a1\uff0c\u89e3\u51b3\u60a3\u8005\u5386\u53f2\u75c5\u5386\u5206\u6563\u5728\u5404\u7cfb\u7edf\u3001\u4f20\u7edf\u63a5\u53e3\u65e0\u6cd5\u83b7\u53d6\u5b8c\u6574\u6570\u636e\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\/0a91a20e-c42a-4957-8781-5851582d6174.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\/a70678c4-f94d-4a3f-a3e0-7d5098595e28.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=TC9QoaFHlRk\"><source src=\"https:\/\/www.youtube.com\/watch?v=TC9QoaFHlRk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u533b\u7597\u6570\u636eAPI<\/span><br \/>\n <span class=\"tag\">FHIR\u4e92\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u75c5\u5386\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u60a3\u8005\u6388\u6743<\/span><br \/>\n <span class=\"tag\">EHR\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7f8e\u56fd\u5e02\u573a<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/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\u89e3\u51b3\u5206\u6563\u75c5\u5386\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\uff1a\u6570\u636e\u9690\u79c1\u4e0e\u64a4\u56de\u673a\u5236\u3001PDF\u4e0b\u8f7d\u652f\u6301\u3001\u8bed\u97f3\u4ee3\u7406\u9762\u5bf9\u56de\u8c03\u961f\u5217\u6216\u975e\u811a\u672c\u63d0\u95ee\u7684\u5e94\u5bf9\u7b56\u7565\u3001\u7f8e\u56fd\u4ee5\u5916\u5730\u533a\u53ef\u7528\u6027\u3001\u9662\u524d\u6025\u6551\u8bb0\u5f55\u517c\u5bb9\u6027\u3002\u521b\u59cb\u56e2\u961f\u56de\u5e94\u4e86\u6570\u636e\u5b89\u5168\u3001\u591a\u6a21\u6001\u68c0\u7d22\u7b56\u7565\u53ca\u4eba\u5de5\u5347\u7ea7\u8def\u5f84\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 Hubble\u5207\u5165\u7684\u5e76\u975e\u201c\u521b\u65b0\u201d\u8d5b\u9053\uff0c\u800c\u662f\u533b\u7597\u4fe1\u606f\u5316\u6700\u987d\u56fa\u7684\u9057\u7559\u5730\u5e26\u2014\u2014\u4f20\u771f\u673a\u3001\u7535\u8bdd\u6811\u548c\u65e0\u4eba\u8bb0\u5f97\u5bc6\u7801\u7684Patient Portal\u3002\u5176\u6838\u5fc3\u4eae\u70b9\u5728\u4e8e\u201c\u4e0d\u6311\u98df\u201d\u7684\u6570\u636e\u83b7\u53d6\u7b56\u7565\uff1aEHR\/HIE\u63a5\u53e3\u53ef\u7528\u5219\u7528\uff0c\u63a5\u53e3\u7f3a\u5931\u5219\u7528\u6d4f\u89c8\u5668\u4ee3\u7406\u81ea\u52a8\u767b\u5f55\u95e8\u6237\uff0c\u518d\u4e0d\u884c\u5c31\u8ba9\u8bed\u97f3\u4ee3\u7406\u6253\u7535\u8bdd\u7ed9\u75c5\u5386\u90e8\u95e8\u3002\u8fd9\u79cd\u201c\u591a\u6a21\u6001\u7a77\u4e3e\u201d\u7b56\u7565\u7cbe\u51c6\u66b4\u9732\u4e86\u7f8e\u56fd\u533b\u7597IT\u7684\u788e\u7247\u5316\u73b0\u72b6\uff0c\u4e5f\u6784\u6210\u4e86\u5176\u771f\u5b9e\u7684\u62a4\u57ce\u6cb3\u2014\u2014\u4e0d\u662f\u6280\u672f\u58c1\u5792\uff0c\u800c\u662f\u5bf9\u975e\u7ed3\u6784\u5316\u6d41\u7a0b\u7684\u5de5\u7a0b\u5316\u62c6\u89e3\u80fd\u529b\u3002\u56e2\u961f\u80cc\u666f\uff08One Medical\u3001Grow Therapy\uff09\u4e3a\u4ea7\u54c1\u53ef\u4fe1\u5ea6\u80cc\u4e66\uff0c\u4f46175\u7968\u7684\u53d1\u5e03\u70ed\u5ea6\u6620\u5c04\u51fa\u8be5\u7ec6\u5206\u5e02\u573a\u7684\u5c40\u9650\uff1a\u4e70\u65b9\u5e76\u975e\u60a3\u8005\u6216\u533b\u751f\uff0c\u800c\u662f\u4fdd\u9669\u3001\u751f\u547d\u79d1\u5b66\u548c\u6cd5\u5f8b\u7b49\u5782\u76f4\u884c\u4e1a\u5f00\u53d1\u8005\uff0c\u8fd9\u7c7bB2D\u4e1a\u52a1\u51b3\u7b56\u94fe\u957f\u3001\u5408\u89c4\u5ba1\u6838\u4e25\u3002\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u5f53\u524d\u6cd5\u5f8b\u6846\u67b6\u4ec5\u4f9d\u8d56\u201c\u60a3\u8005\u4e2a\u4eba\u8bbf\u95ee\u6743\u201d\uff08HIPAA Right of Access\uff09\u4f5c\u4e3a\u8bf7\u6c42\u6743\u57fa\u7840\uff0c\u4e00\u65e6\u5927\u89c4\u6a21\u5904\u7406\u654f\u611f\u6570\u636e\uff0c\u5dde\u7ea7\u9690\u79c1\u6cd5\u4e0e\u533b\u7597\u673a\u6784\u5bf9\u6297\u6027\u54cd\u5e94\u53ef\u80fd\u62ac\u9ad8\u5c65\u7ea6\u6210\u672c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8bed\u97f3\u4ee3\u7406\u906d\u9047\u4eba\u5de5\u6838\u9a8c\u6216\u6000\u7591\u7684\u7591\u95ee\uff0c\u663e\u793a\u5176\u81ea\u52a8\u5316\u65b9\u6848\u5728\u771f\u5b9e\u4e34\u5e8a\u573a\u666f\u4e2d\u4ecd\u5b58\u5728\u6210\u529f\u7387\u5929\u82b1\u677f\u3002\u82e5\u4e0d\u80fd\u63d0\u4f9bSLA\u4fdd\u969c\u7684\u54cd\u5e94\u65f6\u6548\u548c\u53ef\u5ba1\u8ba1\u7684\u8bf7\u6c42\u6eaf\u6e90\u94fe\uff0cHubble\u6050\u5c06\u6ca6\u4e3a\u6280\u672f\u6f14\u793a\u54c1\u800c\u975e\u533b\u7597\u57fa\u7840\u8bbe\u65bd\u3002\u4ea7\u54c1\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u9700\u56de\u7b54\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a\u5f53Cerner\u6216Epic\u6700\u7ec8\u5f00\u653e\u5b8c\u6574API\u65f6\uff0cHubble\u7684\u589e\u91cf\u4ef7\u503c\u8fd8\u5269\u591a\u5c11\uff1f\u2014\u2014\u5c4a\u65f6\uff0c\u5b83\u79ef\u7d2f\u7684\u5f02\u5e38\u8def\u5f84\u5904\u7406\u5e93\u5c06\u662f\u552f\u4e00\u53ef\u9632\u5fa1\u8d44\u4ea7\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\">Hubble<\/span>\n <\/div>\n<div class=\"comment-content\">Medical records still live behind fax lines, phone trees, and portal logins nobody remembers. A patient verifies their identity once, and Hubble assembles their records from across their providers and returns them through one API, for your AI agent to use.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Prabha, one of the founders of Hubble.<\/p>\n<p>If you’re building something that needs a patient’s records, there’s no clean way to get them. A patient’s history is scattered across every provider they’ve seen, and each system is its own island. Most APIs return the patient-portal subset rather than the full record, so teams either build per-provider integrations for months, fall back to faxes and manual portal logins, or push the problem onto the patient.<\/p>\n<p>Hubble is the layer that goes and gets the rest. Your user verifies their identity once, and we assemble their records from across their providers and return them through one API. We connect into EHRs and HIEs where they work, and when an API comes back empty we keep going with browser agents that submit the request through provider portals and voice agents that call records departments on the patient’s behalf. Every request runs on the patient’s individual right of access, they review every source, and they can revoke at any time.<\/p>\n<p>We’re the team behind the AI agents at Grow Therapy and Amazon’s One Medical, used by millions of patients. We kept hitting this wall ourselves, so we built the layer that gets past it.<\/p>\n<p>Would love your feedback, especially from anyone who has fought with records retrieval before. I’ll be here in the comments all day.<\/p>\n<p>(PH exclusive: 7 days free. Reach out and mention this post, or email me at <a href=\"mailto:prabha@hubble.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">prabha@hubble.ai<\/a> and I’ll get you set up.)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prabhadublish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prabhadublish<\/a> Great framing on the launch, giving patients control to review sources and revoke access makes compliance conversations way easier for dev teams,qq like when a voice agent calls a clinic, does it use dynamic caller ID matching the patient’s area code?<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Aaron here, co-founder of Hubble. The reason we built this: AI is going to transform healthcare. I launched Amazon One Medical’s first production AI agent and found that the key limiting factor was context. Getting a patient’s history meant tons of broken integrations with upstream systems like EHRs and payers. Prabha and I realized everyone (even ourselves!) was rebuilding the same broken pipe, every time. Hubble is that context layer built once for all builders who need access to patient records across domains (care delivery, insurance, consumer health, life sciences research, legal, etc). <\/p>\n<p>Ask me anything about what we learned trying to do this the hard way first. <\/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\/@aaronleon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronleon<\/a> The problem always hits different when you have lived it yourself!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <\/p>\n<\/p>\n<p>The problem you are solving is genuinely interesting especially with patient records being scattered across providers<\/p>\n<p>Curious to see how Hubble handles the messy real world edge cases here and excited to see where this goes<\/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\/@suryansh_tiwari2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryansh_tiwari2<\/a> 100%! There are a ton of challenging edge cases that make the problem of record retrieval an annoying one to build and maintain in house. It’s the reason why we’re investing in being that trusted bridge so that companies don’t need to build this themselves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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><a href=\"https:\/\/www.producthunt.com\/@prabhadublish\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"prabhadublish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prabhadublish<\/a> <a href=\"https:\/\/www.producthunt.com\/@aaronleon\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aaronleon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronleon<\/a> thx for making this. Sounds like it could be really powerful for builders. Curious about its application for caregivers. I\u2019m a caregiver for my partner, building a a medical \u201cbible\u201d of sorts across notion and Dropbox of every visit, surgery, consult, rx, test, procedure etc\u2026. Once Hubble locates and compiles a patients full record history and normalizes it, is it downloadable as readable files (PDF\u2019s etc)?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aaronleon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aaronleon<\/a> <a href=\"https:\/\/www.producthunt.com\/@adamcl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adamcl<\/a> yes! we totally agree re: value to builders. our core belief is not just retrieving the data but making it easy to understand. We allow for PDF downloads!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 team! It sounds awesome. How do retrieve those records and why other APIs can’t? Anyway, 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> Great questions – we use other methods like voice and browser agents to go beyond what the APIs have available. Our core thesis is that we should pursue multiple methods in order to build a more complete record. Our goal is to reduce the burden on consumers and businesses who need this context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome! It would be great it this paired with prehospital records (on an ambulance) because those interventions\/vitals are often lost in the patient care journey<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@joel_mampilly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_mampilly<\/a> This is such a good point! I’m curious if any prehospital records are digitized in any way today, would love to learn more.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you want to learn more about your company and use case, book time on my calendar here: <a href=\"https:\/\/calendly.com\/prabha-hubble\/30min?month=2026-08\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/calendly.com\/prabha-hubble\/30min?month=2026-08<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of your fallbacks is a voice agent phoning a records department on the patient’s behalf. That call is the unglamorous part of this problem. Congrats on taking it on instead of leaving it to patients.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lucasjpols\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lucasjpols<\/a> sometimes the most unglamorous solution can be the most effective!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Awesome product – I was just switching primary care providers and had to stitch all my records together. How can I ensure that my records are safe with Hubble? Is it easy for me to remove any of the records I don’t want Hubble to hold?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@christinagee12\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@christinagee12<\/a> Great questions & know how frustrating it is to stitch records together. We take privacy seriously at Hubble, we know how sensitive this data is so it’s a core principle as we built the product. Every patient has agency to remove records that they don’t want Hubble to hold as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Which countries are supported? Only the US?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@natalia_iankovych\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@natalia_iankovych<\/a> We’re currently only in the US, but are considering expanding to other countries!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 voice agents calling records departments is the interesting part to me – what happens when a provider’s line dumps into a callback queue or wants live verbal ID verification? does it hand off to a human or just keep retrying<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> love these questions! the callback queue is one where can track & follow up on. We haven’t seen examples of verbal ID verification, what’s more common is requesting an authorization form being faxed over, which we can handle. I think we’ll have more signal on this as we continue to scale<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the voice agents calling records departments is the part I’d want fail-tested. what happens when the person on the other end gets suspicious it’s not a human and throws an unscripted question at 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\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> Totally hear you on that. You’re flagging two valid concerns: 1\/ will people be suspicious that it’s not a human and 2\/ how do we handle different unscripted questions. For 1, we are seeing more providers start adopting AI for these workflows. In addition we also have escalation paths to humans if needed. For 2, we are constantly improving our prompts to handle these different paths as well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is huge \u2014 going to different doctors always meant starting from scratch and they never had the full context. this is key to better patient outcomes \ud83d\udd11<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hari_mahesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hari_mahesh<\/a> We totally agree! Think we’ve all personally felt the pain of chasing your medical records down, it’s so frustrating!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hari_mahesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hari_mahesh<\/a> Especially as people move more and more this is becoming a much bigger issue. Great point, Hari!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@connortbot\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@connortbot<\/a> thanks, Connor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Literally happened to me with Kaiser last week and it was a nightmare! Excited to see a product fixing these critical dependencies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maxime_seknadje\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxime_seknadje<\/a> So sorry to hear that happened to you! It’s so incredibly frustrating to experience that, I know I have as well. Also good to hear from you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HPLPEIMEX6JS2V\" class=\"app-title\">ElevenLabs MCP in Claude<\/a><\/p>\n<div class=\"one-liner\">Create and manage ElevenLabs voice agents in your chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">151<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ElevenLabs MCP in Claude \u5c06 ElevenLabs \u8bed\u97f3\u4ee3\u7406\u7684\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\uff08\u521b\u5efa\u3001\u67e5\u770b\u3001\u66f4\u65b0\u3001\u590d\u5236\u3001\u5220\u9664\uff09\u76f4\u63a5\u5d4c\u5165 Claude \u804a\u5929\u754c\u9762\uff0c\u89e3\u51b3\u4e86\u56e2\u961f\u5728\u6784\u5efa\u548c\u8fd0\u7ef4\u8bed\u97f3\u4ee3\u7406\u65f6\uff0c\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u914d\u7f6e\u5ba1\u67e5\u7e41\u7410\u3001\u7f3a\u4e4f\u53d8\u66f4\u9884\u5224\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\/b15dbf21-1b1b-4916-b7ec-ecbe66123e5c.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\/036e02d3-07d0-47ae-97e6-33460cfd3062.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wHTkD5eagGU?si=kdz28ow1Zppp7oE-\"><source src=\"https:\/\/youtu.be\/wHTkD5eagGU?si=kdz28ow1Zppp7oE-\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u4ee3\u7406\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">Claude\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">AgentOps<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">LLM\u6210\u672c\u4f30\u7b97<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u914d\u7f6e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u8fd0\u7ef4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u5de5\u5177\u6570\u91cf\u4e0e\u9009\u62e9\u9000\u5316\u95ee\u9898\uff1b\u8ffd\u95ee\u804a\u5929\u5185\u4fee\u6539\u63d0\u793a\u8bcd\u662f\u5426\u6709\u7248\u672c\u56de\u6eda\uff1b\u5173\u5fc3\u7528\u91cf\u4f30\u7b97\u662f\u5426\u4e3a\u771f\u5b9e\u6a21\u62df\u8c03\u7528\uff1b\u62c5\u5fe7\u591a\u4eba\u540c\u65f6\u64cd\u4f5c\u5bfc\u81f4\u4ee3\u7406\u72b6\u6001\u51b2\u7a81\uff1b\u5e0c\u671b\u652f\u6301\u8bed\u97f3\u76f4\u63a5\u751f\u6210\u53ca\u53d8\u66f4\u786e\u8ba4\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u5c06\u201c\u8bed\u97f3\u4ee3\u7406\u7684\u8fd0\u7ef4\u540e\u53f0\u201d\u538b\u7f29\u8fdb\u4e86\u4e00\u4e2a\u804a\u5929\u7a97\u53e3\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u201c\u521b\u5efa\u201d\u800c\u5728\u201c\u6cbb\u7406\u201d\u2014\u2014\u8bc4\u8bba\u4e2d\u9ad8\u9891\u51fa\u73b0\u7684\u201c\u7248\u672c\u56de\u6eda\u201d\u201c\u5e76\u53d1\u51b2\u7a81\u201d\u201c\u7528\u91cf\u9884\u4f30\u51c6\u786e\u6027\u201d\u6070\u6070\u66b4\u9732\u4e86\u5f53\u524d\u5de5\u5177\u5bf9\u751f\u4ea7\u73af\u5883\u4e25\u8083\u6027\u7684\u8f7b\u63cf\u6de1\u5199\u3002MCP \u8fde\u63a5\u5668\u7684\u6280\u672f\u6311\u6218\u4e0d\u5728\u66b4\u9732\u591a\u5c11\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u5f53\u5de5\u5177\u6570\u91cf\u81a8\u80c0\u540e\uff0cClaude \u7684\u610f\u56fe\u8bc6\u522b\u4f1a\u663e\u8457\u52a3\u5316\u2014\u2014\u5f00\u53d1\u8005\u91c7\u7528\u7684\u201c\u7c97\u7c92\u5ea6\u5de5\u5177+\u53c2\u6570\u201d\u7b56\u7565\u662f\u52a1\u5b9e\u9009\u62e9\uff0c\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u804a\u5929\u5185\u64cd\u4f5c\u672c\u8d28\u4e0a\u662f\u9884\u8bbe\u8868\u5355\u7684\u5bf9\u8bdd\u5316\u5305\u88c5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4eae\u70b9\u662f\u201c\u9884\u4f30 LLM \u7528\u91cf\u201d\uff0c\u8fd9\u4e00\u529f\u80fd\u624d\u8d34\u8fd1\u5ba2\u6237\u5e74\u5ea6\u9884\u7b97\u7684\u75db\u70b9\uff0c\u4f46\u82e5\u4ec5\u505c\u7559\u5728 token \u5dee\u503c\u8ba1\u7b97\u800c\u975e\u6a21\u62df\u65b0\u914d\u7f6e\u4e0b\u7684\u771f\u5b9e\u8c03\u7528\u94fe\uff0c\u5c31\u53ea\u662f\u9ad8\u7ea7\u8ba1\u7b97\u5668\u3002\u6700\u5371\u9669\u7684\u7f3a\u53e3\u662f\u5e76\u53d1\u4e0e\u7248\u672c\u63a7\u5236\uff1a\u8bed\u97f3\u4ee3\u7406\u5f80\u5f80\u662f\u591a\u4eba\u534f\u4f5c\u7684\u4ea7\u7269\uff0c\u4e14 prompt \u8fed\u4ee3\u9ad8\u5ea6\u9891\u7e41\uff0c\u6ca1\u6709\u5f3a\u5236\u7248\u672c\u5206\u652f\u548c\u53d8\u66f4\u9501\uff0c\u804a\u5929\u5f0f\u64cd\u4f5c\u53cd\u800c\u4f1a\u6210\u4e3a\u751f\u4ea7\u4e8b\u6545\u7684\u5165\u53e3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u76ee\u6807\u7528\u6237\uff08\u9500\u552e\u3001\u8425\u9500\u56e2\u961f\uff09\u800c\u8a00\uff0c\u8be5\u5de5\u5177\u964d\u4f4e\u4e86\u64cd\u4f5c\u95e8\u69db\uff0c\u4f46\u8fd9\u7c7b\u7528\u6237\u6070\u6070\u6700\u5bb9\u6613\u8bef\u89e6\u5220\u9664\u6216\u8986\u76d6\uff0c\u4ea7\u54c1\u56e2\u961f\u9700\u8981\u5728\u4e0d\u727a\u7272\u6613\u7528\u6027\u7684\u524d\u63d0\u4e0b\u5f3a\u5316\u5ba1\u8ba1\u548c\u56de\u6eda\u903b\u8f91\u3002\u4e00\u53e5\u8bdd\uff1a\u5de5\u5177\u662f\u597d\u5de5\u5177\uff0c\u4f46\u76ee\u524d\u66f4\u50cf\u5355\u673a\u7248\u7684\u7ba1\u7406\u5668\uff0c\u8ddd\u79bb\u56e2\u961f\u7ea7\u751f\u4ea7\u8fd0\u7ef4\u8fd8\u5dee\u4e00\u5957\u5b8c\u6574\u7684\u6743\u9650\u4e0e\u4e00\u81f4\u6027\u4fdd\u969c\u3002\u82e5\u540e\u7eed\u8865\u9f50\u7248\u672c\u5206\u652f\u3001\u64cd\u4f5c diff \u786e\u8ba4\u53ca\u5e76\u53d1\u9501\uff0c\u6709\u671b\u6210\u4e3a AgentOps \u7684\u6807\u914d\u5165\u53e3\uff0c\u5426\u5219\u53ea\u662f\u9ad8\u7ea7\u6f14\u793a\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ElevenLabs MCP in Claude<\/span>\n <\/div>\n<div class=\"comment-content\">Connect Claude to your ElevenLabs workspace to create and manage voice agents. Find existing agents, review their configuration, update prompts and voices, duplicate or delete agents.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>ElevenLabs MCP<\/strong> brings voice-agent management directly into Claude, so teams can manage their agents from the chat interface. <\/p>\n<\/p>\n<p>It reduces the need to switch between tools by letting users create, review, update, duplicate, and delete ElevenLabs agents in one place. <\/p>\n<\/p>\n<p><strong>Key Features<\/strong><\/p>\n<ul>\n<li>\n<p>Create, update, duplicate, and delete agents.<\/p>\n<\/li>\n<li>\n<p>List agents and review their summaries.<\/p>\n<\/li>\n<li>\n<p>Check agent knowledge size, widgets, and links.<\/p>\n<\/li>\n<li>\n<p>Estimate LLM usage before making changes. <\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong><\/p>\n<ul>\n<li>\n<p>Simplifies voice-agent management.<\/p>\n<\/li>\n<li>\n<p>Makes agent configuration easier to review and maintain.<\/p>\n<\/li>\n<li>\n<p>Helps teams understand potential LLM usage before updates.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who It\u2019s For: <\/strong>Teams working in code, productivity, design, and sales and marketing. <\/p>\n<\/p>\n<p>Sign in to ElevenLabs through Claude to get started. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Congratulations! Excellent move. How many tools does the connector expose, and how did you fight tool-selection degradation as that surface grew? Did you go progressive disclosure \/ tool search, or keep a few fat tools with parameters?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">@rohanrecommends great hunt Rohan.. thanks for sharing..<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Prompt edits are the thing I’d iterate on most, and iterating means occasionally making an agent worse. Does a change made through chat get versioned on the ElevenLabs side so I can roll back to yesterday’s prompt, or is the previous version gone once Claude writes 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>You kept review, prompt updates, duplication, and deletion in the same chat where the agents get made. Congrats on covering the tidy-up work and not only the building.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “estimate LLM usage before making changes” bit is the one I’d want most – is that a token-diff estimate off the prompt edit or does it actually simulate a call against the new config?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>if two teammates both have Claude open, what stops one person’s duplicate\/delete from stepping on an agent the other is mid-edit on? that’s the part that’d worry me most about exposing this via chat<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sabber_ahamed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sabber_ahamed<\/a> <br \/>How can I connect with you?<br \/>I want to learn from you<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I use Claude to write prompts for ElevenLabs voice generation \u2014 is there already something that lets Claude generate the voice directly too, not just agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The usage estimate before making changes is a useful safety rail. For prompt or voice updates, does the MCP show a diff and require confirmation when projected usage rises or a handoff rule changes? That boundary would matter a lot for production voice agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/RHPFFJ4VVLNXCU\" class=\"app-title\">Shepherd Terminal<\/a><\/p>\n<div class=\"one-liner\">A persistent terminal for Codex and Claude side by side<\/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>Shepherd Terminal \u662f\u4e00\u6b3e\u9762\u5411 AI \u7f16\u7a0b\u65f6\u4ee3\u7684\u6301\u4e45\u5316 macOS \u7ec8\u7aef\u5de5\u4f5c\u53f0\uff0c\u8ba9\u4f60\u5728\u591a\u6807\u7b7e\u3001\u591a\u7a97\u683c\u4e43\u81f3\u8fdc\u7a0b\u673a\u5668\u4e0a\u5e76\u884c\u7ba1\u7406 Codex \u548c Claude\uff0c\u5f7b\u5e95\u544a\u522b\u4f1a\u8bdd\u4e22\u5931\u4e0e\u4e0a\u4e0b\u6587\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\/9b90cba2-ae7c-4eb0-a2f2-d890a1e0aed0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e219aeba-fc80-4d02-a876-2ef3dfa755bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/112742de-35b7-4fc9-af55-72142f2c0633.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3c9ab81-6d14-4d8f-96b3-cd055c752342.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f95a2bd-c4ed-40f5-a821-80352eba1783.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/935abe4a-efdd-4b1c-86a6-e18ad0454856.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fe89b40f-735d-47ad-a78d-b1afc70a45ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c27259cb-d654-4003-9d03-6971affb25b1.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\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Change Management<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u7ec8\u7aef<\/span><br \/>\n <span class=\"tag\">\u591aAgent\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u4f1a\u8bdd<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Codex<\/span><br \/>\n <span class=\"tag\">Claude<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u76d1\u63a7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6700\u8ba4\u53ef\u6301\u4e45\u4f1a\u8bdd\u529f\u80fd\uff0c\u8ba4\u4e3a\u89e3\u51b3\u4e86\u8bef\u5173\u6807\u7b7e\u5bfc\u81f4\u7684\u72b6\u6001\u4e22\u5931\u95ee\u9898\u3002High-value \u7591\u95ee\u96c6\u4e2d\u5728\u4e24\u70b9\uff1a\u4e00\u662f\u5bf9\u975e\u7ec8\u7aef\u578b\u8f93\u51fa\uff08\u5982\u6d4f\u89c8\u5668\u64cd\u4f5c\u3001\u5de5\u5177\u8c03\u7528\uff09\u7684\u76d1\u63a7\u7c92\u5ea6\uff1b\u4e8c\u662f SSH \u65ad\u8fde\u65f6\u8fdc\u7a0b\u4efb\u52a1\u662f\u5426\u4f1a\u534a\u9014\u800c\u5e9f\uff08\u5b98\u65b9\u56de\u5e94\u79f0\u7531 Rust \u670d\u52a1\u4fdd\u5168\uff09\u3002\u53e6\u6709\u7528\u6237\u5173\u5fc3 Agent \u63a7\u5236\u6743\u662f\u5426\u8d8a\u754c\u81f3\u5144\u5f1f\u4f1a\u8bdd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Shepherd Terminal \u5207\u5165\u4e86\u4e00\u4e2a\u6781\u5176\u7cbe\u51c6\u4e14\u6b63\u5728\u7206\u53d1\u7684\u75db\u70b9\uff1a\u5f53 AI Agent \u4ece\u201c\u5355\u6b21\u5bf9\u8bdd\u201d\u6f14\u53d8\u4e3a\u201c\u5e76\u53d1\u534f\u4f5c\u8005\u201d\uff0c\u4f20\u7edf\u7684\u7ec8\u7aef\u7a97\u53e3\u7ba1\u7406\u903b\u8f91\u5df2\u7ecf\u5f7b\u5e95\u5931\u6548\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u662f\u201c\u591a\u6807\u7b7e\u201d\uff0c\u800c\u662f\u201c\u72b6\u6001\u6301\u4e45\u5316+\u53ef\u89c2\u6d4b\u6027\u201d\u2014\u2014\u8fd9\u6070\u6070\u662f\u5f53\u524d AI \u7f16\u7801\u5de5\u5177\u94fe\u4e2d\u6700\u7f3a\u5931\u7684\u4e2d\u95f4\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7528\u6237\u5bf9\u201c\u4f1a\u8bdd\u5b58\u6d3b\u201d\u7684\u5f3a\u70c8\u5171\u9e23\u9a8c\u8bc1\u4e86\u5176\u4e0d\u53ef\u66ff\u4ee3\u6027\uff0c\u800c\u9488\u5bf9 SSH \u65ad\u8fde\u548c Agent \u975e\u6807\u51c6\u8f93\u51fa\u7684\u62c5\u5fe7\uff0c\u5219\u662f\u4e13\u4e1a\u7528\u6237\u5bf9\u53ef\u9760\u6027\u7684\u82db\u523b\u8003\u9a8c\u3002\u5b98\u65b9\u56de\u5e94\u4e2d\u5173\u4e8e Rust \u5b88\u62a4\u8fdb\u7a0b\u7684\u8bbe\u8ba1\uff0c\u8bc1\u660e\u5176\u5bf9\u5e95\u5c42\u7a33\u5b9a\u6027\u6709\u6e05\u9192\u8ba4\u77e5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u6740\u624b\u950f\u5728\u4e8e\u201cAgent \u7406\u89e3\u5e76\u63a7\u5236\u5de5\u4f5c\u533a\u201d\u7684\u673a\u5236\u3002\u8fd9\u4e0d\u4ec5\u662f\u663e\u793a\u5c42\uff0c\u66f4\u662f\u63a7\u5236\u9762\u2014\u2014\u5b83\u8ba9 AI \u4e0d\u518d\u662f\u4e00\u4e2a\u53ea\u80fd\u6253\u5b57\u7684\u5916\u5305\u4eba\u5458\uff0c\u800c\u662f\u80fd\u901a\u8fc7\u5de5\u5177\u5316\u63a5\u53e3\u9a71\u52a8 IDE \u548c\u7ec8\u7aef\u7684\u884c\u4e3a\u4f53\u3002\u5176\u6f5c\u5728\u91ce\u5fc3\u662f\u6210\u4e3a AI \u7f16\u7801\u65f6\u4ee3\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u684c\u9762\u201d\uff0c\u800c iOS \u4f34\u4fa3\u5e94\u7528\u5219\u662f\u5728\u8865\u9f50\u79fb\u52a8\u7aef\u7684\u201c\u9065\u63a7\u5668\u201d\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u98ce\u9669\u540c\u6837\u660e\u663e\uff1a\u8be5\u5de5\u5177\u76ee\u524d\u9ad8\u5ea6\u4f9d\u8d56 Codex\/Claude \u7684 CLI \u751f\u6001\uff0c\u82e5\u8fd9\u4e24\u5bb6\u63a8\u51fa\u539f\u751f\u7684\u6301\u4e45\u5316\u591a\u4f1a\u8bdd\u7ba1\u7406\uff0c\u4f1a\u88ab\u91dc\u5e95\u62bd\u85aa\u3002\u4e14\u6743\u9650\u6a21\u578b\uff08\u5982\u63a7\u5236\u662f\u5426\u8d8a\u754c\uff09\u82e5\u4e0d\u591f\u7ec6\u7c92\u5ea6\uff0c\u6781\u53ef\u80fd\u5728\u534f\u4f5c\u4e2d\u5f15\u53d1\u707e\u96be\u6027\u8bef\u64cd\u4f5c\u3002\u5b83\u5f53\u524d\u7684\u58c1\u5792\u5728\u4e8e\u5bf9\u201cAI \u4f1a\u8bdd\u751f\u547d\u5468\u671f\u201d\u7684\u6df1\u5165\u7406\u89e3\uff0c\u4f46\u8fd9\u4e00\u58c1\u5792\u80fd\u5426\u62b5\u5fa1\u5927\u5382\u541e\u566c\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5feb\u901f\u6784\u5efa\u8d77\u56f4\u7ed5 Agent \u534f\u4f5c\u7684\u534f\u8bae\u5c42\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u4e00\u4e2a\u66f4\u575a\u56fa\u7684\u7ec8\u7aef\u76ae\u80a4\u3002\u7559\u7ed9\u5b83\u7684\u65f6\u95f4\u7a97\u53e3\uff0c\u53ef\u80fd\u6bd4\u60f3\u8c61\u4e2d\u66f4\u77ed\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\">Shepherd Terminal<\/span>\n <\/div>\n<div class=\"comment-content\">Run coding agents across tabs, panes, and remote machines. Shepherd keeps terminal sessions alive when the app closes, tracks which agents are working or waiting, and lets you return to their files and changes without losing context. Agents understand the current Shepherd context, control tabs and panes, and collect feedback through browser reviews, while you monitor every agent\u2019s status in real time.<\/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<\/p>\n<p>I built Shepherd because running multiple coding agents quickly became harder to manage than the code itself. Codex and Claude were spread across terminal windows, and I kept losing track of which agent was working, waiting for input, or already finished.<\/p>\n<p>Shepherd is a persistent macOS workspace designed around coding agents:<br \/>– Run Codex and Claude across tabs, panes, and remote machines<br \/>– Keep terminal sessions alive even after closing the app<br \/>– Monitor every agent\u2019s status in real time<br \/>– Let agents understand and control the current Shepherd workspace<br \/>– Open connected browser reviews from an agent and return your visual annotations as structured feedback<br \/>– Resume previous agent sessions and inspect their files, diffs, and Git history<br \/>– Connect to remote development machines over SSH and access their terminals, files, and local services<br \/>– Provide local STT model to vibe-code using your own voice<\/p>\n<p>The macOS app is available today for Apple silicon Macs running macOS 14 or later. I\u2019m also building an iOS companion for monitoring agents, receiving completion or attention alerts, give feedback to agent, control a terminal and reconnecting when away from the Mac.<\/p>\n<p>I\u2019d especially appreciate feedback on the agent-monitoring experience and whether Shepherd makes parallel agent work easier to follow. <\/p>\n<p>This is Shepherd\u2019s first public beta, so you may encounter bugs or rough edges. I\u2019ll keep fixing them and exploring better ways to connect coding agents with Shepherd Terminal. Please try it, use it in your real workflow, and leave plenty of comments if you run into a problem or have an idea. Your feedback will directly shape what I build next. Thank you!<\/p>\n<p>Thanks for trying it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kojunseo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kojunseo<\/a> the “which agent is working vs waiting” problem is real, I’ve lost track of that plenty of times just running one agent across a long session, let alone several in parallel. the persistent-session-after-closing-the-app part is the detail that’d actually change my workflow, half the time I lose state because I closed a tab by accident, not because the agent finished.<\/p>\n<p>question on the monitoring experience: how does it handle agent work that isn’t purely terminal shaped, like browser actions or tool calls that don’t produce normal stdout. that’s usually where I personally lose the thread fastest, the terminal output looks idle but the agent is actually mid tool-call somewhere else<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels built around how people actually use coding agents 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\/@brielle_marie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brielle_marie<\/a> Thank you! That\u2019s exactly what I was aiming for\u2014designing around how people actually work with multiple coding agents, rather than treating each agent as an isolated chat. I\u2019d love to hear which part of your current workflow feels the most difficult to manage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 already see this saving me from terminal window chaos. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sebastian_patterson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sebastian_patterson<\/a> Thanks, Sebastian! Terminal window chaos was exactly what pushed me to build Shepherd. I wanted one place where you can immediately see which agents are working and which ones need your attention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 “sessions stay alive when the app closes” part is the thing I’d actually want, I’ve lost track of a long-running agent more than once because I closed the wrong terminal tab by accident. curious about the remote\/SSH case though – if the connection drops mid-way through an agent actually writing or editing a file on the remote machine, does Shepherd just resume watching the same process, or is there a chance the agent’s action gets cut off and you come back to a half-written file. that’s the scenario that’d make or break trusting this for anything longer than a quick task<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> That\u2019s exactly the scenario Shepherd is designed for. When you connect to a remote machine, Shepherd installs a lightweight Rust service with a persistent session keeper. The agent and its terminal process run under that keeper, independently of the SSH connection or desktop app.<\/p>\n<\/p>\n<p>If SSH drops or you quit Shepherd while the agent is editing a file, the process continues running on the remote machine. When you reconnect, Shepherd attaches to the same session and restores its terminal output, rather than starting a new process. A dropped Shepherd connection by itself therefore shouldn\u2019t interrupt an in-progress file operation.<\/p>\n<\/p>\n<p>The session only stops when you explicitly terminate it, the agent process exits or crashes, or the remote machine itself goes down. This kind of long-running reliability is a core part of Shepherd, so please let me know if you ever encounter a session that doesn\u2019t reconnect cleanly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kojunseo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kojunseo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kojunseo<\/a> The part I’d want scoped is agents understanding and controlling the Shepherd session itself. If an agent in one pane can read and drive the workspace, can it see or act on a sibling agent’s pane, or is each session’s control surface limited to its own tab?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@clement_avq\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clement_avq<\/a> <\/p>\n<p>Great question. The control surface is currently scoped to the Shepherd workspace, not just the agent\u2019s own tab. An agent can inspect sibling panes and, when explicitly instructed, interact with them\u2014for example, checking their status or sending input.<\/p>\n<\/p>\n<p>That said, this access is tool-mediated rather than ambient: agents don\u2019t automatically read or control sibling sessions. I\u2019m also exploring more granular permissions so users can restrict control to the current pane, selected panes, or the entire workspace<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you run into any issues, have questions, or need help getting started, please leave a comment here. I\u2019ll be around all day and would love to hear your feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kojunseo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kojunseo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kojunseo<\/a> Git history beside the agent context makes a lot of sense. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@paisley_coleman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@paisley_coleman<\/a> Thanks, Kyle! That\u2019s exactly what I was aiming for\u2014keeping the agent\u2019s work and the resulting code changes in the same context, so you don\u2019t have to jump between the terminal and separate Git tools.<\/p>\n<\/p>\n<p>How many coding-agent sessions do you usually have running at once? I\u2019m curious because it would help me design the agent monitor around how people actually work.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">hmm how does this compare to Herdr lol \ud83e\udd14<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>what did testing 200+ prompts teach you about product research?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alice_hayes2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alice_hayes2<\/a> I didn\u2019t run a formal 200+ prompt test, so I may be missing the context. Which part of Shepherd were you referring to?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/L7UFAWI7I7SIKA\" class=\"app-title\">AirBuddy 3<\/a><\/p>\n<div class=\"one-liner\">Easily manage devices and switch them between Macs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>AirBuddy 3 \u662f\u4e00\u6b3e macOS \u5de5\u5177\uff0c\u8ba9\u7528\u6237\u4ee5\u53ef\u89c6\u5316\u65b9\u5f0f\u7ba1\u7406 Apple \u65e0\u7ebf\u8bbe\u5907\uff08\u8033\u673a\u3001\u952e\u76d8\u3001\u9f20\u6807\u7b49\uff09\uff0c\u5e76\u5728\u591a\u53f0 Mac \u95f4\u5feb\u901f\u5207\u6362\u8fde\u63a5\uff0c\u89e3\u51b3\u84dd\u7259\u8bbe\u5907\u53cd\u590d\u914d\u5bf9\u548c\u72b6\u6001\u67e5\u770b\u7684\u7e41\u7410\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\/b3ff10de-4eef-4ac1-8001-1b661b81830a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c14db45-e159-4f1a-a9ab-cc6ef67c488b.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b61b1b5-6888-4bdc-9a29-fd65889184f3.webp?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\/b694dff4-33ab-4457-a65d-16f4ed52cecc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WxfxcmfYNtA\"><source src=\"https:\/\/www.youtube.com\/watch?v=WxfxcmfYNtA\" 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\">User Experience<\/span><br \/>\n <span class=\"tag\">Menu Bar Apps<\/span><br \/>\n <span class=\"tag\">Apple<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac \u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u84dd\u7259\u8bbe\u5907\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bbe\u5907\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u7535\u6c60\u72b6\u6001<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Magic Handoff<\/span><br \/>\n <span class=\"tag\">Liquid Glass<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ebf\u5916\u8bbe<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u8bbe\u5907\u5207\u6362\u529f\u80fd\uff0c\u79f0\u5176\u4e3a\u201c\u591a\u5e74\u6765\u60f3\u8981\u7684\u529f\u80fd\u201d\uff0c\u80fd\u7701\u53bb\u9891\u7e41\u91cd\u914d\u5bf9\u7684\u65f6\u95f4\u3002\u5f00\u53d1\u8005\u56de\u5e94\u5207\u6362\u4ecd\u8d70\u7cfb\u7edf\u5e95\u5c42\uff0c\u4f46\u901a\u5e38\u4f4e\u4e8e3\u79d2\uff0c\u53ef\u63a5\u53d7\u3002\u6709\u7528\u6237\u8ffd\u95ee macOS \u9650\u5236\uff0c\u5f00\u53d1\u8005\u900f\u9732\u201c\u6b63\u5728\u64ad\u653e\u201d\u96c6\u6210\u88ab\u82f9\u679c\u4e2d\u9014\u9501\u5b9a\uff0c\u88ab\u8feb\u6539\u7528\u4ee3\u7406\u8fdb\u7a0b\u7ed5\u884c\u3002\u6574\u4f53\u53cd\u9988\u6b63\u9762\uff0c\u4f46\u65e0\u529f\u80fd\u7f3a\u9677\u7c7b\u8d1f\u9762\u8bc4\u8bba\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 AirBuddy 3 \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c150 \u4e2a\u65b0\u529f\u80fd\u201d\u8fd9\u79cd\u6570\u5b57\u6e38\u620f\uff0c\u800c\u5728\u4e8e\u5b83\u7cbe\u51c6\u5207\u4e2d\u4e86 Mac \u591a\u673a\u7528\u6237\u7684\u771f\u5b9e\u75db\u70b9\uff1a\u84dd\u7259\u5916\u8bbe\u7684\u8de8\u8bbe\u5907\u5207\u6362\u3002\u8fd9\u4e2a\u64cd\u4f5c\u5728\u539f\u751f\u7cfb\u7edf\u91cc\u662f\u53cd\u4eba\u6027\u7684\u2014\u2014\u9700\u8981\u8fdb\u5165\u84dd\u7259\u83dc\u5355\u3001\u5fd8\u8bb0\u8bbe\u5907\u3001\u518d\u91cd\u65b0\u914d\u5bf9\uff0c\u800c AirBuddy \u7528\u4e00\u4e2a\u201c\u5c0f\u4e8e 3 \u79d2\u201d\u7684 Magic Handoff \u628a\u8fc7\u7a0b\u538b\u7f29\u5230\u53ef\u63a5\u53d7\u8303\u56f4\uff0c\u8fd9\u624d\u662f\u5b83\u6700\u786c\u6838\u7684\u5356\u70b9\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u7528\u6237\u5bf9\u529f\u80fd\u672c\u8eab\u51e0\u4e4e\u4e00\u81f4\u597d\u8bc4\uff0c\u8d28\u7591\u70b9\u96c6\u4e2d\u5728\u201c\u5e95\u5c42\u662f\u5426\u4ecd\u662f\u91cd\u914d\u5bf9\u201d\u4ee5\u53ca\u201c\u5ef6\u8fdf\u662f\u5426\u53ef\u4ee5\u63a5\u53d7\u201d\uff0c\u800c\u5f00\u53d1\u8005\u7684\u5766\u8bda\u56de\u590d\uff08\u4ecd\u662f\u91cd\u914d\u5bf9\uff0c\u4f46\u6709\u901f\u5ea6\u4f18\u5316\uff09\u65e2\u8bf4\u660e\u4e86\u6280\u672f\u5c40\u9650\uff0c\u4e5f\u4f53\u73b0\u4e86\u4ea7\u54c1\u5728\u4f53\u9a8c\u5c42\u5305\u88f9\u5e95\u5c42\u7b28\u62d9\u7684\u80fd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u4e5f\u5f88\u660e\u663e\uff1a\u5b83\u6df1\u5ea6\u7ed1\u5b9a Apple \u751f\u6001\uff0c\u4e14\u4f9d\u8d56\u7cfb\u7edf\u79c1\u6709 API\uff08\u5f00\u53d1\u8005\u63d0\u5230\u201c\u6b63\u5728\u64ad\u653e\u201d\u96c6\u6210\u88ab\u82f9\u679c\u4e2d\u9014\u9501\u5b9a\uff0c\u88ab\u8feb\u91cd\u5199\uff09\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u7684\u547d\u8fd0\u5f88\u5927\u7a0b\u5ea6\u7cfb\u4e8e\u82f9\u679c\u7684\u201c\u8138\u8272\u201d\u2014\u2014\u4e00\u65e6\u7cfb\u7edf\u6536\u7d27\u6743\u9650\uff0cAirBuddy \u5c31\u5f97\u53cd\u590d\u6539\u67b6\u6784\u3002\u957f\u671f\u770b\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u201c\u751f\u6001\u8865\u5b8c\u5de5\u5177\u201d\uff0c\u800c\u975e\u4e0d\u53ef\u66ff\u4ee3\u7684\u5e73\u53f0\u7ea7\u4ea7\u54c1\u3002Raycast \u6269\u5c55\u7684\u51fa\u73b0\u8bf4\u660e\u5176\u7528\u6237\u7fa4\u504f\u6280\u672f\u5411\uff0c\u8fd9\u7c7b\u7528\u6237\u5bf9\u81ea\u52a8\u5316\u6709\u521a\u6027\u9700\u6c42\uff0c\u4f46\u4e5f\u610f\u5473\u7740\u4ea7\u54c1\u5fc5\u987b\u4e0d\u65ad\u8ddf\u4e0a macOS \u66f4\u65b0\u8282\u594f\uff0c\u5426\u5219\u6781\u6613\u88ab\u7cfb\u7edf\u539f\u751f\u529f\u80fd\u541e\u5e76\u3002\u603b\u4f53\u800c\u8a00\uff0cAirBuddy 3 \u662f\u4e00\u6b3e\u4f18\u79c0\u4f46\u4e0d\u5177\u5907\u62a4\u57ce\u6cb3\u7684\u6548\u7387\u5de5\u5177\uff0c\u5b83\u7684\u4ef7\u503c\u5728\u77ed\u671f\u5185\u66f4\u4f9d\u8d56\u7528\u6237\u5bf9\u201c\u7701\u4e0b 10 \u79d2\u201d\u7684\u654f\u611f\u5ea6\uff0c\u800c\u975e\u957f\u671f\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\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\">AirBuddy 3<\/span>\n <\/div>\n<div class=\"comment-content\">AirBuddy 3 brings over 150 new features and improvements, including a new design, powerful new ways to keep an eye on your devices, deeper media integration, revamped Magic Handoff, and many new options for automation and customization.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I hunted <a href=\"https:\/\/www.producthunt.com\/products\/airbuddy-2\/launches\/airbuddy-2-2\" target=\"_blank\" rel=\"noopener\">AirBuddy 2.0 six years ago<\/a> \u2014 and I’ve been following it’s evolution ever since then. v3.0 is a massive upgrade and for anyone that uses Apple peripherals, you should really check this out.<\/p>\n<\/p>\n<p>Not only that \u2014 but I built a <a href=\"https:\/\/www.raycast.com\/chrismessina\/airbuddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Raycast extension for AirBuddy<\/a> so you can control all your devices from the comfort of your keyboard!<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2abc406c-a992-4fd7-9cb7-d27fd2d03468.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Congrats on v3! AirBuddy is one of those rare Mac utilities that just quietly works, which is probably the highest compliment I can give. What was the weirdest device quirk you had to work around in this release?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Ever sice its initial release back in early 2019, AirBuddy has been helping users manage their wireless Apple devices on macOS. AirBuddy 3 is the first major update since the launch of AirBuddy 2.6 back in 2022.<\/p>\n<p>I’m really happy with the improvements in this release, from the refreshed design with Liquid Glass in macOS Tahoe to the under-the-hood changes that improve reliability for Magic Handoff and device connectivity.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of those apps you don’t realize you need until you’ve used it. I especially like the battery pop-up and quick controls. Curious, was there a particular macOS limitation that was the hardest to work around while building AirBuddy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aamirxv2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aamirxv2<\/a> Thank you for the nice message!<\/p>\n<blockquote>\n<p>Curious, was there a particular macOS limitation that was the hardest to work around while building AirBuddy?<\/p>\n<\/blockquote>\n<p>For AirBuddy 3, this was definitely the now playing integration. Apple locked it down on macOS in the middle of the AirBuddy 3 beta cycle. The only way to work around that was to rewrite the integration to route all now playing data through a proxy background process instead of doing it in the main app process, which would have been a lot easier to do had it not happened after it was already implemented.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Moving peripherals between Macs is the feature I have wanted for years. Right now I do the Bluetooth menu dance every time I switch from the laptop to the desktop, so if AirBuddy 3 handles a keyboard and mouse handoff cleanly that alone is worth it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Moving peripherals between Macs without re-pairing is the feature I actually want – the usual Bluetooth handoff flow (unpair, forget, re-pair) is where I lose the most time switching machines. Is that peripheral move instant, or is there still a short handshake delay on the target Mac?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@omri_ben_shoham1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@omri_ben_shoham1<\/a> It’s still doing that under the hood, but in my experience it typically takes less than 3 seconds. Most users rely on it for switching between work and personal Macs once or twice a day, in which case that short delay is acceptable.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GM3P4PUFPY6D3M\" class=\"app-title\">Reckon<\/a><\/p>\n<div class=\"one-liner\">The decision journal that helps you calibrate<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">112<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Reckon \u662f\u4e00\u6b3e\u9762\u5411 iPhone\/iPad \u7684\u51b3\u7b56\u65e5\u5fd7\u5e94\u7528\uff0c\u4e13\u6cbb\u201c\u4e8b\u540e\u8bf8\u845b\u4eae\u201d\u2014\u2014\u901a\u8fc7\u8bb0\u5f55\u9884\u6d4b\u3001\u7f6e\u4fe1\u5ea6\u4e0e\u63a8\u7406\u8fc7\u7a0b\uff0c\u5e76\u5728\u7ed3\u679c\u63ed\u6653\u540e\u6301\u7eed\u590d\u76d8\uff0c\u5e2e\u4f60\u91cf\u5316\u6821\u51c6\u81ea\u5df1\u7684\u5224\u65ad\u529b\uff0c\u8ba9\u6bcf\u6b21\u51b3\u7b56\u90fd\u6210\u4e3a\u53ef\u8ffd\u6eaf\u7684\u8ba4\u77e5\u8d44\u4ea7\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\/65c466be-4264-436c-921d-86b4a1e1cc20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6cfc1f1-4e19-46d0-b23f-1b2c4c466f0b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fa347c8-9c94-43f7-8716-881d5bb987c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5f429bb-2aa6-4ebe-85b8-ec25c72f971b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55849227-384a-46a7-8bde-af6f123096c6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e4d2d3b-8832-4167-8c57-cead18c992e8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/154ff25f-09eb-4af6-8f7f-26e2b98044e2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7153fec-9fc7-4881-b09e-248ef4106d01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Quantified Self<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u51b3\u7b56\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u5224\u65ad\u529b\u6821\u51c6<\/span><br \/>\n <span class=\"tag\">\u8ba4\u77e5\u504f\u5dee<\/span><br \/>\n <span class=\"tag\">\u590d\u76d8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u91cf\u5316<\/span><br \/>\n <span class=\"tag\">\u9884\u6d4b\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u66ff\u4ee3\uff08\u4e70\u65ad\u5236\uff09<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u5bf9\u6297\u201c\u540e\u89c1\u4e4b\u660e\u504f\u5dee\u201d\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u9002\u5408PM\u3001\u6295\u8d44\u4eba\u6216\u7ba1\u7406\u8005\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\u4e09\u5904\uff1a\u4e00\u662f\u201ccalibration\u201d\u4e00\u8bcd\u5bf9\u975e\u9884\u6d4b\u4eba\u7fa4\u95e8\u69db\u504f\u9ad8\uff0c\u5efa\u8bae\u66f4\u53e3\u8bed\u5316\uff1b\u4e8c\u662f\u5e0c\u671b\u63d0\u4f9b\u793a\u4f8b\u51b3\u7b56\u6a21\u677f\u4ee5\u964d\u4f4e\u4e0a\u624b\u96be\u5ea6\uff1b\u4e09\u662f\u8be2\u95ee\u4e2d\u9014\u6807\u8bb0\u7684\u6b63\/\u8d1f\u4fe1\u606f\u662f\u5426\u7eb3\u5165\u6821\u51c6\u8bc4\u5206\u2014\u2014\u5f00\u53d1\u8005\u56de\u5e94\u4e0d\u7eb3\u5165\uff0c\u4ec5\u4f5c\u5386\u53f2\u8bb0\u5f55\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 Reckon \u5207\u4e2d\u7684\u662f\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u7ea7\u7684\u75db\u70b9\uff1a\u4eba\u7c7b\u5bf9\u81ea\u8eab\u5224\u65ad\u529b\u7f3a\u4e4f\u53ef\u9760\u7684\u201c\u5ba1\u8ba1\u8f68\u8ff9\u201d\u3002\u5e02\u9762\u4e0a\u7b14\u8bb0\u5de5\u5177\u8bb0\u5f55\u201c\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\uff0c\u60c5\u7eea\u65e5\u8bb0\u8bb0\u5f55\u201c\u6211\u600e\u4e48\u611f\u89c9\u201d\uff0c\u800c Reckon \u586b\u8865\u7684\u662f\u201c\u6211\u4e8b\u5148\u600e\u4e48\u60f3\u3001\u6709\u591a\u786e\u4fe1\u201d\u8fd9\u4e00\u7a7a\u767d\u2014\u2014\u8fd9\u6070\u6070\u662f\u8ba4\u77e5\u79d1\u5b66\u91cc\u6700\u987d\u56fa\u7684\u540e\u89c1\u4e4b\u660e\u504f\u5dee\uff08hindsight bias\uff09\u7684\u89e3\u6bd2\u5242\u3002\u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5b83\u8bbe\u8ba1\u5f97\u975e\u5e38\u514b\u5236\u4e14\u7cbe\u51c6\uff1a\u9884\u6d4b\u3001\u7f6e\u4fe1\u5ea6\u3001\u68c0\u67e5\u70b9\u3001\u7ed3\u679c\u3001\u5ef6\u8fdf\u6ee1\u610f\u5ea6\u590d\u8bc4\uff0c\u8fd9\u4e00\u95ed\u73af\u5b8c\u6574\u8986\u76d6\u4e86\u201c\u51b3\u7b56\u2014\u53cd\u9988\u2014\u6821\u51c6\u201d\u7684\u8ba4\u77e5\u5b66\u4e60\u5468\u671f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6307\u51fa\u51e0\u4e2a\u9690\u60a3\u3002\u7b2c\u4e00\uff0c\u4ea7\u54c1\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u7528\u6237\u957f\u671f\u3001\u8bda\u5b9e\u7684\u8bb0\u5f55\u4e60\u60ef\uff0c\u800c\u51b3\u7b56\u65e5\u5fd7\u672c\u8eab\u5c31\u662f\u53cd\u4eba\u6027\u7684\u2014\u2014\u4eba\u5728\u4e0d\u786e\u5b9a\u65f6\u6700\u4e0d\u613f\u7559\u4e0b\u767d\u7eb8\u9ed1\u5b57\u7684\u201c\u611a\u8822\u8bc1\u636e\u201d\u3002\u8fd9\u51b3\u5b9a\u4e86\u5b83\u5927\u6982\u7387\u662f\u201c\u9ad8\u89c9\u609f\u5c0f\u4f17\u4eba\u7fa4\u201d\u7684\u5de5\u5177\uff0c\u5f88\u96be\u7834\u5708\u3002\u7b2c\u4e8c\uff0c\u5f00\u53d1\u8005\u660e\u786e\u56de\u5e94\u201c\u8fc7\u7a0b\u4fe1\u606f\u4e0d\u7eb3\u5165\u6821\u51c6\u5206\u6570\u201d\uff0c\u8fd9\u867d\u7136\u4fdd\u8bc1\u4e86\u91cf\u5316\u7eaf\u51c0\u5ea6\uff0c\u5374\u4e5f\u524a\u5f31\u4e86\u8fc7\u7a0b\u4fe1\u606f\u7684\u53cd\u9988\u4ef7\u503c\u2014\u2014\u7528\u6237\u8ffd\u95ee\u7684\u90a3\u6761\u201c\u6b63\/\u8d1f\u4fe1\u606f\u4e0e\u7ed3\u679c\u65e0\u5173\u201d\u6070\u6070\u662f\u5224\u65ad\u4fe1\u606f\u7b5b\u9009\u80fd\u529b\u7684\u91d1\u77ff\uff0c\u5f03\u4e4b\u53ef\u60dc\u3002\u7b2c\u4e09\uff0c\u5355\u6b21\u4e70\u65ad+ iCloud \u540c\u6b65\u7684\u5546\u4e1a\u6a21\u5f0f\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u53cb\u597d\uff0c\u4f46\u957f\u671f\u7ef4\u62a4\u548c\u529f\u80fd\u8fed\u4ee3\uff08\u5982\u5bfc\u51fa\u5206\u6790\u3001\u591a\u7ef4\u5ea6\u4ea4\u53c9\u7edf\u8ba1\uff09\u9700\u8981\u6301\u7eed\u6295\u5165\uff0c\u5b9a\u4ef7\u7b56\u7565\u53ef\u80fd\u9650\u5236\u5176\u5b58\u6d3b\u7a7a\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u201c\u8bb0\u5f55\u201d\uff0c\u800c\u5728\u201c\u88ab\u8feb\u9762\u5bf9\u201d\u2014\u2014\u5f53\u4e00\u5e74\u540e App \u95ee\u201c\u4f60\u8fd8\u613f\u610f\u505a\u8fd9\u4e2a\u51b3\u5b9a\u5417\u201d\uff0c\u8fd9\u4e00\u95ee\u7684\u51b2\u51fb\u529b\u8fdc\u8d85\u4efb\u4f55\u6570\u636e\u56fe\u8868\u3002Reckon \u82e5\u80fd\u71ac\u8fc7\u7528\u6237\u5f03\u7528\u5468\u671f\uff0c\u79ef\u7d2f\u51fa\u771f\u5b9e\u51b3\u7b56\u6837\u672c\uff0c\u5b83\u5c31\u80fd\u4ece\u5de5\u5177\u8fdb\u5316\u4e3a\u4e00\u9762\u5ba1\u89c6\u8ba4\u77e5\u504f\u8bef\u7684\u955c\u5b50\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u53ef\u80fd\u6210\u4e3a\u6df1\u5ea6\u601d\u8003\u8005\u7684\u79c1\u4eba\u5b9e\u9a8c\u5ba4\uff0c\u800c\u975e\u5927\u4f17\u6548\u7387\u4ea7\u54c1\u3002\u7ed9\u5f00\u53d1\u8005\u7684\u5b9e\u5728\u5efa\u8bae\uff1a\u628a\u201c\u6821\u51c6\u201d\u6539\u6210\u201c\u5224\u65ad\u529b\u8ffd\u8e2a\u201d\uff0c\u5e76\u52a0\u5165\u51b3\u7b56\u6a21\u677f\u5e93\u548cAI\u590d\u76d8\u6458\u8981\uff0c\u964d\u4f4e\u542f\u52a8\u6469\u64e6\uff0c\u624d\u662f\u62c9\u65b0\u5173\u952e\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Reckon<\/span>\n <\/div>\n<div class=\"comment-content\">Most decisions feel resolved the moment you make them. Reckon keeps what hindsight erases: the prediction, the confidence, the reasoning. Check-ins capture what changes before the outcome: new info tagged positive or negative, confidence updated. At resolution you log what happened; weeks later it asks if you’d still make the call. A year in, you see where confidence overshoots, where it undershoots, where judgment is sharpest. iPhone and iPad. iCloud sync, no account. One-time purchase.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, Roland here, maker of Reckon.<\/p>\n<p>I built this because I noticed the same thing keeps happening to me: I make a call, the outcome arrives a few weeks later, and by the time I remember what I had predicted, the story has already been re-written by hindsight. The version of me that hesitated, that wasn’t sure, is gone, and with it anything I could have learned.<\/p>\n<p>A note app captures what happened. A journal captures how I felt. Neither captures what I predicted, or how confident I was before I knew. So I built the thing that does.<\/p>\n<p>Reckon is a decision journal where the moment of choice is the beginning, not the end. You log a prediction with a confidence percentage and a review date. Between then and resolution, check-ins capture what changed: new information tagged positive or negative, updated confidence. At resolution, you log the outcome and how satisfied you are. 30 to 60 days later, the app asks again: would you make this call again? Because satisfaction doesn’t always align with “would I do it again”.<\/p>\n<p>After enough decisions, calibration becomes something you can see: where your confidence overshoots outcomes, where it undershoots, which domains your judgment is sharp in.<\/p>\n<p>It’s for anyone who has ever felt their judgment is good but couldn’t prove it, or the contrary, doesn’t have confidence in theirs and needs a history. Founders, parents, planners, investors, people who care about thinking clearly. Not pitched at the forecasting community, but legible to them.<\/p>\n<p>I would love your honest feedback! I’m especially curious if “calibration” makes sense for non-forecasters, or does the framing need to improve?<\/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\/@rolandleth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rolandleth<\/a> I think it is a good app for self improvement . <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Sounds really useful for PMs or directors, with the accountability it might help prevent hindsight bias and dumb principal problems. Really excited to test it next time I\u2019m leading a team.<\/div>\n<div class=\"comment-actions\">\n<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\/@henryslang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henryslang<\/a> 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>if i can later provide judgment as context for agents that will dope, the judgment layer should be coined as the new context layer \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>maybe an odd request, but I’d like to see some sample decisions to help jumpstart my activity on the app….the unknown size\/shape of an opinion can feel daunting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>to answer your question directly – calibration absolutely makes sense outside forecasting, I just don’t think most people would use that word for it. I screen early-stage startups fast, sometimes dozens a day, and the thing I never have is a record of how confident I actually was on a pass or a yes before I knew how it turned out. hindsight rewrites that instantly. the 30-60 day “would you still make this call” check-in is the part that sold me, that’s the exact gap between a note app and a real record of judgment. one question – when the new info you tag as “positive” or “negative” mid-decision turns out to be irrelevant to the actual outcome, does that get factored into the calibration score at all, or does it just sit there as a log entry with no scoring consequence<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Thanks for the detailed reply! I’m glad it clicks with you and regarding “calibration” as a word… I always felt it’s a bit clunky, even though it made sense to me, so it just stuck. Curious if you have any other alternatives?<\/p>\n<\/p>\n<p>Regarding your question, it does not get factored in. Calibration is solely based on your confidence vs outcome (averaged across your decisions). What you log along the way is more like a history for yourself (and positive\/negative also helps to easily scan the history).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@rolandleth\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rolandleth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rolandleth<\/a> <\/p>\n<p>Outcomes can be right for the wrong reasons, so tracking the reasoning & confidence feels way more useful than a normal decision journal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yashekbote\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashekbote<\/a> exactly what I thought of when I decided to build it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/R24XJJS6Q5XQ4F\" class=\"app-title\">Clipwing Autopilot<\/a><\/p>\n<div class=\"one-liner\">Get your clips without AI slop or hiring hassle<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Clipwing Autopilot \u662f\u4e00\u4e2a\u5c06 AI \u526a\u8f91\u4e0e\u771f\u4eba\u7f16\u8f91\u5ba1\u6838\u76f8\u7ed3\u5408\u7684\u81ea\u52a8\u5316\u89c6\u9891\u5207\u7247\u5e73\u53f0\uff0c\u521b\u4f5c\u8005\u53ea\u9700\u4e0a\u4f20\u957f\u89c6\u9891\u5e76\u9009\u62e9\u98ce\u683c\uff0c\u5373\u53ef\u5728\u5355\u4e00\u5de5\u4f5c\u6d41\u4e2d\u5b8c\u6210\u526a\u8f91\u3001\u5ba1\u9605\u3001\u6392\u671f\u548c\u53d1\u5e03\uff0c\u5f7b\u5e95\u544a\u522b AI \u751f\u786c\u7247\u6bb5\u548c\u96c7\u4f63\u7ba1\u7406\u526a\u8f91\u5e08\u7684\u9ebb\u70e6\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\/678578aa-6e3f-484d-af7b-9cc7d20a6e35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2dec62bb-3e4e-47ac-b887-d65dae0aac05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b466056d-3da0-4498-b813-ebd85e996ce7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f11f923e-5a5b-4d31-af98-a2006ff478b1.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\/2da9aa60-1870-4936-96b1-566577543f8f.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/AbwfZjvEm6M\"><source src=\"https:\/\/youtu.be\/AbwfZjvEm6M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u89c6\u9891\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">AI\u526a\u8f91<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u518d\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u793e\u5a92\u8fd0\u8425<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u526a\u8f91\u5916\u5305\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u6392\u671f<\/span><br \/>\n <span class=\"tag\">\u4e13\u4e1a\u7f16\u8f91\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u795d\u8d3a\u53d1\u5e03\u5e76\u8ba4\u53ef\u4ea7\u54c1\u6f14\u8fdb\u8def\u5f84\uff0c\u79f0\u8d5e\u4ece\u5de5\u5177\u5230\u670d\u52a1\u518d\u56de\u5f52\u4ea7\u54c1\u7684\u95ed\u73af\u601d\u8def\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u5728\u8d5e\u53f9\u201c\u4ea7\u54c1\u5316\u670d\u52a1+AI\u201d\u7684\u524d\u666f\uff0c\u4ee5\u53ca\u5bf9\u521b\u59cb\u4eba Lera \u7684\u4fe1\u4efb\u3002\u65e0\u8d1f\u9762\u6216\u5177\u4f53\u529f\u80fd\u5efa\u8bae\uff0c\u591a\u4e3a\u60c5\u611f\u652f\u6301\u4e0e\u671f\u5f85\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Clipwing Autopilot \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u7cbe\u51c6\u8e29\u4e2d\u4e86\u4e24\u4e2a\u5bf9\u7acb\u75db\u70b9\uff1a\u4e00\u662f\u7eaf AI \u526a\u8f91\uff08\u5982 OpusClip\uff09\u4ea7\u51fa\u7684\u201cAI\u5473\u201d\u5185\u5bb9\u7f3a\u4e4f\u5ba1\u7f8e\u4e0e\u53d9\u4e8b\u903b\u8f91\uff0c\u4e8c\u662f\u96c7\u4f63\u4eba\u5de5\u526a\u8f91\u5e08\u5e26\u6765\u7684\u6c9f\u901a\u6210\u672c\u3001\u7ba1\u7406\u635f\u8017\u548c\u4ea4\u4ed8\u4e0d\u786e\u5b9a\u6027\u3002\u5b83\u7528\u201cAI \u521d\u7b5b + \u4eba\u5de5\u7cbe\u4fee\u201d\u7684\u6df7\u5408\u6d41\u6c34\u7ebf\uff0c\u628a\u526a\u8f91\u670d\u52a1\u5305\u88c5\u6210 SaaS \u4ea7\u54c1\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u8fc7\u53bb\u4e24\u5e74\u79ef\u7d2f\u7684 Studio \u5de5\u4f5c\u6d41\u4ea7\u54c1\u5316\u2014\u2014\u8fd9\u4e2a\u62a4\u57ce\u6cb3\u4e0d\u5728\u7b97\u6cd5\uff0c\u800c\u5728\u201c\u4eba\u673a\u534f\u4f5c\u7684 SOP\u201d\u548c\u5bf9\u5185\u5bb9\u5ba1\u7f8e\u7684\u628a\u63a7\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u51b7\u9759\u770b\u5f85\u51e0\u70b9\uff1a\u9996\u5148\uff0c109 \u7968\u7684\u53d1\u5e03\u70ed\u5ea6\u5e73\u5e73\uff0c\u8bc4\u8bba\u91cc\u51e0\u4e4e\u6ca1\u6709\u5bf9\u4ef7\u683c\u3001\u4ea4\u4ed8\u901f\u5ea6\u3001\u526a\u8f91\u98ce\u683c\u81ea\u5b9a\u4e49\u6df1\u5ea6\u7684\u8d28\u7591\uff0c\u8bf4\u660e\u65e9\u671f\u7528\u6237\u591a\u4e3a\u719f\u4eba\u751f\u6001\uff0c\u5c1a\u672a\u7ecf\u5386\u6b8b\u9177\u7684\u5e02\u573a\u538b\u529b\u6d4b\u8bd5\u3002\u5176\u6b21\uff0c\u201cAutopilot\u201d\u867d\u662f\u5356\u70b9\uff0c\u4f46\u201c\u4eba\u5de5\u5ba1\u6838\u201d\u610f\u5473\u7740\u6bdb\u5229\u7ed3\u6784\u4e0d\u53ef\u80fd\u50cf\u7eaf\u8f6f\u4ef6\u90a3\u6837\u6027\u611f\uff0c\u89c4\u6a21\u5316\u540e\u4eba\u5de5\u6210\u672c\u5c06\u4fb5\u8680\u5229\u6da6\uff0c\u6700\u7ec8\u8981\u4e48\u6da8\u4ef7\u5931\u53bb\u4e2a\u4eba\u521b\u4f5c\u8005\uff0c\u8981\u4e48\u964d\u4f4e\u5ba1\u6838\u6807\u51c6\u91cd\u8e48\u201cAI slop\u201d\u8986\u8f99\u3002\u6700\u540e\uff0c\u4ea7\u54c1\u5ba3\u79f0\u201c\u4e00\u5207\u5728\u540c\u4e00\u5904\u5b8c\u6210\u201d\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u7ade\u4e89\u6700\u6fc0\u70c8\u7684\u7ea2\u6d77\u2014\u2014YouTube \u751f\u6001\u6709 Descript\u3001Frame.io \u5df2\u96c6\u6210\u5ba1\u9605\uff0cTikTok \u539f\u751f\u526a\u8f91\u5de5\u5177\u4e5f\u5728\u5f3a\u5316\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u53ef\u80fd\u5e76\u975e\u201c\u505a\u526a\u8f91\u201d\uff0c\u800c\u662f\u201c\u505a\u4ee3\u8fd0\u8425\u7684\u6570\u5b57\u5316\u76ae\u80a4\u201d\uff1a\u7528\u8f6f\u4ef6\u627f\u63a5\u5de5\u4f5c\u5ba4\u7684\u6838\u5fc3\u6d41\u7a0b\uff0c\u5207\u5165\u7684\u662f\u90a3\u4e9b\u201c\u4e0d\u60f3\u96c7\u4eba\u4f46\u53c8\u9700\u8981\u7a33\u5b9a\u4ea7\u51fa\u201d\u7684\u4e2d\u578b\u521b\u4f5c\u8005\/\u5c0f\u4f01\u4e1a\u3002\u5982\u679c\u5b83\u80fd\u8bc1\u660e Unit Economics \u8dd1\u5f97\u901a\uff0c\u8fd9\u786e\u5b9e\u662f\u4e00\u95e8\u597d\u751f\u610f\uff1b\u4f46\u76ee\u524d\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684\u624b\u5de5\u4f5c\u574a\u62ab\u4e0a\u4e86\u79d1\u6280\u5916\u8863\uff0c\u80fd\u5426\u8715\u53d8\u6210\u771f\u6b63\u7684\u5e73\u53f0\uff0c\u53d6\u51b3\u4e8e\u5b83\u6562\u4e0d\u6562\u628a\u201c\u4eba\u5de5\u201d\u6bd4\u4f8b\u964d\u5230\u7528\u6237\u65e0\u611f\u7684\u7a0b\u5ea6\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\">Clipwing Autopilot<\/span>\n <\/div>\n<div class=\"comment-content\">Clipwing Autopilot isn’t another AI clipper or another editing agency You upload a recording, choose your editing style, and receive consistent, ready-to-post clips without hiring editors, or jumping between Slack, Google Drive, and scheduling tools. Everything happens in one place No AI slop, no hiring hassle<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b<\/p>\n<\/p>\n<p>2 years ago, we launched the first version of Clipwing here \u2013 a simple video editing tool that turns long videos into short clips.<\/p>\n<\/p>\n<p>Since then, Clipwing has grown into a video studio. We\u2019ve made thousands of clips for startups, creators, and tech companies \u2013 and learned what really makes a clip worth posting.<\/p>\n<\/p>\n<p>But creating clips still takes too much work.<\/p>\n<\/p>\n<p>You need to find good moments, hire and manage editors, chase feedback across Slack and Google Drive, and move every clip through revisions and publishing.<\/p>\n<\/p>\n<p>So we built Clipwing Autopilot to keep the whole process in one place.<\/p>\n<\/p>\n<p>You upload one long video, choose your style, and get ready-to-post clips \u2013 without AI slop or the hassle of hiring and managing editors.<\/p>\n<\/p>\n<p>The clips are created using the same process we use in our studio:<\/p>\n<\/p>\n<p>\ud83e\udd16 AI can find moments using prompts tested on real client videos<\/p>\n<p>\ud83e\udde0 our content team reviews and improves the clip ideas<\/p>\n<p>\ud83c\udfac a professional editor turns them into finished clips<\/p>\n<\/p>\n<p>Everything else also happens inside Clipwing:<\/p>\n<\/p>\n<p>\ud83d\udccb track clips on a board<\/p>\n<p>\ud83d\udcac leave comments directly on the video<\/p>\n<p>\u2705 review and approve edits<\/p>\n<p>\ud83d\udcc5 schedule posts<\/p>\n<p>\u267b\ufe0f turn one video into weeks of content<\/p>\n<\/p>\n<p>Our goal is simple: you keep recording, and Clipwing handles everything after that.<\/p>\n<\/p>\n<p>Would love to hear what you think \ud83d\udc99<\/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\/@lera_kuntsevich1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lera_kuntsevich1<\/a> congrats with the launch!! <\/p>\n<\/p>\n<p>it\u2019s great to see how your story evolves<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lera_kuntsevich1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lera_kuntsevich1<\/a> amazing journey, congrats on the launch \ud83e\udd73<\/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\/@lera_kuntsevich1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lera_kuntsevich1<\/a> congrats on the launch Lera! It looks like a awesome product<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>LERA THE GOAT. Congrats on the launch Lera, Clipwing just keeps getting better<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rotimi_best\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rotimi_best<\/a> yooo thank you for support Rotimi! <33<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! congrats<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@gregrog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gregrog<\/a> thank you Greg!! \ud83d\udcaf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 really cool, congrats on the launch. I am excited to see where this type of productized service and agency-ish work is going especially nowadays with AI. Well done!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@illyism\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@illyism<\/a> thank you, appreciate it Ilias!! ngl i’m excited too \ud83d\ude05<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i like the shift from product to service to the product again, its going to be a beast for creators by a creator<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gamifykaran\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gamifykaran<\/a> haha i hope so! thank you Karan \u263a\ufe0f\ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats Lera! Two years from a small clipping tool to this. Good to see where it went \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ashimanski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ashimanski<\/a> thank you so much Artyom for your support! \ud83e\udef6<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DEVEPIZ7FQIYW7\" class=\"app-title\">Finch<\/a><\/p>\n<div class=\"one-liner\">A single place for your health data and tests<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">105<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Finch\u662f\u4e00\u6b3e\u60a3\u8005\u7aef\u7684\u5065\u5eb7\u6570\u636e\u805a\u5408\u4e0e\u89e3\u8bfb\u5de5\u5177\uff0c\u5c06\u5206\u6563\u5728\u4e0d\u540c\u533b\u7597\u673a\u6784\u3001\u4e0d\u540c\u683c\u5f0f\u7684\u68c0\u67e5\u62a5\u544a\u548c\u5c31\u8bca\u8bb0\u5f55\u6574\u5408\u5230\u5355\u4e00\u89c6\u56fe\uff0c\u5e76\u5229\u7528AI\u5c06\u75c5\u5386\u7ffb\u8bd1\u6210\u901a\u4fd7\u8bed\u8a00\uff0c\u91cd\u70b9\u670d\u52a1\u4e8e\u5b55\u4ea7\u7b49\u590d\u6742\u5c31\u533b\u573a\u666f\uff0c\u7f13\u89e3\u60a3\u8005\u7684\u4fe1\u606f\u7126\u8651\u548c\u7406\u89e3\u8d1f\u62c5\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\/bd87b799-c141-4830-879e-e3b4996d60b3.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=LsboYl24NFs\"><source src=\"https:\/\/www.youtube.com\/watch?v=LsboYl24NFs\" 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\/d118f548-f2d0-4f2f-a3a1-ee9e6a558bdf.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\/22af8ab6-1bb6-4123-9fa7-7a808b1a3f31.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\/de437a44-baf5-492f-80f1-03ae34d0c06c.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\/a9e32ddd-5229-40ec-af2a-929b1716b213.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u5eb7\u6570\u636e\u805a\u5408<\/span><br \/>\n <span class=\"tag\">\u75c5\u5386\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u533b\u7597\u8bb0\u5f55\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5b55\u4ea7\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u60a3\u8005\u95e8\u6237<\/span><br \/>\n <span class=\"tag\">\u533b\u7597AI<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u6863\u6848<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5c31\u533b\u5bfc\u822a<\/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\u8ba4\u53ef\u5176\u89e3\u51b3\u533b\u7597\u4fe1\u606f\u788e\u7247\u5316\u7684\u75db\u70b9\uff0c\u8be2\u95ee\u83b7\u5ba2\u4fe1\u4efb\u7684\u6700\u5927\u6311\u6218\uff08\u521b\u59cb\u4eba\u56de\u5e94\u5f3a\u8c03HIPAA\/SOC2\u5408\u89c4\u53ca\u793e\u533a\u6e17\u900f\uff09\u3002\u53e6\u6709\u7528\u6237\u8d28\u7591Logo\u8bbe\u8ba1\u98ce\u683c\uff0c\u521b\u59cb\u4eba\u89e3\u91ca\u610f\u5728\u6253\u7834\u533b\u7597\u51b0\u51b7\u611f\uff0c\u4f20\u9012\u4eba\u6027\u5316\u6e29\u5ea6\u3002\u6709\u6548\u53cd\u9988\u96c6\u4e2d\u4e8e\u4fe1\u4efb\u5efa\u7acb\u4e0e\u54c1\u724c\u89c6\u89c9\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 Finch\u5207\u4e2d\u7684\u786e\u5b9e\u662f\u7f8e\u56fd\u533b\u7597\u4f53\u7cfb\u4e2d\u4e00\u4e2a\u6781\u9690\u853d\u4f46\u666e\u904d\u7684\u201c\u8ba4\u77e5\u7a0e\u201d\u2014\u2014\u60a3\u8005\u88ab\u8feb\u6210\u4e3a\u81ea\u5df1\u75c5\u5386\u7684\u6ee1\u52e4\u6587\u5458\u3002\u5b83\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u805a\u5408\u201d\u8fd9\u4e2a\u52a8\u4f5c\uff08\u8fd9\u5df2\u6709\u8bb8\u591a\u5408\u89c4\u4f9b\u5e94\u5546\u5728\u505a\uff09\uff0c\u800c\u5728\u4e8e\u201c\u7ffb\u8bd1\u201d\u548c\u201c\u8f6c\u5199\u201d\u8fd9\u4e24\u5c42\u8bed\u4e49\u52a0\u5de5\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u628a\u533b\u7597\u4fe1\u606f\u4ece\u201c\u533b\u9662\u8d44\u4ea7\u201d\u91cd\u6784\u4e3a\u201c\u60a3\u8005\u8d44\u4ea7\u201d\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u521b\u59cb\u4eba\u56de\u5e94\u66b4\u9732\u4e86\u6838\u5fc3\u77db\u76fe\uff1a\u4ed6\u4eec\u5f3a\u8c03\u201chuman first\u201d\u548c\u5408\u89c4\uff0c\u5374\u56de\u907f\u4e86\u6700\u5173\u952e\u7684\u6570\u636e\u6765\u6e90\u95ee\u9898\u2014\u2014\u80fd\u5426\u771f\u6b63\u65e0\u7f1d\u63a5\u5165EHR\uff08\u7535\u5b50\u75c5\u5386\uff09\u7cfb\u7edf\uff0c\u8fd8\u662f\u4ecd\u4f9d\u8d56\u60a3\u8005\u624b\u52a8\u4e0a\u4f20PDF\uff1f\u5982\u679c\u662f\u540e\u8005\uff0c\u6240\u8c13\u201c\u5355\u4e00\u89c6\u56fe\u201d\u53ea\u662f\u6570\u5b57\u6587\u4ef6\u5939\uff0c\u58c1\u5792\u5f88\u4f4e\u3002\u5176\u6b21\uff0c99\u7f8e\u5143\/\u5e74\u7684\u5b9a\u4ef7\u951a\u5b9a\u5728\u201c\u5b55\u5987\u201d\u8fd9\u4e00\u9ad8\u7126\u8651\u3001\u9ad8\u4ed8\u8d39\u610f\u613f\u4eba\u7fa4\u4e0a\u5f88\u806a\u660e\uff0c\u4f46\u8be5\u4eba\u7fa4\u751f\u547d\u5468\u671f\u77ed\uff0c\u4e00\u65e6\u5206\u5a29\u7ed3\u675f\uff0c\u7559\u5b58\u7387\u65ad\u5d16\u5f0f\u4e0b\u8dcc\u3002\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\u80fd\u5426\u5c06\u201c\u5b55\u4ea7\u201d\u8fd9\u4e00\u573a\u666f\u62bd\u8c61\u4e3a\u201c\u4efb\u4f55\u6162\u6027\u75c5\u6216\u590d\u6742\u6cbb\u7597\u5468\u671f\u201d\u7684\u901a\u7528\u5f15\u64ce\uff0c\u5426\u5219\u5176\u5546\u4e1a\u6545\u4e8b\u4f1a\u50cf\u5927\u591a\u6570PH\u4e0a\u7684\u533b\u7597\u5e94\u7528\u4e00\u6837\uff0c\u6b62\u6b65\u4e8e\u597d\u60f3\u6cd5\u3002\u53e6\u5916\uff0c\u521b\u59cb\u4eba\u81ea\u66dd\u201c\u4e24\u4f4d\u521b\u59cb\u4eba\u3001pre-seed\u201d\uff0c\u8fd9\u610f\u5473\u7740\u5176\u58f0\u79f0\u7684HIPAA\u5408\u89c4\u548cAI\u8f6c\u5199\u51c6\u786e\u5ea6\u90fd\u7f3a\u4e4f\u7b2c\u4e09\u65b9\u5ba1\u8ba1\u80cc\u4e66\u3002\u5728\u533b\u7597\u9886\u57df\uff0c\u6ca1\u6709\u4e34\u5e8a\u9a8c\u8bc1\u548c\u4fdd\u9669\u62a5\u9500\u8def\u5f84\u7684\u201c\u966a\u4f34\u578b\u5de5\u5177\u201d\uff0c\u6700\u7ec8\u5bb9\u6613\u6ca6\u4e3a\u9690\u79c1\u654f\u611f\u7528\u6237\u7684\u6587\u6863\u6536\u7eb3\u76d2\uff0c\u800c\u975e\u4e0d\u53ef\u6216\u7f3a\u7684\u533b\u7597\u57fa\u7840\u8bbe\u65bd\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e94\u8be5\u662f\u201c\u6570\u636e\u53cc\u5411\u6253\u901a\u540e\u7684\u7f51\u7edc\u6548\u5e94\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u6f02\u4eae\u7684UI\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\">Finch<\/span>\n <\/div>\n<div class=\"comment-content\">Finch is a patient-side health companion built for all \u2014 an expecting parent, or just someone navigating the health system. Pregnancy alone involves at least 12 appointments, dozens of test results, and a new vocabulary, coming from different providers in different formats. That’s just one example. Whatever your journey, Finch brings it into one clear view, transcribes what was said at your appointments, and translates clinical language into plain English. Free tier available. Finch+ $99\/y<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt. I’m Isaac, one of two founders on Finch.<\/p>\n<p>I nearly went to medical school and ended up building software instead, but I never stopped paying attention to how much of the healthcare burden gets pushed onto the patient. My co-founder and I both grew up outside the U.S. system, which makes the paperwork side of it look even stranger from the inside.<\/p>\n<p>Finch does three things. It brings your medical records together in one place. It captures what actually gets said at your appointments. And it helps you make sense of both in plain English.<\/p>\n<p>We are two people, pre-seed, and this is our first public launch. We would love honest feedback, especially from anyone who is expecting, has recently had a baby, or has spent time on the wrong side of a medical filing cabinet. What would make this indispensable? Ask us anything.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bluera\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bluera<\/a> Exciting journey ahead! Go Finch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 Isaac & team on the launch! <\/p>\n<p>Finch sounds like a really thoughtful solution to a frustrating part of healthcare.<br \/>Curious what\u2019s been the biggest challenge so far in getting patients to trust and use Finch? <\/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\/@nandini_bairagi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nandini_bairagi<\/a> Its a great question, and one of the biggest challenges for sure. We are very cognizant of designing human first \u2014 which means built for HIPAA and SOC2 from day one. <\/p>\n<p>Vic, our technical co-founder is ex-Mastercard so is super familiar with data security and privacy. <\/p>\n<p>The next challenge is how we share that with our users, which is very much being present and showing up in the communities they already exist in vs bombarding them with paid ads. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What was the thinking behind the logo? Curious choice for a health app…!<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec946d3f-b610-4e5b-8b85-b7647166794d.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> exactly the reaction we were hoping for! <\/p>\n<p>Health at its most true form is the most human thing out there, so we wanted to reflect that in the identity. Bringing warmth to what is typically a pretty sterile category. When others Zig, Zag as they say! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/MMXY65SKPAIY6K\" class=\"app-title\">Atlas by WorkOS<\/a><\/p>\n<div class=\"one-liner\">Your AI coworker in Slack<\/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>Atlas \u662f\u4e00\u6b3e\u5d4c\u5165 Slack \u7684 AI \u540c\u4e8b\uff0c\u80fd\u5728\u56e2\u961f\u534f\u4f5c\u573a\u666f\u4e2d\u76f4\u63a5\u56de\u7b54\u95ee\u9898\u3001\u81ea\u52a8\u5316\u4efb\u52a1\uff0c\u89e3\u51b3\u4fe1\u606f\u67e5\u627e\u4f4e\u6548\u548c\u91cd\u590d\u6027\u5de5\u4f5c\u5360\u7528\u7cbe\u529b\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\/cb44f4c8-5c0e-4310-bc68-3bdcc2cdcaef.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\/5d99d7d1-b9ec-4110-9d21-1528dc437a6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea971c87-f2c6-44ba-adbe-4fcecb0d2073.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bfeb108a-cfcb-4b54-bea6-251ca404ea5e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8662e1f8-79a1-4e42-be9d-9e6ba4801ff5.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\">Slack<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI \u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Slack \u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u529e\u516c\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f AI<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u5f0f\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u76ee\u524d\u8bc4\u8bba\u6570\u91cf\u6781\u5c11\u4e14\u6d41\u4e8e\u8868\u9762\uff08\u5982\u201cExciting!\u201d\u201cLooks cool!\u201d\uff09\uff0c\u65e0\u5b9e\u8d28\u529f\u80fd\u53cd\u9988\u3001\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u5c1a\u65e0\u6cd5\u8bc4\u4f30\u771f\u5b9e\u7528\u6237\u6ee1\u610f\u5ea6\u548c\u4f7f\u7528\u75db\u70b9\uff0c\u9700\u66f4\u591a\u6df1\u5ea6\u8bc4\u6d4b\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 Atlas \u7684\u5546\u4e1a\u53d9\u4e8b\u5f88\u6027\u611f\u2014\u2014\u201cAI \u540c\u4e8b\u201d\u800c\u975e\u201cAI \u5de5\u5177\u201d\uff0c\u610f\u5473\u7740\u5b83\u8bd5\u56fe\u4ece\u88ab\u52a8\u54cd\u5e94\u5347\u7ea7\u4e3a\u4e3b\u52a8\u53c2\u4e0e\u7684\u56e2\u961f\u89d2\u8272\u3002\u5207\u5165 Slack \u8fd9\u4e2a\u9ad8\u9891\u534f\u4f5c\u573a\u666f\u662f\u660e\u667a\u4e4b\u4e3e\uff0c\u964d\u4f4e\u7528\u6237\u8fc1\u79fb\u6210\u672c\uff0c\u4e5f\u8ba9 AI \u80fd\u89e6\u8fbe\u5bf9\u8bdd\u4e0a\u4e0b\u6587\uff0c\u7406\u8bba\u4e0a\u6bd4\u72ec\u7acb\u804a\u5929\u673a\u5668\u4eba\u66f4\u61c2\u9879\u76ee\u8fdb\u5c55\u548c\u56e2\u961f\u8bed\u5883\u3002\u4f46\u4ea7\u54c1\u76ee\u524d\u66b4\u9732\u7684\u95ee\u9898\u540c\u6837\u660e\u663e\uff1a\u6295\u7968\u6570\u4ec5 104\uff0c\u8bc4\u8bba\u51e0\u4e4e\u4e3a\u96f6\u6709\u6548\u4fe1\u606f\uff0c\u8bf4\u660e\u5b83\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\u51b7\u542f\u52a8\u72b6\u6001\uff0c\u6240\u8c13\u7684\u201c\u81ea\u52a8\u5316\u4efb\u52a1\u201d\u548c\u201c\u56de\u7b54\u95ee\u9898\u201d\u5e76\u672a\u5c55\u793a\u51fa\u4e0e\u73b0\u6709 Slack \u751f\u6001\uff08\u5982 Slack GPT\u3001\u7b2c\u4e09\u65b9 bot\uff09\u7684\u5dee\u5f02\u5316\u58c1\u5792\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u201cAI \u540c\u4e8b\u201d\u7684\u6982\u5ff5\u558a\u5f97\u54cd\uff0c\u5b9e\u9645\u82e5\u7f3a\u4e4f\u5bf9\u4f01\u4e1a\u6743\u9650\u3001\u5408\u89c4\u5ba1\u8ba1\u3001\u591a\u7ebf\u7a0b\u8bb0\u5fc6\u548c\u4efb\u52a1\u95ed\u73af\u7684\u6df1\u5ea6\u652f\u6301\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u9ad8\u7ea7\u7248 FAQ \u673a\u5668\u4eba\u3002\u6b64\u5916\uff0cWorkOS \u672c\u8eab\u4ee5\u5f00\u53d1\u8005\u8eab\u4efd\u57fa\u7840\u8bbe\u65bd\u95fb\u540d\uff0cAtlas \u82e5\u80fd\u501f\u529b\u6253\u901a\u4f01\u4e1a\u7ea7 SSO\/\u76ee\u5f55\u540c\u6b65\uff0c\u6216\u8bb8\u80fd\u5f62\u6210\u62a4\u57ce\u6cb3\u2014\u2014\u4f46\u524d\u63d0\u662f\u5b83\u5f97\u5148\u8bc1\u660e\u81ea\u5df1\u80fd\u7a33\u5b9a\u5904\u7406\u590d\u6742\u6307\u4ee4\u5e76\u4ea7\u751f\u53ef\u91cf\u5316\u7684\u6548\u7387\u589e\u91cf\uff0c\u800c\u975e\u8ba9\u56e2\u961f\u5728\u201c\u8c03\u6559 AI\u201d\u4e0a\u6d88\u8017\u66f4\u591a\u65f6\u95f4\u3002\u76ee\u524d\u503c\u5f97\u89c2\u671b\uff0c\u4f46\u4e0d\u5fc5\u8fc7\u65e9\u5174\u594b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Atlas by WorkOS<\/span>\n <\/div>\n<div class=\"comment-content\">Atlas works alongside your team in Slack to answer questions, automate tasks, and help everyone do their best work.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Exciting!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>strong +1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks cool! Congrats!!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PNWIAPPYXGYLYY\" class=\"app-title\">Tiny Funnel<\/a><\/p>\n<div class=\"one-liner\">Funnel analytics you’ll actually understand<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Tiny Funnel \u662f\u4e00\u6b3e\u4e13\u4e3a\u201c\u61d2\u5f97\u770b\u590d\u6742\u62a5\u8868\u201d\u7684\u521b\u59cb\u4eba\u8bbe\u8ba1\u7684\u6f0f\u6597\u5206\u6790\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u4ee5\u6700\u5feb\u901f\u5ea6\u56de\u7b54\u201c\u6d41\u91cf\u4ece\u54ea\u6765\u3001\u8c01\u8d70\u5230\u4e86\u54ea\u4e00\u6b65\u3001\u8c01\u6700\u7ec8\u8d2d\u4e70\u201d\u7684\u95ee\u9898\uff0c\u65e0\u9700\u914d\u7f6e\uff0c\u5373\u5f00\u5373\u7528\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\/96833b1f-c1d9-4c59-8e4e-8c94e1181aa2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b6ad9737-9f9c-40e7-8e11-23c6f94907b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3432deb8-50b0-4c4f-9360-7cedecc8b7f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ca6aca3-20ee-4fd2-bb1c-2feb3efb689e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95e484b4-522f-4ec7-b733-9e351f585e5e.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\/ded9953d-340b-4231-bcf2-25cad0ed0814.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/v5daZRo63h8\"><source src=\"https:\/\/youtu.be\/v5daZRo63h8\" 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\">Analytics<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6f0f\u6597\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u65e0\u57cb\u70b9\u7edf\u8ba1<\/span><br \/>\n <span class=\"tag\">\u7f51\u7ad9\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u65c5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u7535\u5546\u6570\u636e<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u62a5\u8868<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u53cb\u597d<\/span><br \/>\n <span class=\"tag\">\u589e\u957f\u9ed1\u5ba2<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u8fc7\u6ee4\u5668\u5185\u9884\u663e\u793a\u7edf\u8ba1\u7684\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u51cf\u5c11\u6392\u67e5\u65f6\u95f4\u3002\u8ffd\u95ee\u65e0Cookie\u573a\u666f\u4e0b\u8de8\u5929\u56de\u8bbf\u5982\u4f55\u5f52\u56e0\uff08\u65b0\u4f1a\u8bdd\u8fd8\u662f\u7eed\u63a5\uff09\uff0c\u4ee5\u53ca\u521b\u59cb\u4eba\u6700\u5173\u6ce8\u7684\u65e5\u5e38\u6838\u5fc3\u6307\u6807\u662f\u4ec0\u4e48\uff0c\u4f53\u73b0\u51fa\u5bf9\u6570\u636e\u51c6\u786e\u6027\u4e0e\u5b9e\u7528\u6027\u7684\u6df1\u5c42\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 Tiny Funnel \u7684\u5b9a\u4f4d\u7cbe\u51c6\u8e29\u4e2d\u4e86\u201c\u6570\u636e\u9ebb\u6728\u201d\u8fd9\u4e00\u7fa4\u4f53\u6027\u75db\u70b9\u2014\u2014\u5927\u591a\u6570\u521b\u59cb\u4eba\u88c5\u4e86\u5206\u6790\u5de5\u5177\u4f46\u4ece\u4e0d\u6253\u5f00\uff0c\u56e0\u4e3a\u4f20\u7edf\u5de5\u5177\uff08GA\u7b49\uff09\u7684\u4ea4\u4e92\u6a21\u5f0f\u662f\u201c\u5148\u8bbe\u597d\u6761\u4ef6\uff0c\u518d\u7b49\u62a5\u8868\u201d\uff0c\u800c Tiny Funnel \u5c06\u201c\u6761\u4ef6\u201d\u672c\u8eab\u53d8\u6210\u4e86\u201c\u7b54\u6848\u9884\u89c8\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u6781\u81f4\u7684\u53cd\u9988\u901f\u5ea6\u66ff\u4ee3\u4e86\u201c\u601d\u8003\u5982\u4f55\u63d0\u95ee\u201d\u7684\u6210\u672c\u3002\u8fd9\u79cd\u201c\u4e0b\u62c9\u5373\u62a5\u8868\u201d\u7684\u4ea4\u4e92\u8303\u5f0f\uff0c\u662f\u5bf9\u4f20\u7edfBI\u5de5\u5177\u7684\u964d\u7ef4\u6253\u51fb\uff0c\u5c24\u5176\u9002\u5408\u4e2d\u5c0f\u7535\u5546\u72ec\u7acb\u7ad9\u56e2\u961f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a\u5176\u6838\u5fc3\u5356\u70b9\u201cCookie-less\u201d\u5728\u8de8\u8bbe\u5907\u3001\u8de8\u5929\u5f52\u56e0\u4e0a\u5b58\u5728\u5929\u7136\u7f3a\u9677\uff0c\u521b\u59cb\u4eba\u7684\u56de\u5e16\u56de\u590d\u5e76\u672a\u7ed9\u51fa\u5b9e\u8d28\u6280\u672f\u89e3\u91ca\uff08\u5982\u540c\u6b65\u6307\u7eb9\u6216\u670d\u52a1\u5668\u7aef\u5408\u5e76\uff09\uff0c\u8fd9\u4f1a\u5bfc\u81f4\u6f0f\u6597\u6700\u540e\u4e00\u73af\u201c\u8d2d\u4e70\u201d\u4e0e\u9996\u8bbf\u7684\u5f52\u56e0\u5931\u771f\u2014\u2014\u5bf9\u4e00\u4e2a\u4e3b\u6253\u201c\u7406\u89e3\u201d\u7684\u5de5\u5177\u800c\u8a00\uff0c\u8fd9\u662f\u81f4\u547d\u4f24\u3002\u53e6\u5916\uff0c\u8be5\u4ea7\u54c1\u76ee\u524d\u7684\u62a4\u57ce\u6cb3\u4ec5\u662f\u4ea4\u4e92\u521b\u65b0\uff0c\u800c\u975e\u6570\u636e\u7b97\u6cd5\u6216\u8fde\u63a5\u751f\u6001\uff0c\u4e00\u65e6\u88ab\u4e3b\u6d41\u5206\u6790\u5e73\u53f0\uff08\u5982Amplitude\u3001Mixpanel\uff09\u5728\u754c\u9762\u4e0a\u501f\u9274\uff0c\u72ec\u7acb\u751f\u5b58\u7a7a\u95f4\u4f1a\u8fc5\u901f\u88ab\u6324\u538b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u957f\u671f\u4ef7\u503c\u5728\u4e8e\u201c\u4f1a\u8bdd\u91cd\u5efa\u201d\u80fd\u529b\uff1a\u5982\u679c\u80fd\u4ee5\u65e0Cookie\u65b9\u5f0f\u5c06\u540c\u4e00\u8bbf\u5ba2\u7684\u591a\u5929\u8bbf\u95ee\u4e32\u6210\u552f\u4e00\u65c5\u7a0b\u5e76\u4fdd\u6301\u7edf\u8ba1\u51c6\u786e\u6027\uff0c\u8fd9\u5c06\u586b\u8865GDPR\u65f6\u4ee3\u4e0b\u7684\u7a7a\u767d\u3002\u4f46\u76ee\u524d\u6765\u770b\uff0c\u5b83\u66f4\u53ef\u80fd\u6210\u4e3a\u4e00\u6b3e\u201c\u5c0f\u800c\u7f8e\u201d\u7684\u8f85\u52a9\u5206\u6790\u63d2\u4ef6\uff0c\u800c\u975e\u66ff\u4ee3GA\u7684\u5e73\u53f0\u7ea7\u4ea7\u54c1\u3002\u5efa\u8bae\u56e2\u961f\u91cd\u70b9\u56de\u5e94\u7528\u6237\u5bf9\u5f52\u56e0\u51c6\u786e\u6027\u7684\u8d28\u7591\uff0c\u5e76\u8003\u8651\u96c6\u6210\u5230Shopify\u63d2\u4ef6\u5e02\u573a\uff0c\u7528\u7535\u5546\u573a\u666f\u4f5c\u4e3a\u62a4\u57ce\u6cb3\u843d\u5730\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\">Tiny Funnel<\/span>\n <\/div>\n<div class=\"comment-content\">Funnel analytics you’ll actually understand. Where visitors come from, how far each gets, and how many buy. Change the filters to a specific visitor set, e.g. “from Google” + “reached at least step two”, and everything changes with you. The goal is answers and ideas as fast as possible, so filter options show their stats before you pick one. Cookie-less, so everyone gets counted. Scroll down for your funnel through time, and any visitor’s full journey.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt, Oli here, maker of Tiny Funnel.<\/p>\n<p>I run PreProduct, pre-order software for ecommerce brands, and like a lot of founders I have analytics installed and hardly ever open it. Whenever I do have an actual question, like “which blog posts or referrers send visitors who actually sign up?”, answering it turns into a full-on task instead of a five-second check.<\/p>\n<p>So I built Tiny Funnel! The goal is “funnel analytics you’ll actually understand”.<\/p>\n<p>You log in and your funnel is there straight away, displayed one step after another. See where visitors come from, how far each gets, and how many buy. Change the filters to a specific visitor set, e.g. “from Google” + “reached at least step two”, and everything changes with you. Even the filter options show their stats before you pick one, so half the time the dropdown is the report. Scroll down to see your funnel over time, as well as visitor’s full journeys.<\/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\/@oli_woods\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oli_woods<\/a> Showing the stats on a filter before you pick it is a small thing that changes how fast you find the answer. Most funnel tools make you commit first and wait. With cookie-less tracking, how do you handle a visitor who returns three days later? Same journey, or a new one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@oli_woods\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oli_woods<\/a> showing stats inside the filters is a really nice touch, saves a ton of digging around!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@oli_woods\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@oli_woods<\/a> Congrats on the launch, \u201canalytics you\u2019ll actually understand\u201d is a promise most tools break within five minutes, so I\u2019m rooting for this one. What\u2019s the one metric you personally check first thing every morning?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/YTMG3O3L27QDDA\" class=\"app-title\">Gauge<\/a><\/p>\n<div class=\"one-liner\">Agent Led Growth: Get written into every customer’s codebase<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gauge \u901a\u8fc7\u771f\u5b9e\u7f16\u7801\u4f1a\u8bdd\u6a21\u62dfAI\u7f16\u7a0b\u4ee3\u7406\u7684\u9009\u578b\u4e0e\u4f7f\u7528\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5de5\u5177\u88ab\u81ea\u52a8\u5199\u8fdb\u66f4\u591a\u5ba2\u6237\u7684\u4ee3\u7801\u5e93\uff0c\u62a2\u5360Agent\u9a71\u52a8\u7684\u589e\u957f\u5148\u673a\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\/9537d375-f5f0-4fb7-beda-2cc95e47cfb7.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\/5610f904-adb3-4f13-b206-55b3bfb1d58c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/18b859dc-e97a-4e36-a02c-e8e3cba2dba8.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\/619b6499-a13e-4327-b867-c0e5155f734b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=_yrVyT8bYBI\"><source src=\"https:\/\/www.youtube.com\/watch?v=_yrVyT8bYBI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Agent\u9a71\u52a8\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u5e93\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">B2B SaaS<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u589e\u957f<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u9009\u578b\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">DevTools<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd<\/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\u6574\u4f53\u53cd\u9988\u79ef\u6781\uff0c\u88ab\u201cDon’t use Gauge unless…\u201d\u7684\u6807\u8bed\u5438\u5f15\u3002\u5b98\u65b9\u8865\u5145\u8bf4\u660e\u4ea7\u54c1\u89e3\u51b3\u4e24\u5927\u95ee\u9898\uff1a\u662f\u5426\u88abAgent\u9009\u4e2d\u3001\u80fd\u5426\u88ab\u6b63\u786e\u4f7f\u7528\u3002\u672a\u89c1\u8d1f\u9762\u8bc4\u4ef7\u6216\u5177\u4f53\u529f\u80fd\u7591\u95ee\uff0c\u6709\u6548\u5efa\u8bae\u8f83\u5c11\uff0c\u4e3b\u8981\u505c\u7559\u5728\u8425\u9500\u53e3\u53f7\u5171\u9e23\u5c42\u9762\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 Gauge\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6b63\u5728\u7206\u53d1\u7684\u75db\u70b9\uff1a\u5f53AI\u7f16\u7a0b\u4ee3\u7406\uff08\u5982Claude Code\u3001Cursor\u7b49\uff09\u6210\u4e3a\u4f01\u4e1a\u91c7\u8d2d\u4e8b\u5b9e\u4e0a\u7684\u201c\u51b3\u7b56\u8005\u201d\u65f6\uff0c\u4f20\u7edf\u9762\u5411\u4eba\u7c7b\u7684PLG\uff08\u4ea7\u54c1\u9a71\u52a8\u589e\u957f\uff09\u6f0f\u6597\u5931\u6548\u4e86\u3002Gauge\u7684\u4ef7\u503c\u4e0d\u662f\u201c\u8425\u9500\u5de5\u5177\u201d\uff0c\u800c\u662f\u201c\u7406\u89e3\u673a\u5668\u51b3\u7b56\u903b\u8f91\u7684\u9006\u5411\u5de5\u7a0b\u5e73\u53f0\u201d\u2014\u2014\u5b83\u7528\u771f\u5b9e\u7f16\u7801\u4f1a\u8bdd\u6a21\u62dfAgent\u7684\u8ba4\u77e5\u8def\u5f84\uff0c\u644a\u5f00\u4e86\u201c\u9009\u578b\u903b\u8f91\u201d\u8fd9\u4e2a\u9ed1\u7bb1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u6cfc\u51b7\u6c34\uff1a\u9996\u5148\uff0c99\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u5e76\u4e0d\u4eae\u773c\uff0c\u4e14\u8bc4\u8bba\u51e0\u4e4e\u5168\u662f\u5b98\u65b9\u81ea\u95ee\u81ea\u7b54\u6216\u53e3\u53f7\u590d\u8bfb\uff0c\u7f3a\u4e4f\u72ec\u7acb\u7b2c\u4e09\u65b9\u9a8c\u8bc1\u201cROI\u201d\u7684\u6848\u4f8b\u3002\u5176\u6b21\uff0cGauge\u7684\u62a4\u57ce\u6cb3\u8106\u5f31\u2014\u2014\u5b83\u9ad8\u5ea6\u4f9d\u8d56\u5bf9\u4e3b\u6d41Agent\u5185\u90e8\u8bc4\u5206\u673a\u5236\u7684\u6301\u7eed\u9006\u5411\uff0c\u800cAgent\u5382\u5546\uff08\u5982Anthropic\u3001OpenAI\uff09\u4e00\u65e6\u5347\u7ea7\u6216\u6536\u7d27API\u7b56\u7565\uff0c\u5176\u6a21\u62df\u51c6\u786e\u6027\u53ef\u80fd\u77ac\u95f4\u5931\u6548\u3002\u66f4\u6839\u672c\u7684\u95ee\u9898\u662f\uff1a\u5982\u679cAgent\u9009\u578b\u672c\u8d28\u662f\u57fa\u4e8e\u516c\u5f00\u6587\u6863\u3001\u793e\u533a\u53e3\u7891\u548c\u8bed\u4e49\u68c0\u7d22\u7684\u201c\u5185\u5bb9\u6e38\u620f\u201d\uff0c\u90a3\u4e48Gauge\u80fd\u505a\u7684\uff0c\u4e00\u7bc7\u7ed3\u6784\u5316\u7684README\u6216\u4e00\u4efd\u88ab\u5f15\u7528\u7684\u6280\u672f\u535a\u5ba2\u4e5f\u80fd\u505a\u5230\uff0c\u4e14\u6210\u672c\u66f4\u4f4e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u6570\u636e\u53cd\u9988\u95ed\u73af\u201d\u2014\u2014\u544a\u8bc9\u5f00\u53d1\u8005\u5de5\u5177\u56e2\u961f\uff1a\u4f60\u7684\u9996\u9875\u6587\u6848\u5728Agent\u770b\u6765\u662f\u566a\u97f3\uff0c\u4f60\u7684API\u8bbe\u8ba1\u8ba9Agent\u5728\u7b2c\u4e94\u6b65\u5c31\u653e\u5f03\u3002\u8fd9\u4e2a\u6d1e\u5bdf\u82e5\u505a\u6df1\uff0c\u53ef\u6210\u4e3aDevTools\u9886\u57df\u7684\u201cSEO\u5206\u6790\u5de5\u5177\u201d\u3002\u4f46\u82e5\u6b62\u6b65\u4e8e\u201c\u5e2e\u5ba2\u6237\u5237\u5b58\u5728\u611f\u201d\uff0c\u5219\u4f1a\u88ab\u66f4\u61c2Agent\u7684\u7ade\u4e89\u5bf9\u624b\u6216Agent\u5382\u5546\u81ea\u5df1\u78be\u538b\u3002Gauge\u9700\u8981\u5c3d\u5feb\u8bc1\u660e\uff1a\u5b83\u5e26\u6765\u7684\u4e0d\u662f\u4e00\u6b21\u6027\u5199\u5165\uff0c\u800c\u662f\u53ef\u91cf\u5316\u7684\u957f\u671f\u4ee3\u7801\u5e93\u7559\u5b58\u7387\u63d0\u5347\u3002\u5426\u5219\uff0c\u8fd9\u53ea\u662f\u53c8\u4e00\u4e2a\u88abAI\u6d6a\u6f6e\u6682\u65f6\u6258\u8d77\u7684\u77ed\u547d\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gauge<\/span>\n <\/div>\n<div class=\"comment-content\">Don\u2019t use Gauge. Unless you want your tool to get written into every codebase. Agents are leading the next wave of growth for our customers including Supabase, Openrouter, Resend, PostHog, Mintlify, Braintrust, and more. Unlike AI chat, coding agents are implementing products autonomously. They’re doing so without ever talking to a sales rep or taking a demo. Gauge runs real coding sessions to identify actions to improve the agent\u2019s preference, and the agent experience once you\u2019re selected.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">“Don’t use Gauge. Unless you want your tool to get written into every codebase.” Love it.<\/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\/@fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> thanks \ud83d\ude4f have you given the agent led growth product a try?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi PH!!<\/p>\n<p>We built Gauge for Agents after hearing strong demand from our dev-tool customers – Supabase, Mux, Openrouter, PostHog, Resend, Braintrust, Clerk, Railway, Mintlify, and more.<\/p>\n<p>Coding agent tool selection is leading to insane growth for these companies – something we’ve named Agent-led Growth (ALG).<\/p>\n<p>This comes down to 2 core questions:<br \/>\n1. Is my tool selected by the coding agent? (Agent )<br \/>\n2. Can the coding agent use my tool correctly?<\/p>\n<p>We’ve loaded each account with $100 of free credits, and would love to hear your thoughts!<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Don’t use Gauge, unless you want to win.<\/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\/@farbod_memarian1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@farbod_memarian1<\/a> \ud83d\udcaf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/NYF2OJIYBZ3BRZ\" class=\"app-title\">Dates by Agenda Hero<\/a><\/p>\n<div class=\"one-liner\">Create a plan for anything. Share it with anyone. <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">99<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Dates\u662f\u4e00\u6b3e\u57fa\u4e8e\u201cAgenda Hero Magic\u201d\u7684\u5171\u4eab\u65e5\u5386\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u50cf\u7f16\u8f91\u6587\u6863\u4e00\u6837\u8f7b\u677e\u521b\u5efa\u6d3b\u52a8\u8ba1\u5212\uff08\u5982\u5b66\u6821\u65e5\u5386\u3001\u5bb6\u5ead\u65e5\u7a0b\u3001\u56e2\u961f\u8bae\u7a0b\uff09\uff0c\u5e76\u81ea\u52a8\u540c\u6b65\u5230\u5404\u4eba\u5df2\u6709\u7684\u65e5\u5386\u5e94\u7528\u4e2d\uff0c\u89e3\u51b3\u591a\u4e3b\u4f53\u95f4\u65e5\u7a0b\u4fe1\u606f\u91cd\u590d\u5f55\u5165\u4e0e\u66f4\u65b0\u6ede\u540e\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\/c8b7a167-08b1-4808-9810-c9342bfc27da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abaa2b32-fb07-4da0-994b-098ff9e87817.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7f463f71-5eee-4cb0-8028-3b265c53f8d1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0acb8424-2679-4952-8979-d06a774fdae2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/029fb437-0661-4922-82c8-cb0a10533b12.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/094f2b06-6192-47b7-977c-495f2e824c82.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d2a7469f-fc8c-49a7-b0dd-0e86098a18a4.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\/5161b0cd-0291-423c-ba89-98e9cb2f5b35.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Q-KJBDOGgfU&feature=youtu.be\"><source src=\"https:\/\/www.youtube.com\/watch?v=Q-KJBDOGgfU&feature=youtu.be\" 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\">Calendar<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Kids & Parenting<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5171\u4eab\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u534f\u540c\u8ba1\u5212<\/span><br \/>\n <span class=\"tag\">\u65e5\u7a0b\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u65e5\u5386\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">PDF\u8f6c\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">ICS\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u5bb6\u5ead\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5b66\u6821\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u8bae\u7a0b<\/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\u6838\u5fc3\u53cd\u9988\u805a\u7126\u4e8e\u201c\u544a\u522bPDF\u91cd\u5f55\u201d\u548c\u201c\u591a\u65e5\u5386\u540c\u6b65\u201d\u7684\u75db\u70b9\uff0c\u56e2\u961f\u5f3a\u8c03ICS\u9690\u85cf\u529f\u80fd\u7b49\u7ec6\u8282\u3002\u65e9\u671f\u7248\u672c\u5b58\u5728\u79fb\u52a8\u7aef\u5b9a\u5236\u529f\u80fd\u4e0d\u5b8c\u5584\u7684\u95ee\u9898\uff0c\u5b98\u65b9\u5efa\u8bae\u684c\u9762\u7aef\u64cd\u4f5c\uff0c\u5e76\u9080\u8bf7\u7528\u6237\u53cd\u9988bug\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 Dates\u7684\u5207\u5165\u89d2\u5ea6\u806a\u660e\u2014\u2014\u5b83\u4e0d\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u65e5\u5386\uff0c\u800c\u662f\u505a\u65e5\u5386\u7684\u201c\u7ffb\u8bd1\u5c42\u201d\u548c\u201c\u5206\u53d1\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u201c\u521b\u5efa\u8ba1\u5212\u201d\uff0c\u800c\u662f\u6d88\u706d\u4e86\u201c\u591a\u7aef\u91cd\u590d\u5f55\u5165\u201d\u8fd9\u4e2a\u9690\u5f62\u793e\u4f1a\u6210\u672c\u3002\u5bf9\u4e00\u4e2a500\u4eba\u7684\u5b66\u6821\u793e\u533a\u800c\u8a00\uff0cPDF\u7684\u6bcf\u6b21\u7248\u672c\u66f4\u65b0\u90fd\u610f\u5473\u7740\u5927\u91cf\u5bb6\u5ead\u624b\u52a8\u6821\u5bf9\uff0cDates\u7528\u201c\u6587\u6863\u5f0f\u7f16\u8f91+ICS\u53cc\u5411\u540c\u6b65\u201d\u76f4\u63a5\u6467\u6bc1\u4e86\u8fd9\u4e00\u5197\u4f59\u73af\u8282\uff0c\u672c\u8d28\u662fB2C\u5916\u8863\u4e0b\u7684B2B\u6548\u7387\u9769\u547d\u3002\u4f46\u9690\u60a3\u540c\u6837\u660e\u663e\uff1a\u7b2c\u4e00\uff0c\u7ade\u54c1\u58c1\u5792\u4f4e\uff0cGoogle Calendar\u672c\u8eab\u652f\u6301\u5206\u4eab\u94fe\u63a5\uff0cNotion\u3001Figma\u7b49\u534f\u4f5c\u6587\u6863\u4e5f\u90fd\u6709\u65e5\u5386\u89c6\u56fe\uff0c\u82e5\u201cMagic\u201d\u89e3\u6790\uff08PDF\u8f6c\u4e8b\u4ef6\uff09\u4e0d\u591f\u60ca\u8273\uff0c\u5f88\u5bb9\u6613\u88ab\u590d\u5236\uff1b\u7b2c\u4e8c\uff0c\u4ea7\u54c1\u91cd\u5ea6\u4f9d\u8d56\u7528\u6237\u5df2\u6709\u7684\u65e5\u5386\u751f\u6001\uff08Google\u3001TeamSnap\u7b49\uff09\uff0c\u4e00\u65e6\u4e0a\u6e38API\u7b56\u7565\u53d8\u66f4\uff0c\u751f\u5b58\u7a7a\u95f4\u4f1a\u88ab\u6324\u538b\uff1b\u7b2c\u4e09\uff0c\u5f53\u524d\u8bc4\u8bba\u591a\u4e3a\u201c\u81ea\u55e8\u5f0f\u201d\u5185\u90e8\u5458\u5de5\u70b9\u8d5e\uff08CEO\u81ea\u5df1\u53d1\u5e16\uff0c\u56e2\u961f\u9644\u548c\uff09\uff0c\u7f3a\u4e4f\u771f\u5b9e\u5916\u90e8\u7528\u6237\u5bf9\u201c\u89e3\u6790\u51c6\u786e\u6027\u201d\u201c\u540c\u6b65\u5ef6\u8fdf\u201d\u7b49\u6838\u5fc3\u6307\u6807\u7684\u5b9e\u6d4b\u53cd\u9988\u3002\u77ed\u671f\u770b\uff0c\u5b83\u9002\u5408\u4f5c\u4e3a\u5b66\u6821\u3001\u5267\u56e2\u7b49\u5f3a\u7ec4\u7ec7\u7ed3\u6784\u7684\u8f7b\u91cf\u5de5\u5177\uff1b\u957f\u671f\u770b\uff0c\u9700\u8981\u5c3d\u5feb\u5efa\u7acb\u201c\u65e5\u5386\u6570\u636e\u8fc1\u79fb\u6210\u672c\u201d\u62a4\u57ce\u6cb3\uff0c\u5426\u5219\u6781\u6613\u6ca6\u4e3a\u5de8\u5934\u751f\u6001\u91cc\u7684\u4e00\u4e2a\u63d2\u4ef6\u3002\u4e00\u53e5\u5fe0\u544a\uff1a\u5f53\u4f60\u7684\u5356\u70b9\u662f\u201c\u7b80\u5355\u201d\u65f6\uff0c\u4efb\u4f55\u4e00\u6b21\u540c\u6b65\u9519\u8bef\u6216\u89e3\u6790\u5931\u8d25\uff0c\u90fd\u4f1a\u8ba9\u7528\u6237\u77ac\u95f4\u56de\u5230PDF\u65f6\u4ee3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Dates by Agenda Hero<\/span>\n <\/div>\n<div class=\"comment-content\">Say hello to Dates. The joyful way to plan the dates you share. The school calendar you share with 500 other families. The family calendar you share with everyone at home. The sales kickoff agenda you share with 70 colleagues. Right now, those dates are stuck in docs, sheets, PDFs, and email. Because there hasn’t been a better way. Until today.<\/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 Caren, co-founder & CEO of Agenda Hero. <\/p>\n<p>Today we’re launching <strong>Dates<\/strong>. <\/p>\n<p>You can write together in Docs. Budget together in Sheets. Present together in Slides.<\/p>\n<p>But where’s the place for your Dates together?<\/p>\n<\/p>\n<p>I’m not talking about the Dates you go on. Or your individual personal calendar where you see your next meeting. This is about the <strong>Dates you share. Together. <\/strong><\/p>\n<p>The school calendar you share with 500 other families. The theater schedule you share with the rest of the cast. Even the team offsite and sales kickoff agenda you share with your colleagues. Today these dates live in Docs, Sheets, and PDFs. Everyone has to reenter the same information as everyone else. Then it changes, and everyone\u2019s calendar is wrong. <\/p>\n<p><strong>Dates<\/strong> is a doc-simple way to make a plan for anything and share it with anyone. Bring your other calendars in: Google, TeamSnap, ParentSquare, ics feeds. Send the plan back out to whatever calendar each person already uses. Print it for the fridge, pull it up on a phone, and when the tournament moves, it moves on the team calendar, the family calendar, and Grandma’s.<\/p>\n<\/p>\n<p>It runs on <strong>Agenda Hero Magic, <\/strong>so any text, image, or PDF becomes calendar events in seconds.<\/p>\n<p>We\u2019re incredibly grateful to everyone around the world who gave feedback and shared their magic wishes. You’re the reason for the small details that bring big joy. A favorite one: bring in an ics feed, and you can hide anything on it. School calendar listing the 3rd grade choir concert when you have a 2nd grader? Poof. Hidden.<\/p>\n<p>We shipped as early as we could, so expect some rough edges. Send us the bugs, and keep the requests, magic wishes, and encouragement coming. The very awesome Agenda Hero team will be in the comments all day.<\/p>\n<p>One tip: try it on desktop. Mobile handles all viewing, but not all customization yet.<\/p>\n<p>Free to start. Create one, or a dozen, at <a href=\"http:\/\/agendahero.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agendahero.com<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A school sends one PDF to 500 families. Why should 500 families have to rebuild the same calendar?<br \/>It sounds so absurd, but it’s the way we’ve been doing it forever. <\/p>\n<p>I feel so proud to be a part of the team that built this! We hope you all love it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Once you experience the Magic of Agenda Hero, you\u2019ll wonder why something like this hasn\u2019t yet existed. <\/p>\n<\/p>\n<p>A small but mighty team that I\u2019m so proud to be apart of! We built such a wonderful product and I hope it makes your life more magical!!<\/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<\/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\/EICI26S4PHTHQY\" class=\"app-title\">Deepmark<\/a><\/p>\n<div class=\"one-liner\">Search your bookmarks by what’s inside them, not the title<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Deepmark \u662f\u4e00\u6b3e\u5c06\u6d4f\u89c8\u5668\u4e66\u7b7e\u3001X \u6536\u85cf\u3001Instagram \u4fdd\u5b58\u548c YouTube \u7a0d\u540e\u89c2\u770b\u6574\u5408\u4e3a\u79c1\u6709\u77e5\u8bc6\u5e93\u7684 AI \u641c\u7d22\u5de5\u5177\uff0c\u901a\u8fc7\u89e3\u6790\u9875\u9762\u5185\u5bb9\u3001\u8f6c\u5f55\u89c6\u9891\u3001OCR \u622a\u56fe\u5e76\u5411\u91cf\u5316\uff0c\u8ba9\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u76f4\u63a5\u641c\u5230\u4e66\u7b7e\u91cc\u201c\u6709\u4ec0\u4e48\u201d\uff0c\u800c\u4e0d\u662f\u53ea\u9760\u6807\u9898\u56de\u5fc6\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\/6a278f1a-394d-4c24-8184-574c894cbbd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0322cf6d-49b5-4eb7-9272-ab06fd21583c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45707f08-f4f9-4a47-9220-ee29360ac6dc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdb22b25-89b1-417e-8715-339e5e34066a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0f98f981-be6f-45bc-9e5f-00a26df31c48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9b93847a-b0ef-43f7-a52d-64069d92ff43.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\/4251c8f0-1eef-4c4e-8dfb-379c7b701c09.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=MVY-0XEygPg\"><source src=\"https:\/\/www.youtube.com\/watch?v=MVY-0XEygPg\" 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\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4e66\u7b7e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">OCR<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">MCP\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u7d22\u5f15<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u540c\u6b65<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6700\u5173\u5fc3\u4e09\u7c7b\u95ee\u9898\uff1a\u4e00\u662f\u79c1\u5bc6\/\u53d7\u9650\u5185\u5bb9\uff08\u5982\u767b\u5f55\u53ef\u89c1\u7684 X \u7ebf\u7a0b\u3001\u5185\u90e8\u5206\u4eab\u7684 PDF\uff09\u5982\u4f55\u7d22\u5f15\uff0c\u62c5\u5fc3\u6269\u5c55\u65e0\u6cd5\u89e6\u78b0\u8ba4\u8bc1\u5185\u5bb9\uff1b\u4e8c\u662f\u201c\u6d4f\u89c8\u5668\u4e66\u7b7e\u81ea\u52a8\u7d22\u5f15\u201d\u662f\u5426\u6709\u6392\u9664\u673a\u5236\uff0c\u907f\u514d\u5185\u90e8\u5de5\u4f5c\u6587\u6863\u6216\u4e2a\u4eba\u8d44\u6599\u88ab\u4e0a\u4f20\uff1b\u4e09\u662f\u7d22\u5f15\u8d28\u91cf\u7684\u53ef\u7ef4\u62a4\u6027\u2014\u2014\u6709\u8d44\u6df1\u7528\u6237\u63d0\u9192\uff0c90\u79d2\/\u6761\u7684\u63d0\u53d6\u901f\u5ea6\u610f\u5473\u774010k\u89c4\u6a21\u5168\u91cf\u91cd\u7d22\u5f15\u970010\u5929\uff0c\u5efa\u8bae\u5206\u79bb\u539f\u59cb\u6293\u53d6\u4e0e\u751f\u6210\u7684\u63cf\u8ff0\u5c42\uff0c\u4ee5\u4fbf\u540e\u7eed\u5347\u7ea7\u63cf\u8ff0\u6a21\u578b\u65f6\u53ef\u4f4e\u6210\u672c\u91cd\u653e\uff0c\u800c\u975e\u91cd\u65b0\u8054\u7f51\u6293\u53d6\u3002\u53e6\u6709\u7528\u6237\u5efa\u8bae\u589e\u52a0 LinkedIn\u3001Facebook \u4fdd\u5b58\u9879\u652f\u6301\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Deepmark \u7684\u5207\u5165\u70b9\u662f\u771f\u5b9e\u7684\uff0c\u4f46\u5b83\u7684\u62a4\u57ce\u6cb3\u6bd4\u770b\u8d77\u6765\u66f4\u6d45\u3002\u628a\u201c\u4e66\u7b7e\u53ea\u80fd\u6309\u6807\u9898\u641c\u201d\u8fd9\u4e2a\u75db\u70b9\u653e\u5927\u5230\u201c\u6309\u5185\u5bb9\u641c\u201d\u786e\u5b9e\u662f\u521a\u9700\uff0c\u5c24\u5176\u5bf9\u4fe1\u606f\u56e4\u79ef\u8005\u800c\u8a00\uff0c90\u79d2\u7d22\u5f15\u3001100ms\u68c0\u7d22\u7684\u6570\u5b57\u4e5f\u8db3\u591f\u4eae\u773c\u2014\u2014\u4f46\u771f\u6b63\u7684\u95ee\u9898\u5728\u4e8e\u8fd9\u4e2a\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u7d22\u5f15\u670d\u52a1\u201d\uff0c\u800c\u975e\u201c\u68c0\u7d22\u670d\u52a1\u201d\u3002\u8bc4\u8bba\u91cc\u7684\u8001\u624b\u4e00\u773c\u770b\u7a7f\u547d\u95e8\uff1a\u63d0\u53d6\u5668\u662f\u7d22\u5f15\u8d28\u91cf\u7684\u5929\u82b1\u677f\uff0c\u800c\u6a21\u578b\u8fed\u4ee3\u662f\u5fc5\u7136\u7684\uff0c\u5982\u679c\u4f60\u628a\u6293\u53d6\u5185\u5bb9\u548c\u751f\u6210\u63cf\u8ff0\u6df7\u4e3a\u4e00\u5c42\uff0c\u90a3\u6bcf\u6b21\u5347\u7ea7\u90fd\u8981\u4ed8\u51fa\u5168\u91cf\u91cd\u6293\u7684\u4ee3\u4ef7\uff0c\u8fd9\u572810k\u6761\u89c4\u6a21\u4e0b\u5c31\u662f\u5341\u5929\u7a7a\u7a97\u3002\u4f5c\u8005\u56de\u5e94\u6ca1\u6709\u6b63\u9762\u63a5\u62db\uff0c\u8bf4\u660e\u67b6\u6784\u4e0a\u672a\u5fc5\u63d0\u524d\u505a\u4e86\u5206\u5c42\u8bbe\u8ba1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u81f4\u547d\u7684\u77ed\u677f\u662f\u9690\u79c1\u4e0e\u6570\u636e\u8fb9\u754c\u7684\u6a21\u7cca\u3002\u6d4f\u89c8\u5668\u4e66\u7b7e\u201c\u81ea\u52a8\u7d22\u5f15\u201d\u610f\u5473\u7740\u7528\u6237\u7684\u5185\u90e8\u6587\u6863\u3001\u79c1\u4eba\u94fe\u63a5\u9ed8\u8ba4\u4f1a\u88ab\u4f20\u53bb\u7b2c\u4e09\u65b9\u7ba1\u9053\uff0c\u54ea\u6015\u4f5c\u8005\u4fdd\u8bc1\u201c\u6269\u5c55\u4e0d\u89c1\u5bc6\u7801\u201d\uff0c\u4e5f\u6321\u4e0d\u4f4f\u4f01\u4e1a\u7528\u6237\u5bf9\u6570\u636e\u51fa\u57df\u7684\u8fc7\u654f\u3002\u800c\u7528\u6237\u5728\u8bc4\u8bba\u4e2d\u70b9\u51fa\u7684\u767b\u5f55\u53ef\u89c1\u5185\u5bb9\uff08X\u8ba2\u9605\u7ebf\u7a0b\u3001Google Slides \u79c1\u6709\u5206\u4eab\uff09\u6070\u597d\u662f\u4e66\u7b7e\u5e93\u4e2d\u4fe1\u606f\u4ef7\u503c\u6700\u9ad8\u7684\u90e8\u5206\u2014\u2014\u5927\u90e8\u5206\u771f\u6b63\u503c\u5f97\u56de\u627e\u7684\u5185\u5bb9\u6070\u6070\u662f\u79c1\u57df\u7684\uff0c\u516c\u5f00\u7f51\u9875\u53cd\u800c\u6ca1\u90a3\u4e48\u73cd\u8d35\u3002\u8fd9\u4e2a\u4ea7\u54c1\u76ee\u524d\u53ea\u5403\u5f97\u5230\u201c\u516c\u5f00\u5185\u5bb9\u7684\u8868\u9762\u201d\uff0c\u5403\u4e0d\u5230\u201c\u79c1\u57df\u5185\u5bb9\u7684\u5b9e\u8d28\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n MCP server \u7684\u65b9\u5411\u662f\u5bf9\u7684\uff0c\u8ba9 AI \u4ee3\u7406\u80fd\u8bed\u4e49\u5316\u68c0\u7d22\u4e2a\u4eba\u5386\u53f2\u4fdd\u5b58\uff0c\u8fd9\u662f\u901a\u5f80\u201c\u8bb0\u5fc6\u5373\u670d\u52a1\u201d\u7684\u5165\u573a\u5238\u3002$10\/\u6708\u7684\u5b9a\u4ef7\u65e0\u8bd5\u73a9\uff0c\u4f46\u7ed9\u4e86 demo \u5e93\uff0c\u4e5f\u7b97\u8bda\u5b9e\u3002\u771f\u6b63\u7684\u8d4c\u76d8\u5728\u4e8e\uff1a\u80fd\u5426\u628a\u201c\u5185\u5bb9\u83b7\u53d6\u2014\u63cf\u8ff0\u751f\u6210\u2014\u91cd\u7d22\u5f15\u201d\u505a\u6210\u771f\u6b63\u89e3\u8026\u7684\u5c42\u7ea7\uff0c\u5e76\u8d62\u5f97\u7528\u6237\u5bf9\u9690\u79c1\u7ba1\u9053\u7684\u4fe1\u4efb\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u80fd\u641c\u5230\u4f46\u4e0d\u91cd\u8981\u7684\u4e1c\u897f\u201d\u7684\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Deepmark<\/span>\n <\/div>\n<div class=\"comment-content\">Your browser bookmarks, X bookmarks, Instagram saves and YouTube Watch Later, in one private library you can search in plain language. Deepmark reads every page, transcribes videos and reels, describes and OCRs frames, then embeds it all. ‘The reel with the one-pan pasta trick’ finds the reel even though nothing in it says pasta. A save is searchable in about 90 seconds; search over 10k items returns in under 100ms. Also a hosted MCP server: your AI agent can search your library too.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>woow ! the pile of stuff I saved once and never saw again is enormous, and just knowing something finally tackles that gives me real hope <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@amine_aziz_alaoui\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amine_aziz_alaoui<\/a> Same here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>to answer the “what would you want it to do” question – I screen a lot of early-stage stuff and my saved links skew heavily toward pitch decks (usually a PDF link or a Google Slides\/Docs link shared directly, not a public webpage) and X threads that are only visible if you’re logged in and following the person. both of those are exactly the kind of content that a “fetch and read the page” approach struggles with, since there’s either no public HTML to fetch or the content sits behind auth the extension isn’t supposed to touch. is that kind of source on the roadmap, or is it intentionally staying scoped to publicly fetchable pages plus the four social sources you already support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> Yes those are current limitations. Are you talking about X subscriber only threads? that wouldn’t be possible I guess. Maybe a local native solution we might need to build. Reach out at <a href=\"mailto:support@usedeepmark.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@usedeepmark.com<\/a> with you requirements so we can keep in roadmap. Thanks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I built Deepmark because I kept losing things I’d deliberately saved. Not forgotten: saved. A thread about pricing, a reel with a cooking trick, a talk someone linked me. Four apps, four lists, and none of them searchable together, because a bookmark is a URL and a title and nothing else.<\/p>\n<p>Deepmark indexes what’s actually inside a save. Pages get fetched and read. Videos and reels get transcribed. A few frames per video get described and OCR’d, and every page gets a screenshot that gets described the way you’d remember seeing it. Then it’s all embedded and searchable in plain language, so ‘the reel with the one-pan pasta trick’ finds the reel even though nothing in it is called pasta.<\/p>\n<p>Sources: browser bookmarks (automatic), X bookmarks, Instagram saves, YouTube Watch Later and Liked. The social syncs run in your own browser as you, through each site’s own endpoints. The extension never sees a password, and every source past browser bookmarks is off until you switch it on.<\/p>\n<p>There’s also a hosted MCP server with OAuth, so Claude or any MCP client can search your library (“what was that article I saved about pricing?”).<\/p>\n<p>The two numbers I actually trust: a saved reel is searchable in about 90 seconds, and search over a 10k-item library comes back in under 100ms.<\/p>\n<p>It’s $10\/mo or $84\/yr, no trial, but there’s a demo library you can search without paying.<\/p>\n<p>Happy to go deep on any of it, the media extraction was the interesting part. What would you want it to do that it doesn’t?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “browser bookmarks (automatic)” part is what caught my eye – since it indexes everything you bookmark by default, is there a way to exclude specific bookmarks or folders from ever being fetched\/embedded? Some bookmarks are things like internal work docs or personal stuff you’d want searchable locally but not sent through any pipeline at all, opt-out per source doesn’t quite cover that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The number I’d watch there is the 90 seconds, not the 100ms.<\/p>\n<p>I run a search index over about 10 million chess games, and the thing that caught me out was that whatever you extract at ingest quietly becomes the ceiling on what’s findable forever after. When I improved the extractor, everything ingested before that point was still described the old way, and the fix isn’t a deploy, it’s re-running ingest across the whole corpus.<\/p>\n<p>At 90s an item, a 10k library is roughly ten days of wall clock to redo. So the thing I’d want it to do that it may not: keep the fetched source and the generated description as separate layers, so a better describer can be replayed over pages you already have instead of going back out to the internet. I didn’t split those at first and paid for it twice.<\/p>\n<p>Indexing the frames rather than the caption is clearly the right call though. ‘The reel with the one-pan pasta trick’ only resolves if the trick is the thing that got indexed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Wow! I have a teammate who absolutely needs this. Sending it to him now.<\/p>\n<p>For me, I’d like the ability to query across LinkedIn and Facebook saved items too! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/WNF4XR2KLAOLIT\" class=\"app-title\">CrewTower<\/a><\/p>\n<div class=\"one-liner\">Control your agents from the notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>CrewTower \u628a AI \u7f16\u7a0b\u4ee3\u7406\u7684\u6743\u9650\u5ba1\u6279\u4e0e\u63a7\u5236\u9762\u677f\u585e\u8fdb MacBook \u7684\u5218\u6d77\u533a\u57df\uff0c\u8ba9\u4f60\u5728\u4e0d\u79bb\u5f00\u5f53\u524d\u5de5\u4f5c\u6d41\u7684\u60c5\u51b5\u4e0b\uff0c\u4e00\u952e\u5904\u7406\u591a\u4e2a\u7f16\u7801\u4ee3\u7406\u7684\u7b49\u5f85\u8bf7\u6c42\uff0c\u7ec8\u7ed3\u201c\u4ee3\u7406\u9759\u9ed8\u5361\u6b7b\u201d\u548c\u201c\u53cd\u590d\u5207\u6362\u7ec8\u7aef\u201d\u7684\u65f6\u95f4\u9ed1\u6d1e\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\/02652ecb-4497-433e-b5ac-62ba1f04a34e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e70ecb33-c030-4659-b3e7-e475d1f42ac1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e6fbf557-7832-434e-aafe-d1b605f777b5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41a01276-2056-4725-9e2f-3a5e8f655f91.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec82b568-b666-462e-8306-db7f2f81db0b.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\/72dfdeed-8d2c-4e58-aff5-236e8a146404.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/LW7gPfrrKpI\"><source src=\"https:\/\/youtu.be\/LW7gPfrrKpI\" 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\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u4ee3\u7406\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5218\u6d77\u5c4f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u5ba1\u6279<\/span><br \/>\n <span class=\"tag\">\u591a\u4efb\u52a1\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Agent\u76d1\u63a7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u201c\u5de7\u5999\u5229\u7528\u7a7a\u95f4\u201d\uff0c\u5c24\u5176\u5728\u540c\u65f6\u8fd0\u884c\u591a\u4e2a\u4ee3\u7406\u65f6\u907f\u514d\u9891\u7e41\u68c0\u67e5\u7ec8\u7aef\uff0c\u76f4\u51fb\u75db\u70b9\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u591a\u4ee3\u7406\u573a\u666f\u4e0b\uff0c\u5207\u6362\u6807\u7b7e\u9875\u624d\u662f\u74f6\u9888\u3002\u6682\u65e0\u8d1f\u9762\u53cd\u9988\uff0c\u4f46\u8bc4\u8bba\u91cf\u8f83\u5c11\uff0c\u7f3a\u4e4f\u6df1\u5ea6\u4f7f\u7528\u95ee\u9898\u6216\u529f\u80fd\u5efa\u8bae\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 CrewTower \u7684\u5207\u5165\u70b9\u8db3\u591f\u5201\u94bb\u2014\u2014\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2a\u7ec8\u7aef\u6216 IDE\uff0c\u800c\u662f\u7cbe\u51c6\u5361\u5728\u201cAI \u4ee3\u7406\u9700\u8981\u4eba\u7c7b\u6388\u6743\u201d\u8fd9\u4e00\u9ad8\u9891\u3001\u4f4e\u5ef6\u8fdf\u7684\u4ea4\u4e92\u7f1d\u9699\u91cc\u3002\u4ece\u4ea7\u54c1\u5f62\u6001\u770b\uff0c\u5b83\u628a MacBook \u7684\u5218\u6d77\u4ece\u201c\u89c6\u89c9\u7f3a\u9677\u201d\u8f6c\u8bd1\u4e3a\u201c\u5e38\u9a7b\u63a7\u5236\u9762\u677f\u201d\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u6781\u5177\u5de7\u601d\u7684\u786c\u4ef6\u9002\u914d\uff0c\u4e14\u5bf9\u591a\u4ee3\u7406\u5e76\u884c\u7684\u91cd\u5ea6\u7528\u6237\uff08\u5982\u540c\u65f6\u8dd1 Claude Code \u548c Cursor \u7684\u5f00\u53d1\u8005\uff09\u6765\u8bf4\u662f\u771f\u5b9e\u7684\u6548\u7387\u521a\u9700\u3002\u4f46\u51b7\u9759\u5ba1\u89c6\uff0c\u5176\u62a4\u57ce\u6cb3\u5c1a\u6d45\uff1a\u7b2c\u4e00\uff0c\u529f\u80fd\u9ad8\u5ea6\u4f9d\u8d56 macOS \u5218\u6d77\u5b58\u5728\uff0c\u4e00\u65e6\u672a\u6765 Mac \u786c\u4ef6\u5f62\u6001\u53d8\u5316\uff08\u5982\u6444\u50cf\u5934\u4e0b\u79fb\uff09\uff0c\u4ea7\u54c1\u6839\u57fa\u5373\u88ab\u62bd\u79bb\uff1b\u7b2c\u4e8c\uff0c\u55b7\u7ed8\u7684\u201c\u96f6\u89e6\u8fbe\u7ec8\u7aef\u201d\u4f53\u9a8c\uff0c\u672c\u8d28\u4e0a\u662f\u5bf9\u7ec8\u7aef\u64cd\u4f5c\u7684\u4e00\u5c42\u62bd\u8c61\uff0c\u800c\u786c\u6838\u5f00\u53d1\u8005\u5f80\u5f80\u5bf9\u7ec8\u7aef\u6709\u8def\u5f84\u4f9d\u8d56\uff0c\u662f\u5426\u4f1a\u957f\u671f\u4e70\u5355\u5b58\u7591\uff1b\u7b2c\u4e09\uff0c\u5f53\u524d 95 \u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u4e0e\u8bc4\u8bba\u533a\u7684\u5be5\u5be5\u6570\u8bed\uff0c\u8bf4\u660e\u5b83\u5c1a\u672a\u7ecf\u5386\u5927\u89c4\u6a21\u7528\u6237\u7684\u771f\u5b9e\u5de5\u4f5c\u6d41\u62f7\u6253\u2014\u2014\u5c24\u5176\u662f\u5f53\u4ee3\u7406\u8bf7\u6c42\u9891\u7387\u6fc0\u589e\u65f6\uff0c\u5218\u6d77\u5f39\u51fa\u662f\u5426\u4f1a\u9020\u6210\u65b0\u7684\u8ba4\u77e5\u8d1f\u62c5\uff0c\u4ee5\u53ca\u901a\u77e5\u98ce\u66b4\u4e0b\u7684\u4f18\u5148\u7ea7\u6392\u5e8f\u662f\u5426\u8db3\u591f\u667a\u80fd\uff0c\u8fd9\u4e9b\u624d\u662f\u51b3\u5b9a\u5176\u662f\u201c\u6548\u7387\u795e\u5668\u201d\u8fd8\u662f\u201c\u73a9\u5177\u201d\u7684\u5173\u952e\u3002\u4ef7\u503c\u5728\u4e8e\u5b83\u9a8c\u8bc1\u4e86\u4e00\u4e2a\u65b9\u5411\uff1aAI \u4ee3\u7406\u65f6\u4ee3\uff0c\u4eba\u673a\u534f\u540c\u7684\u201c\u6ce8\u610f\u529b\u7ba1\u7406\u201d\u5c06\u6210\u4e3a\u65b0\u7684\u8f6f\u4ef6\u54c1\u7c7b\u3002\u4f46\u82e5\u60f3\u8d62\u5f97\u957f\u671f\u5730\u4f4d\uff0cCrewTower \u5fc5\u987b\u4ece\u201c\u901a\u77e5\u8f6c\u53d1\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u667a\u80fd\u8c03\u5ea6\u4e2d\u67a2\u201d\uff0c\u6bd4\u5982\u57fa\u4e8e\u4e0a\u4e0b\u6587\u81ea\u52a8\u9884\u5224\u6388\u6743\u4f18\u5148\u7ea7\uff0c\u5426\u5219\u6781\u6613\u88ab\u7cfb\u7edf\u7ea7 API \u6216 Claude \u81ea\u8eab\u7684\u539f\u751f\u901a\u77e5\u673a\u5236\u5feb\u901f\u541e\u566c\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\">CrewTower<\/span>\n <\/div>\n<div class=\"comment-content\">Crew Tower lives in your MacBook notch and watches every AI coding agent you run: Claude Code, Codex, Cursor, Gemini, Qwen, OpenCode and more. When an agent needs permission, the request shows up in the notch with full context: the exact command, the file edit, the question. Approve or deny in one click, without touching the terminal. See every session at once, working, waiting or done. Jump straight to the right terminal window when one needs you. Nothing stalls silently.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey hunters,<\/p>\n<p>Said here, the builder behind <strong>CrewTower.<\/strong><\/p>\n<p>I built CrewTower to win back all the time I was losing while working with coding agents. We’ve all been there: running a few agents at once, then forgetting to reply to one and leaving it sitting there waiting on you for hours. By the end of the day you’ve burned both your time and a good chunk of your leftover tokens. That’s exactly the problem CrewTower solves. That notch sitting right at eye level on your MacBook becomes your agent control panel. The second an agent needs a response from you, you’ll catch it, review it from the notch, and take action without losing any time. It ships with sound notifications, a silent mode, swappable pixel art characters, plan reviews, the ability to jump straight into any session from the notch, or just reply from the notch without going anywhere at all.<\/p>\n<\/p>\n<p>I shipped it a week ahead of the Product Hunt launch, so CrewTower has already been serving its first users. I’ve been pushing out updates non-stop, big and small, to keep making it better. The feedback so far has gotten the product into a really solid place. Hope you enjoy using it.<\/p>\n<\/p>\n<p>No discount code this time, unfortunately. It already launched at early bird pricing, and I did everything I could to keep it affordable for everyone.<\/p>\n<\/p>\n<p>Got thoughts or suggestions? Drop a comment here or email <a href=\"mailto:support@crewtower.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@crewtower.app<\/a>.<\/p>\n<\/p>\n<p>Upvotes appreciated. Enjoy with <a href=\"https:\/\/crewtower.app?utm_source=ph&utm_medium=comment\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">crewtower.app<\/a>!<\/p>\n<\/p>\n<p><strong><em>“This is not an AI-generated comment. Fully written by me :)”<\/em><\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@said_altan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"said_altan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@said_altan<\/a><\/p>\n<p>Such a clever use of space. <br \/>Feels especially useful when you\u2019re running multiple agents & don\u2019t want to keep checking terminals<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yashekbote\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yashekbote<\/a> Thanks Yash! That was exactly the itch. Once you have 3-4 agents going, tab switching becomes the bottleneck, not the agents themselves.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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\/WKWHZJ2SXTPDV4\" class=\"app-title\">Open Index<\/a><\/p>\n<div class=\"one-liner\">Build Smarter Agents using Structured Context<\/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>Open Index \u662f\u4e00\u6b3e\u9762\u5411AI Agent\u7684\u5f00\u6e90\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587\u7ba1\u7406\u5c42\uff0c\u901a\u8fc7\u6784\u5efa\u5b9e\u4f53\u5173\u7cfb\u56fe\u8c31\u66ff\u4ee3\u6df7\u4e71\u7684Markdown\u4e0a\u4e0b\u6587\u6587\u4ef6\uff0c\u89e3\u51b3\u591a\u8f6eAgent\u5f00\u53d1\u4e2d\u56e0\u4e0a\u4e0b\u6587\u6c61\u67d3\u3001\u89c4\u5219\u77db\u76fe\u548c\u975e\u786e\u5b9a\u6027\u5bfc\u81f4\u7684\u54cd\u5e94\u52a3\u5316\u95ee\u9898\uff0c\u8ba9Agent\u5728\u590d\u6742\u4e1a\u52a1\u573a\u666f\u4e0b\u201c\u5bfc\u822a\u201d\u800c\u975e\u201c\u5806\u780c\u201d\u4fe1\u606f\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\/fbf16d46-1e8b-459a-a335-580eb3c8a5ee.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\/a551bf68-eb9b-4d78-8867-cbc4c3afa535.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\/6c15dbf4-cad3-42d0-a27f-233469309712.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/MMd2lcCRjzE\"><source src=\"https:\/\/youtu.be\/MMd2lcCRjzE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI Agent\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">RAG\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u201c\u66f4\u591a\u4e0a\u4e0b\u6587\u2260\u66f4\u597d\u4e0a\u4e0b\u6587\u201d\u7684\u6d1e\u5bdf\uff0c\u4f46\u6838\u5fc3\u7591\u8651\u96c6\u4e2d\u5728\u4e24\u70b9\uff1a\u4e00\u662f\u957f\u671f\u4f7f\u7528\u4e2d\u77e5\u8bc6\u56fe\u8c31\u7684\u201c\u8fb9\u201d\uff08\u5173\u7cfb\uff09\u5982\u4f55\u68c0\u6d4b\u8fc7\u671f\u4e0e\u5931\u6548\uff0c\u526a\u679d\u662f\u5426\u4ecd\u5c5e\u624b\u52a8\uff1b\u4e8c\u662f\u4e0e\u76f4\u63a5\u5411\u91cf\u5e93\u68c0\u7d22\u76f8\u6bd4\uff0c\u56fe\u8c31\u7ed3\u6784\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\u662f\u5426\u6709\u91cf\u5316\u5bf9\u6bd4\u6570\u636e\u3002\u53e6\u6709\u8bc4\u8bba\u8d5e\u540c\u5176\u964d\u4f4e\u63d0\u793a\u8bcd\u566a\u58f0\u7684\u89c4\u6a21\u5316\u6f5c\u529b\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 Index\u8e29\u4e2d\u4e86\u5f53\u4e0bAgent\u5de5\u7a0b\u5316\u6700\u75db\u7684\u547d\u95e8\u2014\u2014\u4e0a\u4e0b\u6587\u4e0d\u662f\u8d8a\u591a\u8d8a\u597d\uff0c\u800c\u662f\u8d8a\u6709\u5e8f\u8d8a\u597d\u3002Markdown\u6587\u4ef6\u7684\u201cappend and hope\u201d\u6a21\u5f0f\u5728\u957f\u5468\u671f\u9879\u76ee\u91cc\u5fc5\u7136\u8d70\u5411\u77db\u76fe\u5806\u53e0\uff0c\u800c\u5b83\u7528\u5b9e\u4f53\u5173\u7cfb\u56fe\u8c31\u66ff\u4ee3\u7ebf\u6027\u7684\u6587\u672c\u5806\u79ef\uff0c\u672c\u8d28\u4e0a\u628a\u201c\u4e0a\u4e0b\u6587\u201d\u4ece\u88ab\u52a8\u586b\u5145\u7684\u5b57\u7b26\u4e32\u53d8\u6210\u4e86\u53ef\u67e5\u8be2\u3001\u53ef\u6821\u9a8c\u7684\u62d3\u6251\u7ed3\u6784\uff0c\u8fd9\u662f\u4ece\u201cPrompt\u5de5\u7a0b\u201d\u5411\u201c\u77e5\u8bc6\u5de5\u7a0b\u201d\u7684\u4e00\u6b21\u6b63\u786e\u8dc3\u8fc1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9510\u8bc4\u8981\u6cfc\u51b7\u6c34\u3002\u7b2c\u4e00\uff0c\u8bc4\u8bba\u4e2d\u90a3\u4f4d\u7528\u6237\u95ee\u51fa\u7684\u201c\u56fe\u8fb9\u8fc7\u671f\u201d\u95ee\u9898\uff0c\u76f4\u63a5\u6233\u4e2d\u4ea7\u54c1v1\u7684\u8f6f\u808b\u2014\u2014\u5f53\u524d\u5b9e\u73b0\u660e\u663e\u662f\u201c\u9759\u6001\u5efa\u6a21\u201d\u601d\u7ef4\uff0c\u5bf9\u52a8\u6001\u6f02\u79fb\u7684\u611f\u77e5\u4e0e\u81ea\u52a8\u526a\u679d\u6beb\u65e0\u63d0\u53ca\uff0c\u800c\u8fd9\u6070\u6070\u662f\u751f\u4ea7\u73af\u5883\u6700\u81f4\u547d\u7684\u9700\u6c42\u3002\u5982\u679c\u56fe\u8c31\u810f\u4e86\uff0c\u6bd4Markdown\u66f4\u7cdf\u7cd5\uff0c\u56e0\u4e3a\u5b83\u7ed9\u4e86Agent\u4e00\u79cd\u201c\u7ed3\u6784\u5316\u201d\u7684\u865a\u5047\u5b89\u5168\u611f\u3002\u7b2c\u4e8c\uff0c\u4e0e\u5411\u91cf\u5e93\u7684\u5bf9\u6bd4\u7f3a\u5931\u662f\u786c\u4f24\u3002RAG+\u6df7\u5408\u68c0\u7d22\u73b0\u5728\u5df2\u662f\u57fa\u7ebf\u65b9\u6848\uff0cOpen Index\u82e5\u4e0d\u7ed9\u51fa\u540c\u6570\u636e\u91cf\u4e0b\u8d28\u91cf\u4e0e\u5ef6\u8fdf\u7684\u5bf9\u6bd4\u57fa\u51c6\uff0c\u5f88\u96be\u8bf4\u670d\u5de5\u7a0b\u56e2\u961f\u653e\u5f03\u6210\u719f\u94fe\u8def\u3002\u7b2c\u4e09\uff0c\u5f00\u6e90\u6218\u7565\u806a\u660e\uff0c\u4f46\u751f\u6001\u5efa\u8bbe\u624d\u662f\u5173\u952e\u2014\u2014\u76ee\u524d\u53ea\u6709DrDroid\u4e00\u4e2a\u5185\u90e8\u573a\u666f\u80cc\u4e66\uff0c\u82e5\u793e\u533a\u65e0\u6cd5\u5728\u5b89\u5168\u3001\u6cd5\u52a1\u7b49\u5782\u76f4\u9886\u57df\u957f\u51fa\u201c\u53c2\u8003\u5b9e\u73b0\u201d\uff0c\u5b83\u5927\u6982\u7387\u4f1a\u6ca6\u4e3a\u4e00\u4e2a\u7cbe\u81f4\u7684\u73a9\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ef7\u503c\u662f\u771f\u5b9e\u7684\uff0c\u4f46\u65b9\u5411\u8981\u5bf9\uff1a\u4e0b\u4e00\u6b65\u8bf7\u4f18\u5148\u505a\u201c\u56fe\u8c31\u751f\u547d\u5468\u671f\u7ba1\u7406\u201d\uff08\u5c24\u5176\u662f\u8206\u60c5\u68c0\u6d4b\u548c\u51b2\u7a81\u6d88\u89e3\uff09\uff0c\u5e76\u4e14\u7528\u4e00\u5957\u516c\u5171\u8bc4\u6d4b\u96c6\uff08\u6bd4\u5982\u6cd5\u5f8b\u6761\u6b3e\u591a\u7248\u672c\u77db\u76fe\u3001\u5de5\u5355\u5386\u53f2\u53d8\u66f4\uff09\u8bc1\u660e\u56fe\u8c31\u7ed3\u6784\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u4e0d\u53ef\u66ff\u4ee3\u6027\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53e6\u4e00\u4e2a\u201c\u6f02\u4eae\u7684Markdown\u66ff\u4ee3\u54c1\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\">Open Index<\/span>\n <\/div>\n<div class=\"comment-content\">Managing markdown based context comes with challenges like context poisoning, contradictions, non-determinism and context navigation difficulties. Over time, we built out a structured context management layer at our company (DrDroid) – with Open Index, we are sharing it with the ecosystem!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We\u2019ve spent a lot of time building AI agents, and somewhere along the way we realized something:<br \/>\nGiving an agent more context \u2260 giving it better context.<\/p>\n<p>So we built Open Index \u2014 and today, we\u2019re open-sourcing it.<br \/>\nThink of it as a structured context layer for your agents. You define the entities that matter in your domain, connect the relationships between them, and give your agent a graph it can actually navigate.<\/p>\n<p>We originally built this while working on DrDroid, but quickly realized the same idea could apply to agents in security, support, legal, insurance, sales, and pretty much any domain with complex context.<\/p>\n<p>Instead of keeping it internal, we decided to put it out there and see what other builders do with it.<br \/>\nThis is v1, and we\u2019d love to build the next versions with the community.<\/p>\n<p>Try it, break it, question the approach — all feedback is welcome. \u2b50<\/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\/@sidphoenix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidphoenix<\/a> the “more context \u2260 better context” framing matches something I’ve run into directly with plain markdown context files (<a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> style). they start fine, then six months in you’ve got contradictory rules stacked on top of each other because nothing forces you to reconcile a new entry against an old one, it’s just append and hope.<\/p>\n<p>curious how Open Index handles that over time though, not the initial modeling but the drift. when something in the domain changes and an existing relationship in the graph becomes wrong or outdated, does the agent (or you) get any signal that an edge is now stale, or is pruning still a manual job like it is with markdown<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@sidphoenix\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sidphoenix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sidphoenix<\/a> <\/p>\n<p>I’m curious how much the graph structure improves agent performance compared to just throwing the same data into a vector 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This hits a real agent problem: more context often creates more noise, not better decisions. Turning context into something agents can actually navigate feels much more scalable than endlessly expanding prompts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XLA6WVK56E5X3R\" class=\"app-title\">monolog<\/a><\/p>\n<div class=\"one-liner\">Chat to yourself and find anything by what you remember<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>monolog \u662f\u4e00\u6b3e\u4ee5\u201c\u7ed9\u81ea\u5df1\u53d1\u6d88\u606f\u201d\u4e3a\u4ea4\u4e92\u6838\u5fc3\u7684 AI \u7b14\u8bb0\u5e94\u7528\uff0c\u901a\u8fc7\u8bed\u4e49\u641c\u7d22\u548c\u81ea\u52a8\u4efb\u52a1\u8bc6\u522b\uff0c\u89e3\u51b3\u7528\u6237\u56e0\u61d2\u5f97\u5206\u7c7b\u6574\u7406\u800c\u4e8b\u540e\u627e\u4e0d\u5230\u8bb0\u5f55\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\/653fd6c8-fa07-430d-83f7-baa8aac37fe7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0c815a24-4637-4cc1-a340-1bb1ab367790.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4dc40931-0caa-4008-8c01-4ad851e57df6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ab4a9ae-7f39-4da9-8265-1be31507b7e4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df6475f6-23cd-4052-9854-e1516dea7a26.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5933a95-b462-40ec-baa2-55ab69e112fc.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\/721f0510-aa97-427b-bfd9-6c0f87773ace.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\/f253d503-4273-4fbd-94db-69e10592b480.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\/47f314a8-c1b5-489b-a0d9-5df78d79befd.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/9e16df6b-450a-4891-8b97-db3a6406d462.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/SAPBYIssGws\"><source src=\"https:\/\/youtu.be\/SAPBYIssGws\" 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\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u65e0\u7ec4\u7ec7\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u81ea\u6211\u5bf9\u8bdd<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u6458\u8981<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u7591\u95ee\u662f\u201cChatGPT \u4e3a\u4f55\u4e0d\u80fd\u6ee1\u8db3\u6b64\u9700\u6c42\u201d\uff0c\u6697\u793a\u5bf9\u4ea7\u54c1\u72ec\u7acb\u4ef7\u503c\u5b58\u7591\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u65e9\u671f\u65e0\u6cd5\u89e3\u51b3\u81ea\u52a8\u7ec4\u7ec7\u95ee\u9898\uff0cAI \u6210\u719f\u540e\u624d\u5b9e\u73b0\u3002\u76ee\u524d\u7f3a\u5c11\u5bf9\u641c\u7d22\u51c6\u786e\u6027\u3001AI \u7406\u89e3\u504f\u5dee\u53ca\u6570\u636e\u5b89\u5168\u7684\u5177\u4f53\u53cd\u9988\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n monolog \u7684\u5207\u5165\u89d2\u5ea6\u5f88\u806a\u660e\uff0c\u5b83\u7cbe\u51c6\u8e29\u4e2d\u4e86\u7b14\u8bb0\u5de5\u5177\u201c\u9ad8\u7ba1\u7406\u6210\u672c\u201d\u8fd9\u4e2a\u81f4\u547d\u4f24\u2014\u2014\u7528\u6237\u4e0d\u662f\u4e0d\u60f3\u8bb0\uff0c\u800c\u662f\u4e0d\u60f3\u4e3a\u201c\u8bb0\u201d\u8fd9\u4ef6\u4e8b\u4ed8\u989d\u5916\u8111\u529b\u3002\u628a\u804a\u5929\u6846\u5f53\u8f93\u5165\u5165\u53e3\uff0c\u7528 AI \u66ff\u4ee3\u624b\u52a8\u5206\u7c7b\uff0c\u903b\u8f91\u4e0a\u5b8c\u5168\u6210\u7acb\uff0c\u4e5f\u662f\u7b14\u8bb0\u8d5b\u9053\u201c\u53bb\u7ed3\u6784\u5316\u7684\u5fc5\u7136\u8d8b\u52bf\u201d\u3002\u4f46\u8fd9\u91cc\u6709\u4e00\u4e2a\u6838\u5fc3\u6096\u8bba\uff1a**\u8bed\u4e49\u641c\u7d22\u7684\u53ef\u9760\u6027\u51b3\u5b9a\u4e86\u4ea7\u54c1\u7684\u751f\u6b7b\uff0c\u800c AI \u7684\u201c\u7406\u89e3\u201d\u6070\u6070\u662f\u4e0d\u53ef\u9760\u7684\u3002** \u5f53\u7528\u6237\u5fd8\u8bb0\u5173\u952e\u8bcd\u65f6\uff0c\u641c\u7d22\u672c\u8d28\u4e0a\u662f\u8ba9 AI \u731c\u4f60\u7684\u8bb0\u5fc6\u788e\u7247\uff0c\u5982\u679c\u731c\u9519\u4e00\u6b21\uff0c\u7528\u6237\u5c31\u4f1a\u6d41\u5931\u3002\u66f4\u4e25\u5cfb\u7684\u662f\uff0c\u5f00\u53d1\u8005\u627f\u8ba4\u4ea7\u54c1\u201c\u4e3b\u8981\u7531\u81ea\u5df1\u4f7f\u7528\u201d\uff0c88 \u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u4e5f\u53cd\u6620\u5e02\u573a\u5e76\u672a\u8fc5\u901f\u4e70\u5355\u3002\u8bc4\u8bba\u4e2d\u201c\u4e3a\u4ec0\u4e48\u4e0d\u7528 ChatGPT\u201d\u7684\u8d28\u7591\u5e76\u975e\u5916\u884c\u8bdd\u2014\u2014\u5982\u679c ChatGPT \u6216 Notion AI \u672a\u6765\u5f3a\u5316\u201c\u8bb0\u5f55\u540e\u81ea\u52a8\u6574\u7406\u68c0\u7d22\u201d\u80fd\u529b\uff0cmonolog \u7684\u72ec\u7acb\u6027\u5c31\u4f1a\u8fc5\u901f\u88ab\u8695\u98df\u3002\u5b83\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u8be5\u662f\u201c\u65e0\u6807\u7b7e\u201d\u7684\u5671\u5934\uff0c\u800c\u662f**\u5bf9\u65f6\u95f4\u654f\u611f\u4fe1\u606f\u7684\u4e3b\u52a8\u63d0\u9192\uff08\u5982\u65e5\u7a0b\u3001\u5f85\u529e\uff09\u4e0e\u81ea\u7136\u8bed\u8a00\u56de\u67e5\u7684\u72ec\u7279\u7ed3\u5408\u4f53**\u3002\u76ee\u524d\u4ea7\u54c1\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u80fd\u627e\u4e1c\u897f\u7684\u5907\u5fd8\u5f55\u201d\uff0c\u8ddd\u79bb\u201c\u79c1\u4eba AI \u52a9\u7406\u201d\u8fd8\u6709\u5f88\u957f\u7684\u8def\u3002\u77ed\u671f\u770b\uff0c\u5b83\u9002\u5408\u6781\u7b80\u4e3b\u4e49\u8005\u5c1d\u9c9c\uff1b\u957f\u671f\u770b\uff0c\u5fc5\u987b\u628a\u201cAI \u7406\u89e3\u9519\u8bef\u201d\u7684\u5bb9\u9519\u673a\u5236\u548c\u7528\u6237\u4fe1\u4efb\u4f53\u7cfb\u505a\u624e\u5b9e\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u201c\u7528\u8fc7\u5373\u5fd8\u201d\u7684\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">monolog<\/span>\n <\/div>\n<div class=\"comment-content\">Chat to yourself. monolog takes care of the rest. No titles, folders, or tags to manage. AI quietly understands what you write, recognizes schedules and tasks, and reminds you when it matters. Semantic search finds records by what they were about\u2014even if you forgot the exact words you used. Everything stays synced across iOS, Android, Web, Desktop, and Chrome. Just write naturally. monolog handles the organizing, remembering, and finding later.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Product Hunt!<\/p>\n<\/p>\n<p>monolog started from a very personal frustration.<\/p>\n<\/p>\n<p>Whenever I tried to save a quick thought, I found myself thinking about titles, folders, tags, or where it should go. Then I realized I was already sending messages to myself in chat apps because it was much easier.<\/p>\n<\/p>\n<p>The problem was finding those messages later.<\/p>\n<\/p>\n<p>I actually tried to build this idea a few years ago, but stopped because I couldn’t automate the organizing without giving that work back to the user.<\/p>\n<\/p>\n<p>AI changed that.<\/p>\n<\/p>\n<p>Now you can just write naturally. monolog understands schedules and tasks in the background, and semantic search helps you find old records even when you don’t remember the exact words you used.<\/p>\n<\/p>\n<p>I built monolog mostly by myself, and I use it every day.<\/p>\n<p>I’d love to hear what feels useful, confusing, or unnecessary after you try it.<\/p>\n<\/p>\n<p>Thanks for taking a look!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@monolog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@monolog<\/a> hey that’s very interesting! Why didn’t ChatGPT cut it for you, like why did you have to build monolog?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ECNFEZ4QU3MYXC\" class=\"app-title\">LayerProof Matte 3.0<\/a><\/p>\n<div class=\"one-liner\">Grow your social media content: posts, carousels and stories<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LayerProof Matte 3.0\u662f\u4e00\u6b3e\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u6279\u91cf\u751f\u6210\u5de5\u5177\uff0c\u7528\u6237\u53ea\u9700\u7c98\u8d34\u54c1\u724c\u4fe1\u606f\u5373\u53ef\u81ea\u52a8\u5efa\u7acb\u54c1\u724c\u5957\u4ef6\uff0c\u4e00\u6b21\u6027\u4ea7\u51fa50\u6761\u542b\u6807\u9898\u3001\u7b26\u5408\u54c1\u724c\u8c03\u6027\u7684\u5e16\u5b50\u3001\u8f6e\u64ad\u56fe\u548c\u6545\u4e8b\u5185\u5bb9\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u591a\u5e73\u53f0\u53cd\u590d\u6539\u5199\u3001\u6392\u7248\u548c\u4fdd\u6301\u54c1\u724c\u4e00\u81f4\u6027\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\/7e727f35-3069-4e10-a697-71b4937638b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a6965dca-6803-4efa-bcef-1fb12b8dca41.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c854b416-8653-4eab-bcb8-db55803fe70a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0154dcc6-5753-4533-b3c1-385d29bc131c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db9a1fcb-58b7-453e-8223-d07e6a50c732.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/133da290-7a8e-41ac-b5d5-d5ea9b1ff5c1.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Social media marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5957\u4ef6<\/span><br \/>\n <span class=\"tag\">\u8f6e\u64ad\u56fe\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6279\u91cf\u751f\u4ea7<\/span><br \/>\n <span class=\"tag\">\u5e16\u5b50\u6392\u7248<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u793e\u5a92\u8fd0\u8425<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6700\u5173\u5fc3\u5b9a\u4ef7\u6a21\u5f0f\uff08\u5df2\u56de\u590d\u4e3a\u6708\u8d39$25\u542b1200\u79ef\u5206\uff0c\u53ef\u53e6\u8d2d\u4e0d\u5931\u6548\uff09\u3002\u8bbe\u8ba1\u5e08\u8ba4\u53ef\u89c6\u89c9\u5c42\u7ea7\u4e0e\u54c1\u724c\u7cfb\u7edf\u4fdd\u771f\u5ea6\uff0c\u79f0\u201cMark to edit\u201d\u529f\u80fd\u907f\u514d\u6574\u4f53\u91cd\u751f\u6210\u3002\u56e2\u961f\u5f3a\u8c03\u591a\u5e73\u53f0\u6539\u5199\u8017\u65f6\u75db\u70b9\uff0c\u671f\u671b\u4ea7\u54c1\u80fd\u51cf\u5c11\u5de5\u5177\u8df3\u8f6c\u3002\u6682\u65e0\u8d1f\u9762\u8bc4\u8bba\uff0c\u5b9a\u4ef7\u4e0e\u6279\u91cf\u751f\u6210\u8d28\u91cf\u662f\u6f5c\u5728\u5173\u6ce8\u70b9\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LayerProof Matte 3.0\u7684\u5b9a\u4f4d\u51c6\u786e\u5207\u4e2d\u4e86\u793e\u5a92\u8fd0\u8425\u4e2d\u201c\u4ece0\u52301\u201d\u7684\u82e6\u529b\u73af\u8282\u2014\u2014\u4e0d\u662f\u521b\u610f\u7a00\u7f3a\uff0c\u800c\u662f\u5c06\u540c\u4e00\u521b\u610f\u9002\u914d\u591a\u5e73\u53f0\u3001\u4fdd\u6301\u54c1\u724c\u7edf\u4e00\u5e76\u8f93\u51fa\u5b8c\u6574\u53d9\u4e8b\u7ed3\u6784\u7684\u91cd\u590d\u52b3\u52a8\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u201cAI\u751f\u6210\u201d\uff0c\u800c\u5728\u4e8e\u201c\u54c1\u724c\u5957\u4ef6+\u7ed3\u6784\u5316\u53d9\u4e8b+\u5c40\u90e8\u7cbe\u4fee\u201d\u7684\u7ec4\u5408\uff0c\u8fd9\u76f8\u5f53\u4e8e\u628a\u201c\u8bbe\u8ba1\u89c4\u8303\u201d\u548c\u201c\u5185\u5bb9\u7b56\u7565\u201d\u9884\u7f16\u8bd1\u8fdb\u5de5\u5177\uff0c\u8ba9\u975e\u4e13\u4e1a\u7528\u6237\u4e5f\u80fd\u4ea7\u51fa\u8fbe\u5230\u5165\u95e8\u8425\u9500\u6c34\u51c6\u7684\u7269\u6599\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u806a\u660e\u5730\u9009\u62e9\u4e86\u201c\u8f6e\u64ad\u56fe\u201d\u4f5c\u4e3a\u5dee\u5f02\u5316\u573a\u666f\uff0c\u56e0\u4e3a\u5355\u4e00\u56fe\u7247\u751f\u6210\u65e9\u5df2\u7ea2\u6d77\uff0c\u800c\u8f6e\u64ad\u56fe\u5bf9\u53d9\u4e8b\u903b\u8f91\u3001\u89c6\u89c9\u8282\u594f\u548c\u54c1\u724c\u4e00\u81f4\u6027\u7684\u8981\u6c42\u66f4\u9ad8\uff0c\u8fd9\u6070\u597d\u662f\u901a\u7528AI\u5de5\u5177\uff08\u5982ChatGPT+DALL\u00b7E\uff09\u96be\u4ee5\u7a33\u5b9a\u4ea4\u4ed8\u7684\u3002\u4ece\u8bc4\u8bba\u770b\uff0c\u8bbe\u8ba1\u5e08\u7684\u8ba4\u53ef\u8bc1\u660e\u4e86\u5176\u8f93\u51fa\u8d28\u91cf\u786e\u5b9e\u8fbe\u5230\u4e86\u201c\u53ef\u7528\u201d\u800c\u975e\u201c\u73a9\u5177\u201d\u6c34\u5e73\uff0c\u5c24\u5176\u662f\u5bf9\u89c6\u89c9\u5c42\u7ea7\u548c\u54c1\u724c\u7cfb\u7edf\u7684\u63a7\u5236\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9690\u5fe7\u540c\u6837\u660e\u663e\uff1a\u7b2c\u4e00\uff0c88\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u4e00\u822c\uff0c\u4e14\u8bc4\u8bba\u4ee5\u5185\u90e8\u56e2\u961f\u4e92\u5938\u4e3a\u4e3b\uff0c\u7f3a\u4e4f\u72ec\u7acb\u7b2c\u4e09\u65b9\u6df1\u5ea6\u6d4b\u8bc4\uff1b\u7b2c\u4e8c\uff0c\u6708\u8d3925\u7f8e\u5143\u7ea6100\u6b21\u751f\u6210\uff0c\u5bf9\u4e8e\u4e2a\u4eba\u521b\u4f5c\u8005\u504f\u9ad8\uff0c\u5bf9\u4e8e\u4f01\u4e1a\u53c8\u53ef\u80fd\u4e0d\u591f\u7075\u6d3b\uff0c\u8fd9\u4e00\u5b9a\u4ef7\u5361\u5728\u4e2d\u95f4\u5730\u5e26\uff1b\u7b2c\u4e09\uff0c\u201cAI\u751f\u6210\u5185\u5bb9\u201d\u7684\u5929\u82b1\u677f\u5728\u4e8e\u540c\u8d28\u5316\u2014\u2014\u5373\u4fbf\u6709\u54c1\u724c\u5957\u4ef6\u7ea6\u675f\uff0c\u957f\u671f\u9ad8\u9891\u4f7f\u7528\u540e\uff0c\u7528\u6237\u4ecd\u53ef\u80fd\u53d1\u73b0\u8f93\u51fa\u6a21\u677f\u611f\u6e10\u5f3a\u3002\u771f\u6b63\u51b3\u5b9a\u5176\u80fd\u5426\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u589e\u957f\u5f15\u64ce\u201d\u7684\uff0c\u662f\u540e\u7eed\u80fd\u5426\u63a5\u5165\u53d1\u5e03\u6392\u671f\u3001\u6570\u636e\u53cd\u9988\u95ed\u73af\uff0c\u8ba9\u201c\u751f\u6210\u201d\u53d8\u4e3a\u201c\u4f18\u5316\u201d\u3002\u76ee\u524d\u5b83\u89e3\u51b3\u4e86\u201c\u8017\u65f6\u201d\uff0c\u4f46\u5c1a\u672a\u8bc1\u660e\u201c\u9ad8\u8f6c\u5316\u201d\u8fd9\u4e00\u5356\u70b9\u3002\u503c\u5f97\u5173\u6ce8\uff0c\u4f46\u4e0d\u5fc5\u795e\u5316\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\">LayerProof Matte 3.0<\/span>\n <\/div>\n<div class=\"comment-content\">Paste your brand or product. LayerProof builds your brand kit, then creates 50 on-brand posts in one sitting with captions ready to publish, right from LayerProof. Fill your feed with high-converting content, co-designed with marketers and business owners across SaaS, FMCG, Food and Beverage, Consulting and more<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! \ud83d\udc4b <\/p>\n<p>I\u2019m part of the team behind LayerProof, and I\u2019m also the one running our social every single day, which means I\u2019ve been living inside this product as its own toughest user. <\/p>\n<p>So this launch is a big one for me \ud83c\udf89<\/p>\n<blockquote>\n<p>Being on both sides, building it and actually posting with it, shaped a lot of Matte 3.0.<br \/>If something annoyed me at 9 am while filling the content calendar, it usually became a fix.<\/p>\n<\/blockquote>\n<p>For context on how far we\u2019ve come: v1.0 could basically make you one image. v2.0 got smarter about captions and aspect ratios. Matte 3.0 is the version that actually changed how I run my week.<\/p>\n<p>What I\u2019m most excited to finally share:<\/p>\n<ul>\n<li>\n<p><strong>Brand kit<\/strong>: paste your brand once, and everything comes out on-brand. No more re-explaining colors, fonts, and voice to a tool every single time.<\/p>\n<\/li>\n<li>\n<p><strong>Carousel storytelling<\/strong>: the big one. It builds a real narrative across images that follow Hook-Story-CTA structure. That used to eat hours of my week.<\/p>\n<\/li>\n<li>\n<p><strong>Mark to edit<\/strong>: don\u2019t like a line or a layout? Just mark it and refine it in place. No regenerating the whole thing and losing the parts you loved \u2014 you stay in control of the final result.<\/p>\n<\/li>\n<li>\n<p><strong>Co-designed with 10 marketers<\/strong> across SaaS, FMCG, F&B, Consulting and more: we didn\u2019t build this in a vacuum. You can feel their standards baked into the output.<\/p>\n<\/li>\n<li>\n<p><strong>Ready-to-post<\/strong>: captions and formats done, straight from LayerProof. Idea to published without bouncing between five tools.<\/p>\n<\/li>\n<\/ul>\n<p>The mindset we kept coming back to: don\u2019t just make one pretty image and call it a day; we want to actually grow your social media accounts \u2014 an on-brand feed, more followers, and high-converting content that really sells.<\/p>\n<p>Would genuinely love your feedback. Drop your questions below, I\u2019ll be here all day!<\/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>So proud to be part of this launch! \ud83c\udf89<\/p>\n<p>As a designer who uses LayerProof Matte 3 on daily basis, what stands out is how much it respects craft:<\/p>\n<ul>\n<li>\n<p><strong>Visual hierarchy:<\/strong> the Hook-Story-CTA structure isn\u2019t just a template; it actually controls where the eye lands, how emphasis flows, and what each slide is doing. That intentional composition is the hardest part of carousel design to get right.<\/p>\n<\/li>\n<li>\n<p><strong>Brand Kit as a real design system<\/strong>: not just \u201cmatches my colors,\u201d but holds color, type, <em>and<\/em> tone the way a proper system should. That fidelity is usually what takes the most discipline to maintain by hand.<\/p>\n<\/li>\n<li>\n<p><strong>Mark to edit:<\/strong> refine one line or element in place without the AI overwriting a layout you deliberately composed.<\/p>\n<p>A use case where it really shows is composing a multi-image carousel from scratch. I go from a blank frame to a hierarchy-driven, on-system set without fighting the tool for control of the details. Give it a try and let me know how the result lands!<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tracy03\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tracy03<\/a> Appreciate you so much. So proud of what we shipped together. \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does pricing work? flat subscription, or credit-based per post\/batch?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ngochoang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ngochoang<\/a> Here\u2019s how our pricing works:<\/p>\n<ul>\n<li>\n<p>$25\/month for 1,200 credits, roughly 100 post generations<\/p>\n<\/li>\n<li>\n<p>Top-ups anytime, and any extra credits you buy never expire<\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re looking at higher volume or need a business plan, just reach out to use. Happy to sort out something that fits.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 Jordyn here, I’m part of the Marketing team at LayerProof!!!!<\/p>\n<p>Thank you so much to everyone checking out LayerProof today.<\/p>\n<p>Our own team was drowning in the “one message, too many platforms” problem every single launch cycle. Resizing was never the hard part, that’s a solved problem. The real time sink was rewriting the same idea four different ways for LinkedIn, X, IG, TikTok…., and then still having to make sure everything stayed on-brand across all of it \ud83d\ude3f By the time all five versions were done, we barely had energy left for anything else on the to-do list, let alone the strategy work we actually wanted to be spending our time on. Entire afternoons gone just reformatting the same idea over and over \ud83d\ude29<\/p>\n<p>So we built LayerProof to fix exactly that. Paste your brand once and every output stays on-brand, no more re-explaining your colors and voice to a tool every single time. Carousels now follow an actual hook, story, CTA structure instead of five slides that just repeat each other. And if one line or layout is off, you can mark it and fix it in place instead of regenerating the whole thing and losing the parts you liked.<\/p>\n<p>We’d genuinely love for you to give LayerProof a spin today and tell us what you think! I’m dropping in all day to answer questions, so ask away, nothing is too small or too technical \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@creativewjordyn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@creativewjordyn<\/a> You captured the exact pain we kept hitting: rewriting the same idea five times and still second-guessing whether it stayed on-brand.<\/p>\n<p>Proud of how this one turned out. Let\u2019s keep an eye on the thread 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5DNSMKGLUIY2BU\" class=\"app-title\">Meterless.ai<\/a><\/p>\n<div class=\"one-liner\">Run AI locally and own the whole workflow<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">80<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Meterless.ai \u901a\u8fc7\u672c\u5730\u5316\u8fd0\u884cAI\u5de5\u4f5c\u6d41\uff0c\u5c06\u539f\u672c\u201c\u7528\u5b8c\u5373\u5f03\u201d\u7684\u5bf9\u8bdd\u8fc7\u7a0b\u6c89\u6dc0\u4e3a\u53ef\u590d\u7528\u3001\u53ef\u7f16\u8f91\u3001\u53ef\u5207\u6362\u6a21\u578b\u7684\u4efb\u52a1\u8d44\u4ea7\uff0c\u89e3\u51b3\u7528\u6237\u201c\u8fc7\u7a0b\u4e0d\u53ef\u89c1\u3001\u6210\u679c\u96be\u7ee7\u627f\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df659140-60f4-42d8-a2e2-7d454960c128.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e23d3cfa-3ca0-4324-a589-d7096388e8ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a605d1f-25dc-47d6-b919-688656ff3647.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1386eb8-3fce-4c46-bf12-c24f413baf8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/642bea6c-32b4-46c8-93ba-778477805027.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42dec30f-b845-4384-b205-2c6a4e88d6f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4dc093d-786f-43c9-bfaf-ed7683aeb7e5.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\/6826265d-f5f6-4958-abec-49c876473744.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eDtre9Wajyk&t=1s\"><source src=\"https:\/\/www.youtube.com\/watch?v=eDtre9Wajyk&t=1s\" 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\">Open Source<\/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\">\u672c\u5730\u4f18\u5148AI<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u65e0\u5173<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u6301\u4e45\u5316\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u786c\u4ef6\u95e8\u69db\u7591\u95ee\uff08\u201c\u9700\u8981\u4ec0\u4e48\u914d\u7f6e\u8fd0\u884c\u201d\uff09\uff0c\u4ee5\u53ca\u5bf9\u201c\u4fdd\u7559\u5de5\u4f5c\u8fc7\u7a0b\u800c\u975e\u4ec5\u7ed3\u679c\u201d\u7406\u5ff5\u7684\u8ba4\u53ef\u3002\u65e0\u8d1f\u9762\u6279\u8bc4\uff0c\u671f\u5f85\u5b9e\u9645\u6548\u679c\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u6027\u80fd\u53ca\u517c\u5bb9\u6027\u7684\u5177\u4f53\u8ba8\u8bba\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 Meterless.ai \u7684\u5207\u5165\u70b9\u7cbe\u51c6\uff0c\u5b83\u6293\u4f4f\u4e86\u5f53\u524dAI\u5de5\u5177\u94fe\u4e00\u4e2a\u88ab\u666e\u904d\u5ffd\u89c6\u7684\u81f4\u547d\u7f3a\u9677\u2014\u2014\u8fc7\u7a0b\u5373\u8d44\u4ea7\u3002ChatGPT\u7c7b\u4ea7\u54c1\u8ba9\u7528\u6237\u83b7\u5f97\u7b54\u6848\uff0c\u5374\u8ba9\u4e0a\u4e0b\u6587\u3001\u4e2d\u95f4\u63a8\u7406\u548c\u5de5\u5177\u8c03\u7528\u5e8f\u5217\u968f\u4f1a\u8bdd\u5173\u95ed\u800c\u84b8\u53d1\u3002Meterless\u63d0\u51fa\u201c\u4f60\u62e5\u6709\u5de5\u4f5c\u6d41\u201d\u7684\u4ef7\u503c\u4e3b\u5f20\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u505aAI\u65f6\u4ee3\u7684\u201c\u7248\u672c\u63a7\u5236\u201d\u4e0e\u201c\u6d41\u7a0b\u590d\u76d8\u201d\uff0c\u8fd9\u6bd4\u5355\u7eaf\u4fdd\u5b58\u804a\u5929\u8bb0\u5f55\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece80\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u770b\uff0c\u4ea7\u54c1\u4ecd\u5904\u4e8e\u6781\u65e9\u671f\uff0c\u4e14\u9762\u4e34\u4e24\u5927\u786c\u4f24\u3002\u5176\u4e00\uff0c\u6240\u8c13\u201c\u672c\u5730\u4f18\u5148\u201d\u4e0e\u201c\u6a21\u578b\u65e0\u5173\u201d\u5728\u5de5\u7a0b\u4e0a\u662f\u77db\u76fe\u7684\uff1a\u672c\u5730\u8dd1\u901a\u590d\u6742\u4ee3\u7406\u56fe\u9700\u8981\u6781\u9ad8\u7684\u663e\u5b58\u548c\u7b97\u529b\uff0c\u800c\u82e5\u53ea\u662f\u672c\u5730\u8c03\u5ea6\u3001\u4e91\u7aef\u63a8\u7406\uff0c\u5219\u201cown the whole workflow\u201d\u7684\u9690\u79c1\u53d9\u4e8b\u4f1a\u88ab\u524a\u5f31\u3002\u8bc4\u8bba\u4e2d\u201c\u9700\u8981\u4ec0\u4e48\u786c\u4ef6\u201d\u81f3\u4eca\u672a\u83b7\u5f97\u5b98\u65b9\u56de\u5e94\uff0c\u8fd9\u662f\u6700\u81f4\u547d\u7684\u6c89\u9ed8\u2014\u2014\u8bf4\u660e\u56e2\u961f\u5c1a\u672a\u5bf9\u5178\u578b\u7528\u6237\u8bbe\u5907\u7ed9\u51fa\u6e05\u6670\u7684\u5206\u7ea7\u652f\u6301\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u4e8c\uff0c\u4ea7\u54c1\u6982\u5ff5\u8fc7\u91cd\u3002\u666e\u901a\u7528\u6237\u8981\u7684\u662f\u201c\u89e3\u51b3\u4e00\u4ef6\u4e8b\u201d\uff0c\u800c\u975e\u201c\u7ba1\u7406\u4e00\u5957Mission\u201d\u3002Swarms\u3001Relay\u3001Gaia\u8fd9\u4e9b\u672f\u8bed\u5bf9\u975e\u6280\u672f\u7528\u6237\u662f\u9661\u5ced\u7684\u5b66\u4e60\u66f2\u7ebf\uff0c\u800c\u8fd9\u7fa4\u4eba\u6070\u6070\u662f\u6700\u5bb9\u6613\u88abChatGPT\u60ef\u574f\u7684\u7fa4\u4f53\u3002\u771f\u6b63\u53ef\u80fd\u4e70\u5355\u7684\u662f\u4e2d\u5927\u578b\u4f01\u4e1a\u7684\u81ea\u52a8\u5316\u8fd0\u7ef4\u6216\u7814\u53d1\u6548\u80fd\u56e2\u961f\uff0c\u4ed6\u4eec\u9700\u8981\u53ef\u5ba1\u8ba1\u3001\u53ef\u56de\u653e\u7684AI\u64cd\u4f5c\u8bb0\u5f55\u6765\u6ee1\u8db3\u5408\u89c4\u8981\u6c42\u2014\u2014\u4f46\u8fd9\u7c7b\u5ba2\u6237\u6070\u6070\u4e0d\u4fe1\u4efb\u201c\u672c\u5730\u4f18\u5148\u201d\u7684\u5f62\u6001\uff0c\u4ed6\u4eec\u66f4\u9700\u8981\u79c1\u6709\u5316\u90e8\u7f72\u53ca\u4e0e\u73b0\u6709CI\/CD\u4f53\u7cfb\u7684\u96c6\u6210\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cMeterless\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u201c\u672c\u5730\u201d\uff0c\u800c\u5728\u201c\u7248\u672c\u5316\u201d\u3002\u5982\u679c\u56e2\u961f\u80fd\u964d\u4f4e\u53d9\u4e8b\u95e8\u69db\uff0c\u5c06\u201c\u53ef\u56de\u653e\u7684\u4ee3\u7406\u5de5\u4f5c\u6d41\u201d\u6253\u5305\u6210\u7c7b\u4f3cZapier\u7684\u8282\u70b9\u5f0f\u7f16\u8f91\u5668\uff0c\u5e76\u653e\u5f03\u5bf9\u7eaf\u672c\u5730\u7684\u6267\u5ff5\uff0c\u8f6c\u800c\u4e3b\u6253\u201c\u6df7\u5408\u67b6\u6784\u4e0b\u7684\u6d41\u7a0b\u6240\u6709\u6743\u201d\uff0c\u5b83\u6709\u673a\u4f1a\u6210\u4e3aAI\u65f6\u4ee3\u7684IFTTT\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u6ca6\u4e3a\u5c11\u6570\u6781\u5ba2\u7684\u73a9\u5177\uff0c\u9677\u5165\u53eb\u597d\u4e0d\u53eb\u5ea7\u7684\u7a98\u5883\u3002\u5f53\u524d\u8bc4\u8bba\u533a\u7684\u6c89\u9ed8\u6bd4\u8d5e\u7f8e\u66f4\u503c\u5f97\u8b66\u60d5\u2014\u2014\u9700\u6c42\u771f\u5b9e\uff0c\u4f46\u4ea7\u54c1\u5f62\u6001\u5c1a\u672a\u51fb\u4e2d\u771f\u6b63\u7684\u4ed8\u8d39\u7406\u7531\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\">Meterless.ai<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI tools return an answer and discard the process. Meterless lets the real workflow run on your device\u2014and makes it yours. Relay turns desktop work into reusable missions. Gaia keeps projects, memory, and context persistent. Swarms exposes the full agent graph. Replay, edit, switch models, and run the work again without starting over. Local-first, model-agnostic, and built so AI work compounds instead of disappearing.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">AI can now spend hours researching, planning, coding, organizing files and operating tools for you.<\/p>\n<p>But when the chat closes, most of that work disappears.<\/p>\n<p>You keep the answer.<\/p>\n<p>The platform keeps the process.<\/p>\n<p>That felt backwards to us.<\/p>\n<p>We built Meterless around one simple belief:<\/p>\n<p>If AI does the work for you, you should own the work.<\/p>\n<p>Not just the final document, image or answer.<\/p>\n<p>If you want to edit or rerun a task you ran with a Frontier model with cheaper models. Use Meterless.ai!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What kind of hardware do you need to run 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Samuel, the part that stuck with me is that all this work no longer just vanishes when you close things. That really annoys me, so seeing someone treat it as worth keeping feels right, genuinely curious to see where this 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<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n video.addEventListener('touchstart', function(e) {\n \/\/ \u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n e.preventDefault();\n modal.style.display = \"none\";\n document.body.style.overflow = \"auto\";\n }, { passive: false });\n }<\/p>\n<p> \/\/ 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