\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-06-20<\/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 | 2026-06-20<\/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\/ZQTLJJWTPLMI3Z\" class=\"app-title\">WorkClaw<\/a><\/p>\n<div class=\"one-liner\">Collaborative, proactive AI coworkers who work in Slack<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">324<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>WorkClaw\u5728Slack\u548cTeams\u4e2d\u90e8\u7f72\u4e86\u53ef\u534f\u4f5c\u3001\u80fd\u4e3b\u52a8\u6267\u884c\u4efb\u52a1\u7684AI\u540c\u4e8b\uff0c\u901a\u8fc7\u8d4b\u4e88\u5b83\u4eec\u804c\u4f4d\u3001\u7ba1\u7406\u8005\u548c\u4e91\u7aef\u7535\u8111\uff0c\u89e3\u51b3\u56e2\u961f\u7ea7AI\u534f\u4f5c\u788e\u7247\u5316\u3001\u65e0\u6cd5\u878d\u5165\u771f\u5b9e\u5de5\u4f5c\u6d41\u7a0b\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\/8d27c8cf-988b-4d01-8a51-a0ded3e763d6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c3392691-d674-4bd2-b7b0-4a0855ab7deb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fefdb8d9-8670-4d8b-9f64-e90fc8b73dd9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34ceb9fc-47af-4d42-860a-9dec9c9b0099.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3b66a545-2a0e-40d4-9cb5-3f63b127144b.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\/979e72ba-de5c-4dab-8226-56c410d86dc5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=58XSs6qOvlo\"><source src=\"https:\/\/www.youtube.com\/watch?v=58XSs6qOvlo\" 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\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u540c\u4e8b<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">Slack\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SOC2\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aefAI<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u591a\u4ee3\u7406\u534f\u4f5c\u7684\u7ba1\u7406\u8d23\u4efb\uff08\u8c01\u4e3a10\u4e2aClaw\u7684\u9519\u8bef\u8d1f\u8d23\uff1f\uff09\u3001\u9632\u6b62\u4efb\u52a1\u51b2\u7a81\u4e0e\u804a\u5929\u566a\u97f3\u3001\u8bad\u7ec3\u6210\u672c\u4e0e\u6548\u679c\u3001\u4f01\u4e1a\u7ea7\u6cbb\u7406\u4e0e\u5ba1\u8ba1\u8ffd\u8e2a\uff08\u5982LUXCRYPTA\u63d0\u5230\u7684\u8fde\u7eed\u6027\u5de5\u7a0b\uff09\u3002\u4e5f\u6709\u4eba\u8d28\u7591\u5b9a\u4ef7\u6a21\u5f0f\u4e0e\u5185\u90e8\u8d1f\u8d23\u4eba\u95ee\u9898\uff0c\u4f46\u6838\u5fc3\u62c5\u5fe7\u96c6\u4e2d\u4e8e\u6cbb\u7406\u800c\u975e\u80fd\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 WorkClaw\u7684\u5b9a\u4f4d\u806a\u660e\u4e14\u7cbe\u51c6\u2014\u2014\u5b83\u6ca1\u6709\u91cd\u9020\u4e00\u4e2a\u201c\u66f4\u806a\u660e\u7684\u804a\u5929\u673a\u5668\u4eba\u201d\uff0c\u800c\u662f\u8bd5\u56fe\u89e3\u51b3AI\u843d\u5730\u7684\u7ec8\u6781\u96be\u9898\uff1a\u5982\u4f55\u8ba9AI\u50cf\u5458\u5de5\u4e00\u6837\u878d\u5165\u7ec4\u7ec7\u3002\u7ed9AI\u201c\u804c\u4f4d\u201d\u201c\u7ba1\u7406\u5668\u201d\u548c\u201c\u4e91\u7aef\u7535\u8111\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u628aAI\u4ece\u5de5\u5177\u8f6c\u5316\u4e3a\u201c\u5408\u89c4\u7684\u52b3\u52a8\u529b\u5355\u5143\u201d\uff0c\u8fd9\u76f4\u51fb\u4e86\u4f01\u4e1a\u90e8\u7f72AI\u65f6\u201c\u53ef\u7528\u4f46\u4e0d\u6562\u7528\u201d\u7684\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u7280\u5229\u70b9\u5728\u4e8e\uff1a\u8bc4\u8bba\u533a\u5173\u4e8e\u201c\u8d23\u4efb\u5f52\u5c5e\u201d\u548c\u201c\u5ba1\u8ba1\u8f68\u8ff9\u201d\u7684\u8ffd\u95ee\uff0c\u6070\u597d\u66b4\u9732\u4e86\u5176\u5f53\u524d\u5f62\u6001\u7684\u8106\u5f31\u6027\u3002\u7528\u6237@moh_codokiai\u7684\u7075\u9b42\u62f7\u95ee\u2014\u2014\u201c\u8c01\u4e3a10\u4e2aClaw\u7684\u51b3\u7b56\u8d1f\u8d23\uff1f\u201d\u2014\u2014WorkClaw\u521b\u59cb\u4eba\u7528\u201c\u52a0\u4e00\u4e2aOrchestrator Claw\u201d\u6765\u56de\u5e94\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u628a\u8d23\u4efb\u95ee\u9898\u63a8\u7ed9\u4e86\u53e6\u4e00\u4e2aAI\u3002\u5f5310\u4e2aClaw\u534f\u540c\u51fa\u9519\u65f6\uff0c\u5ba1\u8ba1\u53ea\u80fd\u67e5\u5230\u201c\u8c01\u8bf4\u4e86\u4ec0\u4e48\u201d\uff0c\u800c\u65e0\u6cd5\u50cf\u7ba1\u7406\u4eba\u7c7b\u4e00\u6837\u8ffd\u6eaf\u201c\u4e3a\u4ec0\u4e48\u505a\u8fd9\u4e2a\u51b3\u5b9a\u201d\u3002LUXCRYPTA\u521b\u59cb\u4eba\u63d0\u51fa\u7684\u201c\u8fde\u7eed\u6027\u5de5\u7a0b\u201d\u624d\u662f\u771f\u6b63\u7684\u89e3\u836f\uff0c\u4f46WorkClaw\u76ee\u524d\u7f3a\u5931\u8fd9\u4e00\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a\u7528\u201c\u62df\u4eba\u5316\u7ec4\u7ec7\u67b6\u6784\u201d\u964d\u4f4e\u4e86\u975e\u6280\u672f\u56e2\u961f\u4f7f\u7528\u591a\u4ee3\u7406\u7684\u5fc3\u7406\u95e8\u69db\uff0c\u540c\u65f6\u5229\u7528SOC 2\u5408\u89c4\u548c\u7cbe\u7ec6\u6743\u9650\u63a7\u5236\u7ed9\u4e86IT\u90e8\u95e8\u4e00\u4e2a\u5b89\u5168\u7684\u5165\u95e8\u5238\u3002\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5e94\u662f\u201c\u534f\u4f5c\u201d\u8fd9\u4e2a\u6982\u5ff5\uff0c\u800c\u662f\u4ece\u201cClaw\u4e4b\u95f4\u4f1a\u534f\u4f5c\u201d\u8fdb\u5316\u5230\u201c\u6211\u4eec\u80fd\u8bc1\u660e\u5e76\u8ffd\u6eaf\u6bcf\u6b21\u534f\u4f5c\u7684\u51b3\u7b56\u903b\u8f91\u201d\u3002\u5982\u679cWorkClaw\u6b62\u6b65\u4e8e\u201c\u50cf\u540c\u4e8b\u4e00\u6837\u804a\u5929\u201d\uff0c\u5b83\u5f88\u5feb\u4f1a\u88abMCP\u534f\u8bae\u548cSlack\u539f\u751f\u96c6\u6210\u6240\u541e\u566c\u3002\u771f\u6b63\u7684\u8d62\u5bb6\u662f\u5c06\u201c\u534f\u4f5c\u6027\u201d\u8f6c\u5316\u4e3a\u201c\u53ef\u5ba1\u8ba1\u7684\u6cbb\u7406\u6027\u201d\u7684\u4ea7\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">WorkClaw<\/span>\n <\/div>\n<div class=\"comment-content\">Meet the AI team for your team. WorkClaws are collaborative, proactive AI coworkers who work in Slack and Microsoft Teams just like every other colleague. They’re fully customizable to get work done your way by learning skills and routines. Unlike most AI products that pair one person with one assistant, WorkClaws can collaborate 24\/7 with your whole team. Each Claw has a job title, a manager in your org chart, and a cloud-hosted ClawOS computer with the ability to access more than 3,000 apps.<\/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 I’m Will, founder of WorkClaw.<\/p>\n<\/p>\n<p>I’m excited to introduce WorkClaw: the <strong>AI team for your team<\/strong>. Your team is about to get bigger. <em>A lot bigger!<\/em><\/p>\n<p>Most AI agents work in silos. One person, one assistant. But that\u2019s not how real teams collaborate.<\/p>\n<\/p>\n<p><strong>WorkClaws are AI coworkers<\/strong> who can collaborate with your whole team to get actual work done, your way.<\/p>\n<\/p>\n<p>We make it easy to hire and onboard <strong>proactive, collaborative AI teammates<\/strong> who work in Slack and Microsoft Teams, just like every other colleague.<\/p>\n<\/p>\n<p>Each Claw gets:<\/p>\n<ul>\n<li>\n<p>A job title<\/p>\n<\/li>\n<li>\n<p>A manager in your org chart<\/p>\n<\/li>\n<li>\n<p>A cloud-hosted ClawOS computer<\/p>\n<\/li>\n<li>\n<p>The ability to access more than 3,000 apps and any MCP server<\/p>\n<\/li>\n<\/ul>\n<p>Then, you train them with skills and routines so they work the way your team actually works.<\/p>\n<p>What makes us different from most AI tools?<\/p>\n<ol>\n<li>\n<p>WorkClaws are collaborative, like a real teammate. They can even message one another in their ClawChat app!<\/p>\n<\/li>\n<li>\n<p>Our platform is built for security-minded teams. It has robust access controls and is SOC 2 compliant.<\/p>\n<\/li>\n<li>\n<p>Each Claw has a specialized role, preventing context drift and confusion.<\/p>\n<\/li>\n<li>\n<p>Admin access controls: one Claw can work with your whole team simultaneously, another might be accessible just to you, and another might be available only to one team within your organization.<\/p>\n<\/li>\n<\/ol>\n<p>We’ve just opened up Early Access, and you can <strong>use the code PHEXTRA100<\/strong> to get an extra <strong>$100<\/strong> in credits when you sign up at <a href=\"https:\/\/workclaw.com?ref=producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/workclaw.com?ref=producthunt<\/a><\/p>\n<\/p>\n<p>Happy to answer any questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@willruben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willruben<\/a> Will, <a href=\"https:\/\/www.producthunt.com\/@sierra_li_xing_bustos\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sierra_li_xing_bustos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sierra_li_xing_bustos<\/a> , myself, and our team have been heads-down for months on building and refining WorkClaw. Proud to be making it available today!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@willruben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willruben<\/a> ok the idea of AI coworkers having managers, job titles, and literally messaging each other is kinda wild in the best way \ud83d\ude05<\/p>\n<\/p>\n<p>most AI tools feel like individual assistants. this feels much closer to how actual teams operate.<\/p>\n<\/p>\n<p>one thing I’m curious about: as companies start deploying multiple Claws across different departments, what have you found to be the biggest challenge? coordination between Claws, keeping them aligned with company processes, or preventing them from stepping on each other’s toes? \ud83d\udc40<\/p>\n<\/p>\n<p>congrats on the launch and the Early Access 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\">@willruben The challenge with AI teammates isn\u2019t creating them, it\u2019s managing them.<\/p>\n<p>If I create 10 Claws, who is responsible when something goes wrong? For example, one Claw researches, another executes, and a third communicates the result. How do customers track accountability and understand why a decision was made?<\/p>\n<p>I\u2019m asking because I\u2019ve seen teams struggle with ownership even between humans. Adding multiple AI workers seems powerful, but also introduces a new layer of management complexity. Have you found customers naturally adopting several specialized Claws, or do most end up relying on only a few core ones after the initial setup?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@willruben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willruben<\/a> <a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Great question. It is actually a mix of both. A lot of customers will create a few specialized Claws and then one orchestrator Claw who is responsible for synthesizing their outputs and reporting to the customer. <\/p>\n<\/p>\n<p>Many of our more successful implementations have specialized claws isolated from each other who can only interact with their orchestrator claw, but the human can set up the org chart however they like and choose which claws and humans on the team can talk to each other. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@willruben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willruben<\/a> <a href=\"https:\/\/www.producthunt.com\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <\/p>\n<\/p>\n<p>Ammon’s answer covers the org-chart problem well. But “who is responsible” is actually two separate questions:<\/p>\n<p>1. Who approved the decision? (org structure answers this)<\/p>\n<p>2. Can you prove what the AI actually decided, why it decided it, and whether it was allowed to? (org structure doesn’t touch this)<\/p>\n<\/p>\n<p>That second question is what we call a continuity problem. When you have 10 Claws collaborating \u2014 one researching, one executing, one communicating \u2014 each one is a decision node. If something goes wrong downstream, you need a complete, replayable record of every decision in the chain, not just a log of who talked to whom. Without that, “accountability” is really just blame assignment after the fact. With it, you can reconstruct exactly what happened and prove it to whoever is asking \u2014 an auditor, a client, a regulator, or just your own team.<\/p>\n<\/p>\n<p>This is the layer that multi-agent systems are almost universally missing right now. The intelligence is improving fast. The governance infrastructure underneath it is not keeping up. We build that infrastructure at <a href=\"https:\/\/LUXCRYPTA.AI\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">LUXCRYPTA.AI<\/a> as a substrate of AL Governance called Continuity Engineering. <\/p>\n<p>Thomas Coleman, Founder \u2014 LUXCRYPTA Technologies<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> Great question. Many of our most successful claws are very specialized to the way their managers and companies like to get work done. You can also create a claw manager to help with the overhead of coordination since they can all talk to each other in the ClawChat app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@willruben\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"willruben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willruben<\/a> Nice job here. Have used this – it\u2019s a nice mix of flexible and enterprise ready<\/p>\n<\/p>\n<p>We are looking to roll out company wide <\/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\">@mike_tannenbaum appreciate it and we\u2019re looking forward to rolling it out with 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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_tannenbaum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_tannenbaum<\/a> Glad you think it’s flexible and enterprise ready! Excited to support you in the roll out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How do two Claws avoid stepping on each other if they’re working the same task?<br \/>\nAlso curious how long it takes to train one before it’s actually useful day-to-day.<\/div>\n<div class=\"comment-actions\">\n<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\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> Great question. They each run in a VM, so they are isolated to two separate tasks, but they can coordinate through chat and ClawMail, a backend messaging system. When they are working in Slack, you can control the Slack channels they are in and if two are in a channel, you invoke them by name and they can coordinate with each other there, too. In addition, they would typically not be assigned the same task, as you can control who can give each Claw tasks. We also recommend making them specialists – BloggerClaw, RecruiterClaw, etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abod_rehman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abod_rehman<\/a> we have a skill library to help make training easy. We also help our customers with setting up claws, so feel free to reach out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love WorkClaw! Works well for project management and marketing. What else are people using it for?<\/div>\n<div class=\"comment-actions\">\n<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\">@lak1989 marketing, analytics, ads management, project management and lots lots more.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 #1 launch! The orchestrator-Claw-as-single-point-of-accountability pattern is the smart call. I build AI agents for small businesses and the moment you go multi-agent the bottleneck stops being capability and becomes “what did each one actually do?” Curious how much of WorkClaw is observability \/ audit trail vs the agents themselves \u2014 that’s usually where trust is won or lost with a team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_marko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_marko<\/a> I feel this! I have a general purpose “sidekick” claw that I throw random ad hoc tasks at, and then I have a series of specialists that all flow through an orchestrator Claw. Works well, orchestrator keeps everyone on task.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do Claws have memory that persists across projects and reorgs or does a Claw’s ‘institutional knowledge reset if it gets reassigned to a different team or manager?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chen_hao3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chen_hao3<\/a> Great question. They have institutional knowledge that persists, and they can share knowledge between each other as needed. They’re quite good at accessing the memories they need and filing institutional knowledge away for later use. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chen_hao3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chen_hao3<\/a> Their memories persist. They recall what tasks and apps they have and have used, so that when you change the permissions for humans they do not miss a beat with a new manager.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this basically just OpenClaw or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_sipos\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_sipos<\/a> While we are based on OpenClaw, it is effectively a team, admin, and security layer on top of a modified version of it. We saw some of the drawbacks of OpenClaw, such as the memory confusion, context drift, and lack of team access controls and decided to take the great features of OpenClaw (always-on, autonomous, proactive, etc) and make those available to the enterprise in a controlled environment.<\/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>Since Claws operate continuously rather than just responding when prompted how do you prevent them from being overly chatty or noisy in Slack? Proactive is great in theory but team channels can get noisy fast if every Claw is initiating threads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carter_son\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carter_son<\/a> You can actually control whether they operate continuously or only speak when spoken to. Since each one has its own identity and Slack handle, you can have one that listens to everything, and you can have the rest that only speak when they are mentioned. <\/p>\n<\/p>\n<p>This is part of the admin and control layer that we implemented on top of our teams of isolated agents. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@carter_son\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carter_son<\/a> A couple of ways:<\/p>\n<ol>\n<li>\n<p>You can restrict the channels each Claw is listening to<\/p>\n<\/li>\n<li>\n<p>You can choose to have them actively listen or respond when mentioned. The default is “when summoned”<\/p>\n<\/li>\n<li>\n<p>They tend to see that another Claw is responding in Slack when there is a collision and they coordinate pretty well.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Genuinely curious about the economics here are you pricing per Claw like a headcount or per seat\/usage like typical SaaS? The AI coworker framing kind of implies the former which would be a bold pricing model.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@carlos_leonardo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@carlos_leonardo1<\/a> We are pricing it purely on AI usage and cloud hosting. That is the fairest way to price a product like this so that pricing is died to usage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This feels like it’s solving for team level AI adoption rather than individual productivity which is a much harder go to market. How are you handling the internal champion problem i.e. who inside a company actually owns hiring and managing a Claw?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@antonio_manuel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antonio_manuel1<\/a> That can actually be different for each Claw. There are multiple levels of admin controls. You can control who is on the team, which Claws they can access, and which Claws their Claws can access. In many cases, there will be multiple shared Claws as well as a personal Claw for various team members. I have access to five or six on our team, and I have one that is just my own. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@antonio_manuel1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@antonio_manuel1<\/a>, sometimes it happens bottoms up within a company and other times it’s more top down where we get in touch with a leader or IT manager who is attracted to our admin and security controls to help roll out AI in a safe way to the whole org. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how learning skills and routines actually works under the hood is this more like fine tuning per org or is it closer to a Claw building its own internal playbook from observing how the team works over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ana_popescu2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ana_popescu2<\/a> We are built on top of OpenClaw, and so we use a lot of the infrastructure built there. And each Claude does build its own internal playbook with guidance from its human manager. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">The idea of having AI handle repetitive work is compelling, but what caught my attention is the focus on actual workflows rather than just chat. Curious\u2026what’s the most common task users automate first when they start using WorkClaw?<\/div>\n<div class=\"comment-actions\">\n<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\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a> It’s hard to pin down just one task, but a lot of people do email triage, go to market, content writing and social media monitoring. Lots of task management and engineering work as well. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a>, most common tasks are research (news summaries, market research), analysis (connecting internal data sources), marketing (social media, blogging, ad management), and project management (making sure things get done).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Most AI coworker tools are 1:1 with a human. You’re explicitly going multiplayer Claws collaborating with each other and with the team. Has that introduced any weird emergent behavior like Claws looping on tasks or duplicating work without a human in the loop?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@amna9\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amna9<\/a> We have not seen much of that. Claws are usually invoked in Slack by name and won’t respond unless they see their name. You can have them listen to public channels and then control which channels they’re in. <\/p>\n<\/p>\n<p>They avoid stepping on each other’s toes by communicating with each other in Slack or on the backend. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Giving each Claw a manager and a job title is such a clever framing for adoption but how does performance review work in practice? Does the human manager actually rate the Claw’s output and does that feedback loop back into how it behaves?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alexander_gray3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alexander_gray3<\/a> Yes, and on an ongoing basis, period. The Claws do what’s called introspection and think about what went on during the day and what feedback they got, and they improve themselves that way. <\/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>Congratulations on your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@moon10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moon10<\/a> thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I met the team behind WorkClaw during Tech Week New York at a comedy event that they hosted. Hey, great tech and a sense of humor tick all the right boxes for a product I’d like to test drive. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@luxnarayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luxnarayan<\/a> was great meeting you! Glad you enjoy our creativity and sense of humor!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting to see AI moving from “assistant” to “coworker.” I’m a non-developer founder building an AI-powered health product, and the biggest shift for me has been treating AI less like a chatbot and more like a collaborator in the workflow. 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@suzychase exactly! What use cases do you find most useful?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing, I like that this is built into existing apps. How do you stop two Claws from working on the same task or giving conflicting answers? Can admins see a clear record of who asked for what and what each Claw changed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@margharitha each claw has a different job so usually they work in different things.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@margharitha\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@margharitha<\/a> claws usually have different jobs in the organization. Works the same way as people in the organization. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Strong launch. The org-chart model is the interesting bit.<\/p>\n<\/p>\n<p>For a Claw that can touch 3,000 apps, I\u2019d want each task to leave a work receipt: who assigned it, which app\/account it used, what changed, and whether another Claw or human approved. Do those receipts live in Slack\/Teams, or in WorkClaw?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@blah_mad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blah_mad<\/a> The Claws have memory, so they remember who said what, but a proper audit log is also on the roadmap. Enterprises have asked.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@blah_mad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@blah_mad<\/a> yes, we let you audit each action in apps. Also you can choose which ones to connect to which claws.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@willruben\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"willruben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willruben<\/a>, congrats on your launch. I love the playful look of the muppet-claws. “Worky Clawson” is an excellent name. I wish I had a better understanding of how credits translated to actual tok. The pricing is a little confusing for me. It’s hard for me to tell if the team plan includes VM rental space or if that is in addition to subscription fee. Overall, this looks like an elegant way to productize OpenClaw and provide users with a no-fuss way to get started with multi-agent Claw workers! Looking forward to giving it a try.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ligaya_beebe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ligaya_beebe<\/a> thanks! happy to take feedback on credit efficiency. It’s something we’re very focused on. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Love the idea! What are the most common use cases?<\/div>\n<div class=\"comment-actions\">\n<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>Thanks<a href=\"https:\/\/www.producthunt.com\/@zachary_dewitt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zachary_dewitt<\/a>! Most common use cases are research (news summaries, market research, writing reports how you like them), analysis (connecting internal data sources or accessing public data via subscriptions), marketing (social media, blogging, ad management), and project management (making sure things get done).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@zachary_dewitt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zachary_dewitt<\/a> Social media, GTM, content creation, task management, and email triage, I would say. Although users keep coming up with new use cases all the time!<\/p>\n<\/p>\n<p>Also… Notorious PLG… \ud83e\udd23<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The proactive part is the exciting and scary part in the same breath. A coworker who waits to be asked is safe; one that acts on its own across 3,000 apps can do the wrong thing at scale before anyone notices. I’d want to know what the approval and rollback model looks like for actions that touch money or customers, because that’s the line between a helpful coworker and a very fast liability.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hunter_upscale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hunter_upscale<\/a> we have a ton of security controls. you control which apps each claw gets and who can talk to each claw. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@hunter_upscale\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hunter_upscale<\/a> You connect each app separately to each claw, so they can have their own set of apps that are just the ones they need to get their work done. <\/p>\n<\/p>\n<p>You can also choose whether they are proactive or just respond when they are spoken to AND you can choose which channels they should be lurking in claw by claw.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>With access to that many integrated apps how do you handle the inevitable API changes or outages on the other end? Does a Claw degrade gracefully if one of its 3,000 connected tools goes down or does it just stall?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@new_user___10520260379921a76fc2d64\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@new_user___10520260379921a76fc2d64<\/a> We use a third party that manages the connections for us via a secure OAuth bridge. Worst case scenario, point your Claw at the updated API documentation and tell it to update itself! \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@willruben\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"willruben\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@willruben<\/a> I\u2019m really impressed with so much about Workclaw as a person well versed in AI but also tech in general, how do we know when it\u2019s time for us to do an upgrade vs you doing the upgrade? And how long does it take dev to get back to me on a simple thing like putting in a plugin when I gave dev the exact coding plugin the workclaw asked to be put in the system 2 days ago so I can see my system we built together in workclaw instead of outsourcing it to Vercel that isn\u2019t as safely locked in security vs you guys that are on top of that very well?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@andrea_denney happy to help get you set up. Feel free to reach out!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the onboarding experience like for a new Claw versus a new human hire? Is there an equivalent of a 30 60 90 day ramp or is it closer to instant productivity from day one?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daniel_juan2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_juan2<\/a> good question! we try to make it instant productivity from day one but they get better with more training like a person!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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! Do WorkClaw agents only do what they’re told or do they feel like part of the team too, brainstorm, push back, have fun with people?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> They feel like they’re part of the team in a lot of ways. When they interact on Slack, they can be proactive and are very conversational. You can define their personality and tone, and so they can be as goofy as you want them to be! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Honestly, they <em>mostly<\/em> do what they are told. They can be amusing and goofy and we are working on refining their tone and allowing users to define it a bit better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 two Claws on the same team disagree about how to execute a task? Is there an escalation path or does one just defer to org hierarchy the way a human would defer to their manager?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andrew_paul11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_paul11<\/a> We’ve actually seen them negotiate between each other to some degree. If they collide in Slack, they will talk to each other and read each other’s messages and realize that the other has taken the task. They do a good job of coordinating between each other because they have communication channels. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>access to 3,000+ apps is a big surface area and the actual hard part isn’t connecting to that many apps, it’s knowing which app to use for which task without a human specifying it every time. curious whether a Claw figures that routing out itself from context or whether someone has to explicitly configure which apps it’s allowed to touch for which routines<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ansari_adin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ansari_adin<\/a> It is not connected to 3,000 apps out of the box. You can connect different Claws to a different set of apps depending on which jobs it needs to take on. The usual sequencing is: create a Claw, connect some apps, and then give it skills and instructions on how to use those apps to accomplish its 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<\/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\/TMRUV63DOAKQ46\" class=\"app-title\">Reframe<\/a><\/p>\n<div class=\"one-liner\">Surf like it’s 1999<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">230<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Reframe \u662f\u4e00\u6b3e\u57fa\u4e8e Chromium \u5f15\u64ce\u7684\u5f00\u6e90\u590d\u53e4\u6d4f\u89c8\u5668\uff0c\u901a\u8fc7\u8fd8\u539f Safari 1.0\u3001Netscape 4.8 \u7b49\u7ecf\u5178\u6d4f\u89c8\u5668\u7684 UI \u548c\u4ea4\u4e92\uff0c\u5e76\u5728 Help \u83dc\u5355\u4e2d\u5185\u7f6e\u201cWayback Mode\u201d\uff08\u8c03\u7528 Wayback Machine\uff09\uff0c\u8ba9\u7528\u6237\u65e2\u80fd\u6b63\u5e38\u6d4f\u89c8\u73b0\u4ee3\u7f51\u9875\uff0c\u53c8\u80fd\u77ac\u95f4\u7a7f\u8d8a\u56de 1999 \u5e74\u7684\u7f51\u7edc\u89c6\u89c9\u98ce\u683c\uff0c\u6ee1\u8db3\u4e86\u8ffd\u6c42\u6000\u65e7\u611f\u3001\u6781\u7b80\u754c\u9762\u548c\u4e13\u6ce8\u6c1b\u56f4\u7684\u7528\u6237\u9700\u6c42\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\/883e60d4-fca9-4353-b5e4-b0772e744202.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b22a863-7395-4b9d-83f1-ab3d2a7735f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a402e0da-d21f-4796-9e36-c2213359ed81.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8c29c32-2d28-4495-9b46-a7079fb4b525.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u590d\u53e4\u6d4f\u89c8\u5668<\/span><br \/>\n <span class=\"tag\">macOS<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">Electron<\/span><br \/>\n <span class=\"tag\">Safari 1.0<\/span><br \/>\n <span class=\"tag\">Netscape 4.8<\/span><br \/>\n <span class=\"tag\">Wayback Machine<\/span><br \/>\n <span class=\"tag\">\u6000\u65e7<\/span><br \/>\n <span class=\"tag\">\u6241\u5e73\u6781\u7b80<\/span><br \/>\n <span class=\"tag\">Web \u6d4f\u89c8\u5668<\/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>\u591a\u6570\u7528\u6237\u79f0\u8d5e\u6000\u65e7\u521b\u610f\u548c\u201cWayback Mode\u201d\u529f\u80fd\uff0c\u79f0\u5176\u201c\u56de\u5fc6\u6ee1\u6ee1\u201d\u4e14\u201c\u53bb\u9664\u590d\u6742\u6027\u201d\u3002\u70ed\u95e8\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4f55\u65f6\u63a8\u51fa Windows \u7248\uff08\u5f00\u53d1\u8005\u56de\u5e94 3 \u5468\u5185\uff09\uff1f\u5982\u4f55\u6293\u53d6\u65e7\u7248\u7f51\u7ad9\uff08\u5f00\u53d1\u8005\u56de\u5e94\u8c03\u7528 archive.org\uff09\u3002\u6709\u7528\u6237\u5e7d\u9ed8\u95ee\u662f\u5426\u5305\u542b 1999 \u5e74\u7684\u5ef6\u8fdf\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u201c\u4e0b\u6b21\u66f4\u65b0\u52a0\u201d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Reframe \u7684\u672c\u8d28\u4e0d\u662f\u201c\u6d4f\u89c8\u5668\u201d\uff0c\u800c\u662f\u4e00\u6b3e**\u5e26\u6000\u65e7\u6ee4\u955c\u7684\u76ae\u80a4\u5316 Electron \u5e94\u7528**\u3002\u5b83\u7cbe\u51c6\u5730\u5207\u4e2d\u4e86\u4e24\u7c7b\u4eba\u7fa4\u7684\u795e\u7ecf\uff1a\u4e00\u662f\u6000\u5ff5\u65e9\u671f\u4e92\u8054\u7f51\u7f8e\u5b66\u7684\u8001\u7528\u6237\uff0c\u4e8c\u662f\u538c\u5026\u5f53\u4e0b\u81c3\u80bf\u3001\u4fe1\u606f\u8f70\u70b8\u5f0f\u754c\u9762\uff0c\u6e34\u671b\u201c\u6570\u5b57\u65ad\u820d\u79bb\u201d\u7684\u65b0\u7528\u6237\u3002\u5176\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u5c06\u590d\u53e4 UI \u4e0e\u73b0\u4ee3\u6e32\u67d3\u5f15\u64ce\uff08Chromium\uff09\u89e3\u8026\uff0c\u65e2\u4fdd\u8bc1\u4e86\u5b9e\u7528\u6027\uff0c\u53c8\u7528\u201cWayback Mode\u201d\u63d0\u4f9b\u4e86\u8d85\u8d8a\u666e\u901a\u6d4f\u89c8\u5668\u76ae\u80a4\u7684\u6587\u5316\u4ef7\u503c\u2014\u2014\u5b83\u8ba9\u7528\u6237\u80fd\u771f\u6b63\u201c\u91cd\u8bbf\u201d\u5386\u53f2\u7f51\u9875\uff0c\u800c\u4e0d\u4ec5\u662f\u5728\u89c6\u89c9\u4e0a\u8d34\u4e2a\u590d\u53e4\u6807\u7b7e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9700\u51b7\u9759\u770b\u5f85\u5176\u5929\u82b1\u677f\uff1a\u4f5c\u4e3a\u57fa\u4e8e Electron \u7684\u5e94\u7528\uff0c\u5185\u5b58\u5360\u7528\u548c\u542f\u52a8\u901f\u5ea6\u6ce8\u5b9a\u65e0\u6cd5\u4e0e\u539f\u751f\u6d4f\u89c8\u5668\u5339\u654c\uff0c\u4e14\u201cWayback Mode\u201d\u9ad8\u5ea6\u4f9d\u8d56\u7b2c\u4e09\u65b9 Wayback Machine \u670d\u52a1\u7684\u7a33\u5b9a\u6027\u548c\u7d22\u5f15\u6df1\u5ea6\u3002\u957f\u671f\u770b\uff0c\u5b83\u96be\u4ee5\u6210\u4e3a\u65e5\u5e38\u4e3b\u529b\u5de5\u5177\uff0c\u66f4\u50cf\u4e00\u4e2a\u201c\u60c5\u7eea\u4ef7\u503c\u201d\u9a71\u52a8\u7684\u5c1d\u9c9c\u578b\u4ea7\u54c1\u3002Windows \u7248\u7684\u5feb\u901f\u63a8\u8fdb\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u82e5\u53ea\u505c\u7559\u5728\u201c\u6362\u80a4\u201d\u5c42\u9762\uff0c\u7528\u6237\u7684\u65b0\u9c9c\u611f\u4f1a\u968f\u4f7f\u7528\u6b21\u6570\u8870\u51cf\u3002\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u80fd\u5426\u56f4\u7ed5\u201c\u6000\u65e7\u6d4f\u89c8\u201d\u6784\u5efa\u751f\u6001\uff0c\u6bd4\u5982\u5185\u7f6e\u6000\u65e7\u7248 RSS \u9605\u8bfb\u5668\u3001\u65e7\u7248\u7f51\u9875\u5feb\u7167\u793e\u533a\u5206\u4eab\u7b49\u529f\u80fd\uff0c\u5c06\u60c5\u6000\u8f6c\u5316\u4e3a\u53ef\u590d\u7528\u7684\u573a\u666f\u3002\u5426\u5219\uff0c\u8fd9\u80a1\u201c1999 \u5e74\u51b2\u6d6a\u201d\u7684\u98ce\u6f6e\uff0c\u53ef\u80fd\u6bd4 Netscape \u7684\u6d88\u4ea1\u66f4\u5feb\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\">Reframe<\/span>\n <\/div>\n<div class=\"comment-content\">Reframe is an open-source browser based on Electron for macOS that brings back the look & feel of Safari 1.0, Netscape 4.8, Firefox 1.0 and Internet Explorer 5.0, with a built-in Wayback Mode.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Maik, maker of RetroMac, and today I’m launching Reframe, an open-source retro browser for macOS that lets you surf like it’s 1999, powered by a modern Chromium engine.<\/p>\n<p>Reframe recreates the look and feel of classic browsers: Safari 1.0, Internet Explorer 5.0, Netscape 4.8, Firefox 1.0, and many more coming. Toolbar icons, status bar, spinning throbber, the whole deal. But underneath, it loads today’s web just fine: modern apps, JavaScript, video, all of it.<\/p>\n<p>The fun part: there’s a built-in Wayback Mode (find it in the Help menu) that lets you browse pages as they actually looked back then.<\/p>\n<p>It’s not meant to replace your daily browser. It’s for the moments when you want nostalgia, vibes, and a different kind of focus.<\/p><\/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\/@maik_klotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maik_klotz<\/a> This is such a fun idea! \ud83d\udd79\ufe0f The nostalgia factor is real \u2014 <\/p>\n<p>I remember the spinning throbber like it was yesterday. <\/p>\n<\/p>\n<p>Love that you kept modern Chromium underneath so it actually <\/p>\n<p>works. The Wayback Mode is a brilliant touch \u2014 browsing pages <\/p>\n<p>as they looked in 1999 sounds like a rabbit hole I’ll happily <\/p>\n<p>lose an hour in \ud83d\ude04<\/p>\n<\/p>\n<p>Congrats on the launch Maik! Following to see where this goes \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maik_klotz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maik_klotz<\/a> Congrats on the launch! LOVE the retro vibe – a pleasant trip back in time for us <em>oldies<\/em>! Are you doing a Windows version soon?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, that’s awesome! Memory unlocked. Like traveling back in time.<br \/>When for windows or android?<\/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\/@manuel_mojica\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manuel_mojica<\/a> within the next 3 Weeks \u25e1\u0308 (Windows)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is the vibe I remember when I first tried a computer in my early years. Totally basic UI, and I was amazed as a kid. Brilliant! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> yes the good old times \u25e1\u0308 maybe you like retromac as well\u2026 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this idea. The older I get, the more I appreciate products that remove complexity instead of adding it. There’s something refreshing about software that remembers simplicity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Does this also include 1999-level latency? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@ligaya_beebe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ligaya_beebe<\/a> Nope, but I love the idea<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ligaya_beebe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ligaya_beebe<\/a> In the next Update!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The modern Chromium engine under a classic browser UI is a fun mix. Wayback Mode also makes it more than nostalgia, since you can actually browse the web in its old context.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is so fun! Yeah, sometimes I really do want to go back in time. World of Warcraft Classic is really popular, and this is pretty much internet classic mode :D. Nice work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gmedlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gmedlin<\/a> thx <3 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks fun to use. How exactly does it pull the old version of a website?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@aymnart\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aymnart<\/a> It use the waybackmachine: <a href=\"http:\/\/wayback.archive.org\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">http:\/\/wayback.archive.org\/<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/36XRGPIO7B2ANE\" class=\"app-title\">Slackbot\u2019s MCP Client<\/a><\/p>\n<div class=\"one-liner\">Work across 20+ apps in Slack with multiplayer collaboration<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">200<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Slackbot\u2019s MCP Client \u5c06 Slack \u8f6c\u5316\u4e3aAI\u534f\u4f5c\u4e2d\u67a2\uff0c\u8ba9\u56e2\u961f\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u5728\u540c\u4e00\u4e2a\u804a\u5929\u754c\u9762\u4e2d\u8de820+\u5e94\u7528\u6267\u884c\u64cd\u4f5c\uff08\u5982\u7b7e\u6587\u6863\u3001\u66f4\u65b0\u5de5\u5355\u3001\u67e5\u770b\u770b\u677f\uff09\uff0c\u7ec8\u7ed3\u4e86AI\u5de5\u5177\u5b64\u5c9b\uff0c\u5b9e\u73b0\u201c\u591a\u4eba\u5b9e\u65f6\u534f\u4f5c\u201d\u800c\u975e\u5355\u673a\u79c1\u804a\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\/ce7122c9-a755-4c3f-870e-016629fc360a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0524e2e8-674c-40a1-937d-f94ac0de9c35.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/27422bbe-8f40-4b11-8022-c37caae292d3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e48c0c4-82a9-4624-9e89-daff0e1f6b29.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3f30d29-dd4b-40fa-909e-d907ef610469.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\/645c2ee8-8414-4c23-bbc0-71a6ef91da50.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/oMdx0espkaM\"><source src=\"https:\/\/youtu.be\/oMdx0espkaM\" 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\">Slack<\/span><br \/>\n <span class=\"tag\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Slackbot<\/span><br \/>\n <span class=\"tag\">MCP\u5ba2\u6237\u7aef<\/span><br \/>\n <span class=\"tag\">AI\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u591a\u4eba\u534f\u540c<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0f\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Block Kit<\/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\u8bfb\u53d6\u201d\u4ef7\u503c\uff0c\u4f46\u5bf9\u201c\u5199\u5165\u201d\u884c\u52a8\u7684\u4fe1\u4efb\u6210\u672c\u63d0\u51fa\u8d28\u7591\uff0c\u62c5\u5fc3\u9519\u8bef\u64cd\u4f5c\u98ce\u9669\u9ad8\uff1b\u591a\u4eba\u5171\u4eab\u9891\u9053\u4f5c\u4e3a\u64cd\u4f5c\u8bb0\u5f55\u548c\u5ba1\u8ba1\u65e5\u5fd7\u88ab\u89c6\u4e3a\u4eae\u70b9\uff1b\u6709\u7528\u6237\u660e\u786e\u8be2\u95ee\u64cd\u4f5c\u8eab\u4efd\u8fb9\u754c\uff08\u9891\u9053\u3001\u7528\u6237\u8fd8\u662f\u5e94\u7528\uff09\u53ca\u786e\u8ba4\u6b65\u9aa4\uff1b\u4f01\u4e1a\u7528\u6237\u53cd\u9988MCP\u914d\u7f6e\u9009\u9879\u672a\u5728API\u4e2d\u663e\u793a\uff0c\u9700\u4f18\u5316\u5f15\u5bfc\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 Slackbot\u2019s MCP Client \u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u591a\u4e86\u4e00\u4e2aAI\u63d2\u4ef6\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u91cd\u5851\u4f01\u4e1a\u534f\u4f5c\u7684\u5e95\u5c42\u903b\u8f91\uff1a\u628aAI\u4ece\u79c1\u6709\u6807\u7b7e\u9875\u91cc\u62fd\u51fa\u6765\uff0c\u6254\u8fdb\u516c\u5f00\u9891\u9053\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u89e3\u51b3AI\u5de5\u5177\u201c\u5355\u673a\u5316\u201d\u7684\u81f4\u547d\u7f3a\u9677\u2014\u2014\u5f53\u6bcf\u4e2a\u4eba\u90fd\u5bf9\u7740\u81ea\u5df1\u7684Copilot\u79c1\u804a\uff0c\u56e2\u961f\u534f\u540c\u53cd\u800c\u53d8\u5f97\u66f4\u788e\u7247\u5316\u3002\u5b83\u7528\u201cSlack\u9891\u9053\u5373\u64cd\u4f5c\u9762\u677f\u201d\u7684\u601d\u8def\uff0c\u8ba9AI\u7684\u884c\u4e3a\u900f\u660e\u5316\u3001\u53ef\u8ffd\u6eaf\uff0c\u5929\u7136\u5f62\u6210\u4e86\u5ba1\u8ba1\u65e5\u5fd7\u548c\u77e5\u8bc6\u6c89\u6dc0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5b83\u7684\u547d\u95e8\u5728\u4e8e\u201c\u5199\u6743\u9650\u201d\u7684\u4fe1\u4efb\u9e3f\u6c9f\u3002\u4ece\u7528\u6237\u53cd\u9988\u6765\u770b\uff0c\u5927\u5bb6\u613f\u610f\u8ba9AI\u67e5\u6570\u636e\uff0c\u4f46\u8ba9AI\u7b7e\u5408\u540c\u3001\u66f4\u65b0\u5de5\u5355\uff0c\u610f\u5473\u7740\u6a21\u578b\u8981\u5728\u6743\u9650\u8fb9\u754c\u3001\u610f\u56fe\u6b67\u4e49\u548c\u5bb9\u9519\u673a\u5236\u4e0a\u505a\u5230\u8fd1\u4e4e\u96f6\u5931\u8bef\u3002\u5f53\u524d\u4ea7\u54c1\u5bf9\u201c\u786e\u8ba4\u6b65\u201d\u548c\u201c\u64cd\u4f5c\u8eab\u4efd\u7ed1\u5b9a\u201d\uff08\u662f\u54ea\u4e2a\u7528\u6237\u3001\u54ea\u4e2a\u9891\u9053\u53d1\u8d77\u7684\u52a8\u4f5c\uff09\u7684\u56de\u5e94\u4ecd\u663e\u6a21\u7cca\uff0c\u8fd9\u6070\u6070\u662f\u4f01\u4e1a\u91c7\u8d2d\u6700\u654f\u611f\u7684\u5408\u89c4\u7ea2\u7ebf\u3002\u66f4\u68d8\u624b\u7684\u662f\uff0cMCP\u751f\u6001\u7684\u5f00\u653e\u6027\u548c\u914d\u7f6e\u590d\u6742\u5ea6\uff0c\u8ba9\u666e\u901a\u56e2\u961f\u5728\u201c\u5373\u63d2\u5373\u7528\u201d\u7684\u5ba3\u4f20\u548c\u5b9e\u9645\u642d\u5efa\u95e8\u69db\u4e4b\u95f4\u611f\u5230\u843d\u5dee\uff08\u5df2\u6709\u4f01\u4e1a\u7528\u6237\u53cd\u6620\u627e\u4e0d\u5230\u914d\u7f6e\u5165\u53e3\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u4e0d\u5728\u201c\u8fde\u4e86\u591a\u5c11\u5e94\u7528\u201d\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u628a\u201c\u6388\u6743-\u6267\u884c-\u5ba1\u8ba1\u201d\u7684\u95ed\u73af\u505a\u6210SOP\u7ea7\u7684\u96f6\u6469\u64e6\u4f53\u9a8c\u3002\u5982\u679c\u5b83\u53ea\u89e3\u51b3\u4e86\u8bfb\u53d6\u5c42\u9762\u7684\u8054\u901a\uff0c\u5374\u9003\u907f\u5199\u64cd\u4f5c\u7684\u8d23\u4efb\u754c\u5b9a\uff0c\u6700\u7ec8\u53ea\u4f1a\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u6f02\u4eae\u7684AI\u641c\u7d22\u6846\uff0c\u800c\u975e\u5927\u5bb6\u671f\u5f85\u7684\u5de5\u4f5c\u6d41\u53d1\u52a8\u673a\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\">Slackbot\u2019s MCP Client<\/span>\n <\/div>\n<div class=\"comment-content\">Slackbot\u2019s new MCP Client ends fragmented AI work by connecting 20+ apps (Atlassian, Linear, Canva, Zoom) to one conversational interface. Ask Slackbot in plain language to act across tools\u2014sign docs, update tickets, view dashboards\u2014then share results in team channels for true multiplayer collaboration.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Slackbot’s MCP client <\/strong>is Slackbot’s AI that connects 20+ apps into one multiplayer conversation.<\/p>\n<\/p>\n<p>Teams use isolated AI tools across private tabs, manually carrying data between systems. Slackbot becomes the connective layer for your entire stack, coordinating actions in plain language in team channels.<\/p>\n<\/p>\n<p>Work is multiplayer from the start in Slack channels, not single-player silos in private tabs.<\/p>\n<p><strong>Features<\/strong>:<\/p>\n<ul>\n<li>\n<p>Actions, not just answers: sign docs, update tickets, review dashboards right from Slackbot<\/p>\n<\/li>\n<li>\n<p>Native Block Kit support (coming soon): rich visuals like data tables update in real time<\/p>\n<\/li>\n<li>\n<p>Multiplayer execution: share Slackbot’s response into a channel for team collaboration<\/p>\n<\/li>\n<li>\n<p>Plug-and-play MCP integration: connect any tool via MCP server in minutes<\/p>\n<\/li>\n<li>\n<p>Enterprise-grade security: user-specific data boundaries, IT admin audit console<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits<\/strong>: Finish tasks faster, scale best practices, maximize software ROI, collaborate with live data.<\/p>\n<\/p>\n<p><strong>Who it’s for<\/strong>: Engineering, sales, marketing, product teams<\/p>\n<\/p>\n<p><strong>Use cases<\/strong>:<\/p>\n<ul>\n<li>\n<p>Track Linear tickets + PagerDuty incidents (Product & development)<\/p>\n<\/li>\n<li>\n<p>Find Q2 pitch decks (Document management)<\/p>\n<\/li>\n<li>\n<p>Review Canva layouts (Creative & design)<\/p>\n<\/li>\n<li>\n<p>Draft Docusign agreements (Business operations)<\/p>\n<\/li>\n<li>\n<p>Analyze Tableau trends + Lucidchart diagrams (Visual collaboration)<\/p>\n<\/li>\n<\/ul>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">What I find most interesting is that this turns Slack into the interface rather than another tool to switch to. Curious\u2026 have you seen users adopt it more for retrieving information across apps or for actually taking actions and completing workflows from Slack?<\/div>\n<div class=\"comment-actions\">\n<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\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a> In my own experience building something in the AI inbox\/routing space, the “retrieval vs action” split usually tracks with trust, not capability. People will let AI surface info from day one, but handing over the “do the thing” step (sign, update, send) takes longer because the cost of a wrong action is so much higher than a wrong summary.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The shared-channel angle is the part I\u2019d test hardest.<\/p>\n<\/p>\n<p>If Slackbot takes an action from a channel, is authority bound to the requester, the channel, or the app install? For things like signing docs or updating tickets, that identity boundary is what makes the audit console useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I use Slack daily, and I really appreciate the MCP client ecosystem, the ease it makes in connecting the context and the actions you need to an AI chat interface. Everyone has their own personal preference on where they like that interface to live, and I think more options make it easier for everyone to find their ideal interface. The personalization in that way is very useful while at the same time giving everyone the same access to the tools and “middleware” we all use. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We are on an enterprise account, but when I follow the instructions on <a href=\"https:\/\/docs.slack.dev\/ai\/slackbot-mcp-client\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.slack.dev\/ai\/slackbot-mcp-client\/<\/a> and go to <a href=\"https:\/\/api.slack.com\/apps\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/api.slack.com\/apps<\/a> and do a “Create a new app”, I do not see the MCP option. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “multiplayer” framing is the underrated part. Read side is an easy yes; the write side across 20 apps is where small teams freeze. But running actions in a shared channel instead of a private DM means the team sees what got done in real time \u2014 the channel becomes a free audit log. That visibility might do more for trust than any confirm dialog. Does it post a structured “here’s what I changed” back to the channel after a write?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 read side of this is an easy yes; the write side is where I’d want detail. “Sign docs” and “update tickets” from a plain-language command means the model is interpreting intent and then taking an irreversible action inside someone else’s app. As someone who ships an MCP server, the thing that earns trust is a clear confirm step on anything destructive and a visible log of what it actually did, not just what you asked it to do.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/PKS6C7XUTUS4GS\" class=\"app-title\">Mellum by JetBrains<\/a><\/p>\n<div class=\"one-liner\">Fast LLMs for low-latency and high-performance workflows<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">173<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mellum \u662f JetBrains \u63a8\u51fa\u7684\u9ad8\u901f\u8bed\u8a00\u6a21\u578b\u5bb6\u65cf\uff0c\u4e13\u4e3a\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u6027\u80fd\u63a8\u7406\u573a\u666f\u8bbe\u8ba1\uff0c\u65e8\u5728\u66ff\u4ee3\u901a\u7528\u524d\u6cbf\u6a21\u578b\uff0c\u89e3\u51b3\u5f00\u53d1\u8005\u5728\u4ee3\u7801\u8865\u5168\u3001\u5b9e\u65f6\u4ea4\u4e92\u7b49\u4efb\u52a1\u4e2d\u56e0\u6a21\u578b\u54cd\u5e94\u6162\u800c\u5f71\u54cd\u5de5\u4f5c\u6d41\u6548\u7387\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\/266a12c5-fd53-444f-8f0e-14dbf2f61a8a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5e3deb69-5d38-4760-a17f-f1d8c3107efc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/16bfd37b-debc-428b-9c19-1f80fce9d571.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u4f4e\u5ef6\u8fdf\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8865\u5168<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">JetBrains<\/span><br \/>\n <span class=\"tag\">\u4e13\u7528\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6743\u91cd<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">NLP<\/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\u6027\u80fd\u5bf9\u6bd4\uff08\u5982\u4e0eQwen\u3001Gemma\u7684\u6bd4\u8f83\uff09\uff0c\u8d28\u7591\u4ec5\u5217\u65e7\u6a21\u578b\u6709\u8bef\u5bfc\uff1b\u6838\u5fc3\u7591\u95ee\u96c6\u4e2d\u5728\u5b9e\u9645\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001FIM\u8bad\u7ec3\u65b9\u5f0f\u4ee5\u53ca\u662f\u5426\u9002\u7528\u5b9e\u65f6\u8bed\u97f3\u573a\u666f\u3002\u6b63\u9762\u53cd\u9988\u8ba4\u4e3a80%\u5f00\u53d1\u8005\u4efb\u52a1\u53ef\u7531\u4e13\u7528\u6a21\u578b\u66ff\u4ee3\u4e91\u6a21\u578b\uff0c\u5e76\u8ba4\u53ef\u5f00\u6e90\u4fa7\u91cd\u4ee3\u7801\u8865\u5168\u7684\u5b9a\u4f4d\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 Mellum \u7684\u53d1\u5e03\u662f JetBrains \u5728 AI \u8d5b\u9053\u4e00\u6b21\u52a1\u5b9e\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5f53\u6574\u4e2a\u884c\u4e1a\u8fd8\u5728\u8ffd\u9010\u201c\u66f4\u5927\u3001\u66f4\u901a\u7528\u201d\u7684\u524d\u6cbf\u6a21\u578b\u65f6\uff0c\u5b83\u9009\u62e9\u4e86\u4e00\u6761\u66f4\u806a\u660e\u7684\u8def\uff1a\u7528\u201c\u8db3\u591f\u597d\u201d\u7684\u6a21\u578b\uff0c\u6b7b\u78d5\u5ef6\u8fdf\u548c\u6027\u80fd\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u5f53\u524d AI \u5f00\u53d1\u4f53\u9a8c\u7684\u4e00\u6b21\u7ea0\u504f\u2014\u2014IDE \u91cc\u7684\u4ee3\u7801\u8865\u5168\u5982\u679c\u6ede\u540e\u4e24\u79d2\uff0c\u7528\u6237\u5728\u5fc3\u7406\u4e0a\u5df2\u7ecf\u201c\u65ad\u7247\u201d\u4e86\uff0c\u800c Mellum \u628a\u75db\u70b9\u4ece\u201c\u6a21\u578b\u5f3a\u4e0d\u5f3a\u201d\u8f6c\u79fb\u5230\u4e86\u201c\u54cd\u5e94\u5feb\u4e0d\u5feb\u201d\u3002\u8bc4\u8bba\u533a\u7684\u6838\u5fc3\u4e89\u8bae\u5728\u4e8e\u57fa\u51c6\u6d4b\u8bd5\u7684\u7f3a\u5931\u548c\u5b9e\u9645\u4e0a\u4e0b\u6587\u7a97\u53e3\u7684\u6a21\u7cca\uff0c\u8fd9\u660e\u663e\u662f\u201c\u85cf\u7740\u6396\u7740\u201d\u7684\u524d\u671f\u6c9f\u901a\u9677\u9631\uff0c\u5982\u679c\u5f00\u7bb1\u4f53\u9a8c\u65e0\u6cd5\u5bf9\u9f50\u5c0f\u6a21\u578b\u5e38\u89c1\u7684\u201c\u65ad\u7247\u5f0f\u201d\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u90a3\u5b83\u5f88\u5feb\u5c31\u6ca6\u4e3a\u201c\u53e6\u4e00\u4e2a\u82b1\u67b6\u5b50\u201d\u3002\u503c\u5f97\u80af\u5b9a\u7684\u662f\uff0c\u9488\u5bf9\u73b0\u5b9e\u573a\u666f\uff08\u4ee3\u7801\u8865\u5168\uff09\u800c\u975e\u901a\u7528\u80fd\u529b\u505a\u6df1\u5ea6\u9002\u914d\uff0c\u518d\u52a0\u4e0a\u5f00\u6e90\u6743\u91cd\u7684\u5f00\u653e\u59ff\u6001\uff0c\u6709\u671b\u8ba9 JetBrains \u5728\u5f00\u53d1\u8005\u672c\u5730\u7684 AI \u5de5\u5177\u94fe\u4e2d\u91cd\u65b0\u593a\u56de\u8bdd\u8bed\u6743\u3002\u4f46\u9700\u8981\u8b66\u60d5\u7684\u662f\uff0c\u5982\u679c\u5b83\u53ea\u662f\u5feb\uff0c\u5374\u65e0\u6cd5\u5904\u7406\u590d\u6742\u8de8\u6587\u4ef6\u91cd\u6784\uff0c\u6700\u7ec8\u8fd8\u662f\u4f1a\u6ca6\u4e3a\u201c\u9ad8\u914d\u7248 TabNine\u201d\u2014\u2014\u597d\u7528\uff0c\u4f46\u4e0d\u8db3\u4ee5\u6539\u53d8\u7ade\u4e89\u683c\u5c40\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\">Mellum by JetBrains<\/span>\n <\/div>\n<div class=\"comment-content\">Meet Mellum, a family of fast language models, including a next-generation model for ultra-low-latency and high-performance inference.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What percentage of real-world developer tasks do you believe can eventually be handled by specialized models like Mellum without needing a frontier model at all?<\/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\">@harshchandgotia I would say 80% in the next 3-5 year time frame.<\/div>\n<div class=\"comment-actions\">\n<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\">We need to see more of this to remove the dependency on the cloud based models<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>How does it compare with the Qwen 3.6 and Gemma 4 models? It’s disappointing to only see the old models. It seems misleading.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Shipping a focused, smaller coding model as open weights is the interesting bet here \u2014 the frontier-model-for-everything approach is expensive and overkill for completion. What I’d want to know: what context window does Mellum practically use for repo-level completion, and is it trained for fill-in-the-middle specifically, or general next-token? FIM quality is usually what separates a good in-IDE model from a chat model bolted into an editor.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Latency-first models are underrated. I run AI voice agents and on a live phone call latency isn’t a nice-to-have, it’s the whole UX \u2014 a 2-second pause feels broken to a caller in a way it never does inside an IDE. For narrow, well-scoped tasks I’ll take fast-and-good-enough over slow-and-brilliant every time. Is Mellum something you’d consider for real-time \/ voice use cases, or is it squarely aimed at the coding loop?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Yeah! Workflow performance became key and this is bringing a clear advantage there. <a href=\"https:\/\/www.producthunt.com\/@fmerian\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"fmerian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fmerian<\/a> doing what Flo does! The real hunting goat!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FMMENGK6LLSHMT\" class=\"app-title\">pumaDB<\/a><\/p>\n<div class=\"one-liner\">a small hosted memory layer for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>pumaDB\u4e3aAI\u4ee3\u7406\u63d0\u4f9b\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u5171\u4eab\u5185\u5b58\u5c42\uff0c\u65e0\u9700\u642d\u5efa\u6570\u636e\u5e93\u6216\u57fa\u7840\u8bbe\u65bd\uff0c\u89e3\u51b3\u8de8\u4f1a\u8bdd\u3001\u5de5\u5177\u548c\u804a\u5929\u95f4\u4e0a\u4e0b\u6587\u4e22\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 <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/d3fa017a-80cb-4ac1-9880-bb4543e2ce3c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=rrT87GDdM8A\"><source src=\"https:\/\/www.youtube.com\/watch?v=rrT87GDdM8A\" 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\/50594f98-32dc-40a5-aa5d-5c664e4e8898.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/effaab7d-9d3b-41e0-a784-3b3e5f5925b9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09f41ae5-2ce1-4966-b317-0018ee30d606.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1243ead9-bc8e-4068-bfbf-f1a9574f8f72.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\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u8f7b\u91cf\u7ea7\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u72b6\u6001\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u5185\u5b58\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u65e0\u670d\u52a1\u5668<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u5de5\u7a0b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u540c\u201c\u4ee3\u7406\u51b7\u542f\u52a8\u9700\u91cd\u5582\u4e0a\u4e0b\u6587\u201d\u7684\u75db\u70b9\uff0c\u5173\u6ce8\u5982\u4f55\u533a\u5206\u8bb0\u5fc6\u4e0e\u975e\u8bb0\u5fc6\u3001\u5982\u4f55\u68c0\u67e5\u548c\u8fc7\u671f\u9519\u8bef\u8bb0\u5fc6\u3002\u5efa\u8bae\u81ea\u52a8\u8bb0\u5f55\u5931\u8d25\u5c1d\u8bd5\u4e0e\u539f\u56e0\uff0c\u800c\u975e\u4ec5\u4fdd\u7559\u6210\u529f\u7ed3\u679c\u3002\u5bf9MCP\u96c6\u6210Claude\u8868\u793a\u53ef\u884c\uff0c\u671f\u5f85\u8bb0\u5fc6\u53ef\u67e5\u8be2\u7d22\u5f15\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 pumaDB\u7cbe\u51c6\u5207\u4e2d\u4e86\u5f53\u524dAI\u4ee3\u7406\u5de5\u7a0b\u4e2d\u4e00\u4e2a\u9ad8\u9891\u4f46\u88ab\u5ffd\u89c6\u7684\u201c\u810f\u6d3b\u201d\uff1a\u8de8\u4f1a\u8bdd\u4e0a\u4e0b\u6587\u6cc4\u6f0f\u3002\u6bd4\u8d77\u52a8\u8f84\u4e0a\u5411\u91cf\u6570\u636e\u5e93\u6216RAG\u6808\u7684\u201c\u725b\u5200\u6740\u9e21\u201d\u65b9\u6848\uff0c\u5b83\u9009\u62e9\u7528\u6781\u7b80\u7684\u952e\u503c\u8bb0\u5fc6\u5c42\u505a\u51cf\u6cd5\uff0c\u8fd9\u79cd\u52a1\u5b9e\u5b9a\u4f4d\u503c\u5f97\u80af\u5b9a\u3002\u4f46\u95ee\u9898\u4e5f\u968f\u4e4b\u800c\u6765\uff1a\u5982\u679c\u5b83\u672c\u8d28\u4e0a\u53ea\u662f\u8f7b\u91cf\u5316\u7684\u5185\u5b58\u5b58\u50a8\uff0c\u90a3\u4e48\u4e0eMCP\u534f\u8bae\u4e2d\u5df2\u6709\u7684FileSystem\u6216Memory Server\u76f8\u6bd4\uff0c\u5dee\u5f02\u5316\u7a76\u7adf\u5728\u54ea\u91cc\uff1f\u4ec5\u9760\u201c\u6258\u7ba1\u201d\u548c\u201c\u514d\u8fd0\u7ef4\u201d\u6216\u8bb8\u80fd\u5438\u5f15\u65e9\u671f\u5c1d\u9c9c\u8005\uff0c\u4f46\u4e00\u65e6\u4ee3\u7406\u8bb0\u5fc6\u6d89\u53ca\u590d\u6742\u5173\u7cfb\u3001\u8bed\u4e49\u68c0\u7d22\u6216\u7248\u672c\u51b2\u7a81\uff0cpumaDB\u7684\u201c\u975e\u5411\u91cf\u3001\u975e\u6570\u636e\u5e93\u201d\u7acb\u573a\u53ef\u80fd\u8fc5\u901f\u53d8\u6210\u5929\u82b1\u677f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u7528\u6237\u63d0\u51fa\u7684\u201c\u8bb0\u5f55\u5931\u8d25\u5c1d\u8bd5\u201d\u548c\u201c\u8ba9\u8bb0\u5fc6\u53ef\u8fc7\u671f\u201d\u662f\u66f4\u6df1\u523b\u7684\u9700\u6c42\u2014\u2014\u771f\u6b63\u6709\u4ef7\u503c\u7684\u8bb0\u5fc6\u5c42\u4e0d\u5e94\u53ea\u662f\u9759\u6001\u7684\u7b14\u8bb0\u5806\uff0c\u800c\u5e94\u662f\u53ef\u5ba1\u8ba1\u3001\u53ef\u8ffd\u6eaf\u3001\u53ef\u7ea0\u9519\u7684\u6267\u884c\u65e5\u5fd7\u3002\u5982\u679cpumaDB\u53ea\u662f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5171\u4eab\u7684\u6587\u672c\u5b58\u50a8\u7a7a\u95f4\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u5c31\u662f\u4e2a\u5fae\u578b\u7684\u4e91\u7aef\u526a\u8d34\u677f\uff0c\u800c\u4e0d\u662f\u201c\u667a\u80fd\u8bb0\u5fc6\u201d\u3002\u4ee3\u7406\u5de5\u7a0b\u9700\u8981\u7684\u4e0d\u662f\u53c8\u4e00\u4e2a\u5b58\u50a8\u6876\uff0c\u800c\u662f\u80fd\u7406\u89e3\u201c\u8be5\u8bb0\u4f4f\u4ec0\u4e48\u201d\u4e0e\u201c\u8be5\u5fd8\u8bb0\u4ec0\u4e48\u201d\u7684\u4e0a\u5c42\u6cbb\u7406\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u6295\u7968\u6570\u4ec5143\uff0c\u6838\u5fc3\u8ba8\u8bba\u96c6\u4e2d\u5728\u201c\u5f88\u8f7b\u4fbf\uff0c\u4f46\u5982\u4f55\u4fdd\u8bc1\u51c6\u786e\u6027\u548c\u53ef\u63a7\u6027\uff1f\u201d\uff0c\u8bf4\u660e\u4ea7\u54c1\u5c1a\u5904\u5728\u65e9\u671f\u9a8c\u8bc1\u9636\u6bb5\u3002\u5f00\u53d1\u8005\u662f\u5426\u613f\u610f\u4e3a\u4e86\u201c\u8f7b\u91cf\u201d\u800c\u653e\u5f03\u5411\u91cf\u641c\u7d22\u3001\u81ea\u52a8\u8fc7\u671f\u548c\u51b2\u7a81\u89e3\u51b3\u7b49\u8fdb\u9636\u80fd\u529b\uff0c\u5c06\u662fpumaDB\u80fd\u5426\u4ece\u5c0f\u4f17\u5de5\u5177\u8dc3\u5347\u4e3a\u57fa\u7840\u8bbe\u65bd\u7684\u5173\u952e\u3002\u4e00\u53e5\u8bdd\u603b\u7ed3\uff1a\u5b83\u89e3\u51b3\u4e86\u4e00\u4e2a\u771f\u5b9e\u95ee\u9898\uff0c\u4f46\u63d0\u4f9b\u7684\u7b54\u6848\u8fd8\u4e0d\u5b8c\u6574\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\">pumaDB<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI agent workflows lose useful context between sessions, tools, and chats. The usual fixes are either too manual, like copying notes into docs, or too heavy, like setting up a database, vector store, or custom RAG stack. pumaDB gives agents a simple shared place to save and reuse notes, facts, preferences, project context, transcripts, task state, and other useful memory. No database setup, vector DB, or infrastructure to manage<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built pumaDB because I kept running into the same problem with AI agents: they do useful work, then the useful context disappears into chat history, local files, Notion, GitHub, or some custom setup.<\/p>\n<p>I wanted something simpler.<\/p>\n<p>pumaDB gives agents a shared memory they can read and write through MCP or a server-side API. You can use it for things like project context, research notes, transcripts, reusable snippets, preferences, decisions, task state, and things already tried.<\/p>\n<p>It is intentionally lightweight. It is not trying to replace Postgres, vector search, or your production database. It is for the smaller but very common problem of giving agents a reliable place to remember useful context across sessions and tools.<\/p>\n<p>A simple example: I moved transcripts from my last 23 videos into pumaDB. Now I can ask Claude, ChatGPT, Codex, or Conductor to summarize, repurpose, or search that same content without copying it between tools.<\/p>\n<p>Would love feedback from anyone building with agents:<br \/>\n– What do you currently use for agent memory?<br \/>\n– Do you prefer MCP, API, or both?<br \/>\n– What would you want agents to remember automatically?<br \/>\n– What would make you trust a shared memory layer?<\/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\">The exact same idea I was thinking about.<br \/>\nis it possible to integrate it in chatgpt or claude web interface?<\/div>\n<div class=\"comment-actions\">\n<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\">@naresh_chandanbatve I\u2019m not affiliated with this project at all, and refuse to use ChatGPT, but – seeing as this primarily connects via MCP server, Claude users can absolutely add MCP servers from the web interface under Settings-> Customize -> the \u201c+\u201d button atop your list of MCP Servers -> Add Custom – should do it. \ud83d\ude42<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch. The memory I\u2019d trust most is not just facts, but attempts: what the agent tried, why it failed, and which tool or write it was allowed to use next.<\/p>\n<\/p>\n<p>If a memory is wrong or stale, does pumaDB show who or what wrote it and let builders expire or correct it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have seen teams, including my own, avoid memory because setting up a database or vector store feels too heavy for early workflows. How do you decide what should be saved as memory and what should stay out? Can developers inspect and clean up memory when an agent saves something wrong or outdated?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>I really like the pitch for this. I too have run into this problem, and not everyone has the time, energy, and willpower to research all of the different skills and scaffolding and harness options to make your own ideal memory layer. Speeding up that whole process, to me, is a very empowering thing to give to people.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 transcripts example resonates. I’ve got the same problem with a different domain. Iterative LLM workflows where each session starts cold means re-feeding context that should persist. <\/p>\n<\/p>\n<p>For “what would agents remember automatically”: the thing I’d actually pay for is automatic capture of failed attempts and why they failed. Most memory tools focus on remembering successful artifacts. The harder and more valuable thing is remembering the dead ends so the agent doesn’t try the same broken approach next session.<\/p>\n<\/p>\n<p>MCP-first feels right for the dev audience. Curious if you’re planning to expose the memory as a queryable index later or keeping it strictly key\/notes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZON3VWOEVCG74W\" class=\"app-title\">Are you in the Weights?<\/a><\/p>\n<div class=\"one-liner\">Find out if you live forever in the brain of the LLMs<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">119<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8f93\u5165\u4efb\u610f\u540d\u79f0\uff0c\u5373\u53ef\u67e5\u8be2\u4e3b\u6d41\u5927\u6a21\u578b\u5bf9\u5176\u7684\u8ba4\u77e5\u5f3a\u5ea6\uff0c\u63ed\u793a\u4f60\u7684\u4fe1\u606f\u5728AI\u6a21\u578b\u4e2d\u7559\u4e0b\u7684\u201c\u6570\u5b57\u75d5\u8ff9\u201d\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb7d1064-96dc-40d3-ac11-49b6437e249b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8cfa4b9-bae9-4de9-b7aa-c76cc4f8e040.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d5b730fd-c38a-4e92-86f9-278d6011becd.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\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578b\u8ba4\u77e5<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u8ffd\u6eaf<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u8eab\u4efd<\/span><br \/>\n <span class=\"tag\">LLM\u6743\u91cd<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u5947<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u641c\u7d22\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">AI\u8bc4\u8bba<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u6d1e\u5bdf<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4e86UI\u8bbe\u8ba1\u3001\u97f3\u6548\u53ca\u6982\u5ff5\u521b\u610f\uff0c\u4f46\u4e5f\u6709\u53cd\u9988\u6307\u51fa\uff1a\u5bf9\u540c\u540d\u4eba\u7269\u4e0d\u9002\u7528\uff1b\u5f00\u53d1\u8005\u81ea\u8ff0\u5e0c\u671b\u7528\u4e8e\u79d1\u7814\uff0c\u5e76\u4e3b\u52a8\u5f81\u96c6\u95ee\u9898\u4e0e\u53d1\u73b0\uff1b\u53e6\u6709\u7528\u6237\u8ba4\u4e3a\u8be5\u65b9\u6cd5\u53ef\u7528\u4e8e\u54c1\u724c\u3001\u4ea7\u54c1\u6216\u516c\u53f8\u7684\u5e02\u573a\u5206\u6790\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 \u201cAre you in the Weights?\u201d \u662f\u4e00\u4e2a\u5178\u578b\u7684\u201c\u65f6\u4ee3\u60c5\u7eea\u201d\u4ea7\u7269\u2014\u2014\u5b83\u7cbe\u51c6\u6355\u6349\u4e86\u4eba\u4eec\u4eceWeb\u641c\u7d22\u8f6c\u5411LLM\u5bf9\u8bdd\u540e\u4ea7\u751f\u7684\u8eab\u4efd\u7126\u8651\uff1aAI\u5982\u4f55\u770b\u5f85\u6211\uff1f\u6211\u7684\u6570\u636e\u662f\u5426\u88ab\u5efa\u6a21\uff1f\u4f46\u5265\u5f00\u730e\u5947\u7684\u5916\u58f3\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u5a31\u4e50\uff0c\u800c\u5728\u5b83\u610f\u5916\u63ed\u793a\u4e86\u4e00\u4e2a\u6df1\u5c42\u6280\u672f\u76f2\u533a\uff1a\u5927\u6a21\u578b\u7684\u201c\u8ba4\u77e5\u201d\u662f\u6a21\u7cca\u3001\u968f\u673a\u4e14\u7f3a\u4e4f\u8eab\u4efd\u8fb9\u754c\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u89d2\u5ea6\u770b\uff0c\u540c\u65f6\u67e5\u8be2\u591a\u4e2a\u5e76\u884c\u7684\u524d\u6cbf\u4e0e\u5c0f\u6a21\u578b\uff0c\u5e76\u805a\u7c7b\u54cd\u5e94\uff0c\u786e\u5b9e\u80fd\u63d0\u4f9b\u6709\u8da3\u7684\u6a2a\u5411\u5bf9\u6bd4\u3002\u4f46\u5b83\u7684\u6838\u5fc3\u7f3a\u9677\u4e5f\u663e\u800c\u6613\u89c1\uff1a\u6a21\u578b\u5bf9\u201c\u540d\u5b57\u201d\u7684\u8bc6\u522b\u9ad8\u5ea6\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u6587\u672c\u9891\u7387\u4e0e\u8bed\u5883\u5173\u8054\uff0c\u800c\u975e\u771f\u6b63\u7684\u4e2a\u4f53\u8ba4\u77e5\u3002\u4f8b\u5982\u201c\u7231\u56e0\u65af\u5766\u201d\u53ef\u80fd\u56e0\u8bed\u6599\u8fc7\u65f6\u6216\u566a\u58f0\u5e72\u6270\u800c\u201c\u7f3a\u5e2d\u201d\uff0c\u8fd9\u4e0d\u4ec5\u66b4\u9732\u4e86\u6a21\u578b\u7684\u8bb0\u5fc6\u504f\u5dee\uff0c\u4e5f\u8bf4\u660e\u8be5\u5de5\u5177\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u8bed\u6599\u9891\u7387\u63a2\u6d4b\u5668\u201d\uff0c\u800c\u975e\u4e2a\u4eba\u5f71\u54cd\u529b\u7684\u5ea6\u91cf\u8861\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u4e0a\uff0c\u5b83\u7684\u786e\u5b58\u5728\u5fae\u5f31\u7684ToB\u6f5c\u529b\u2014\u2014\u54c1\u724c\u3001\u4ea7\u54c1\u5728\u591a\u4e2a\u6a21\u578b\u4e2d\u88ab\u63d0\u53ca\u7684\u5f3a\u5ea6\u4e0e\u60c5\u611f\u503e\u5411\uff0c\u6216\u53ef\u4f5c\u4e3a\u4e00\u79cd\u53e6\u7c7b\u7684\u8206\u60c5\u6307\u6807\u3002\u4f46\u4e2a\u4eba\u7528\u6237\u7684\u70ed\u5ea6\u6ce8\u5b9a\u77ed\u6682\uff0c\u65b0\u9c9c\u611f\u8fc7\u540e\u6781\u6613\u6ca6\u4e3a\u201c\u67e5\u5b8c\u5373\u8d70\u201d\u7684\u5de5\u5177\u3002\u5f00\u53d1\u8005\u82e5\u60f3\u5ef6\u7eed\u751f\u547d\uff0c\u5fc5\u987b\u4ece\u201c\u67e5\u8be2\u8ba4\u77e5\u201d\u8f6c\u5411\u201c\u5206\u6790\u8ba4\u77e5\u7684\u504f\u5dee\u201d\uff0c\u6bd4\u5982\u5bf9\u6bd4\u4e0d\u540c\u6a21\u578b\u5bf9\u4e8b\u5b9e\u7684\u8fd8\u539f\u5ea6\u3001\u65f6\u6548\u6027\u5dee\u5f02\uff0c\u751a\u81f3\u8ffd\u8e2a\u6a21\u578b\u95f4\u7684\u77e5\u8bc6\u51b2\u7a81\u3002\u5426\u5219\uff0c\u5b83\u53ea\u4f1a\u662fAI\u72c2\u6b22\u4e2d\u4e00\u6735\u597d\u770b\u7684\u6d6a\u82b1\uff0c\u800c\u975e\u6c99\u6ee9\u4e0a\u7559\u4e0b\u7684\u6301\u4e45\u75d5\u8ff9\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\">Are you in the Weights?<\/span>\n <\/div>\n<div class=\"comment-content\">The weights are the billions of numbers forming an AI’s brain. Type a name and see how strongly the leading AI models recognize it. Are you in the weights?<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">With more traffic moving off-web and into LLMs, I got curious about what traces we leave “in the weights”. My design partner and I built a site in the past few weeks that checks recognition across frontier and small models. It queries many of them in parallel, clusters the responses, and tells you how strongly they recognize you. I’d like to use this for some science questions later, and I’m curious if people find any warts \/ problems \/ interesting findings. Let me know!<\/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>Used this yesterday and loved it, the details on the UI, the sounds, the concept, and of course the insights you get from searching the weights. I love this kind of projects!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/intheweights.com\/p\/chris-messina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">I am!<\/a> <\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64ca9de7-5957-4f65-84e4-899adb62621f.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I heard about this on an IT news website. They used it to identify the 10 most famous people in the world (though, in my opinion, Albert Einstein was missing from the list). Another drawback: This method doesn’t work when there are people with the same name.<br \/>I find this method interesting when conducting market analyses of brands, products, or companies.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/NZNMBFU7RM75HD\" class=\"app-title\">Foyer<\/a><\/p>\n<div class=\"one-liner\">Build a room of ambient sound that lives in your notch<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Foyer\u5c06\u73af\u5883\u58f0\u97f3\u8f6c\u5316\u4e3a\u53ef\u89c6\u5316\u7684\u7a7a\u95f4\u5e03\u5c40\uff0c\u8ba9Mac\u7528\u6237\u901a\u8fc7Notch\u680f\u5728\u65e0\u5e72\u6270\u72b6\u6001\u4e0b\u4eab\u53d7\u53ef\u5b9a\u4f4d\u76843D\u97f3\u666f\uff0c\u89e3\u51b3\u4f20\u7edf\u97f3\u6548App\u201c\u5e73\u9762\u5f00\u5173\u5f0f\u201d\u64cd\u4f5c\u7f3a\u4e4f\u6c89\u6d78\u611f\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\/fa4616bc-5691-4731-a12b-791d6660b5ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a58c2f7b-68af-416f-b8f8-7c5154751bd2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e77b9242-c308-4938-ba06-cdfab37306d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4e2c3b8-4c88-4e31-801c-902084df00e7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/435b3335-791b-4ba3-bb70-d5e9c5c3161b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a0c2b9a3-6890-4bcc-824c-fe836699c8f8.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\/b7f980f5-5985-4178-9777-dfe2edff351c.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/VpUAd00osjY\"><source src=\"https:\/\/youtu.be\/VpUAd00osjY\" 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\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Music<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u73af\u5883\u97f3App<\/span><br \/>\n <span class=\"tag\">Mac\u539f\u751f\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7a7a\u95f4\u97f3\u9891<\/span><br \/>\n <span class=\"tag\">Notch\u680f\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u50cf\u7d20\u753b\u573a\u666f<\/span><br \/>\n <span class=\"tag\">\u97f3\u666f\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CC0\u97f3\u6e90<\/span><br \/>\n <span class=\"tag\">\u65e0\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e7f\u544a<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u76db\u8d5e\u5c06\u97f3\u6548\u8f6c\u5316\u4e3a\u7a7a\u95f4\u6446\u653e\u7684\u521b\u610f\uff0c\u89c6\u89c9\u4e0e\u4ea4\u4e92\u6bd4\u55bb\u8d34\u5408\uff1b\u4f46\u53cd\u9988Web\u7248\u6709\u97f3\u6548\u5ef6\u8fdf\uff0c\u5f71\u54cd\u201c\u7f6e\u8eab\u5ba4\u5185\u201d\u7684\u5373\u65f6\u611f\uff1b\u5efa\u8bae\u672a\u6765\u652f\u6301Windows\/Ubuntu\uff1b\u63d0\u95eeUI\u5728\u6df1\u5ea6\u5de5\u4f5c\u65f6\u80fd\u5426\u4fdd\u6301\u4f4e\u5b58\u5728\u611f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Foyer\u7684\u201c\u628a\u97f3\u6548\u53d8\u6210\u573a\u6240\u201d\u7edd\u975e\u4ec5\u662f\u4e00\u4e2a\u8425\u9500\u8bdd\u672f\uff0c\u5b83\u76f4\u51fb\u4e86\u73b0\u6709\u73af\u5883\u97f3\u5e94\u7528\u7684\u4e00\u4e2a\u81f4\u547d\u8f6f\u808b\uff1a\u7edd\u5927\u591a\u6570\u4ea7\u54c1\u4ecd\u7136\u505c\u7559\u5728\u8c03\u97f3\u53f0\u903b\u8f91\uff0c\u7528\u6237\u9762\u5bf9\u7684\u662f\u5217\u8868\u3001\u5f00\u5173\u4e0e\u6ed1\u5757\uff0c\u800cFoyer\u7ed9\u51fa\u4e86\u4e00\u4e2a\u7a7a\u95f4\u9690\u55bb\u2014\u2014\u5b83\u5728MacBook\u7684Notch\u7acb\u9762\u91cc\u5236\u9020\u4e86\u4e00\u4e2a\u771f\u6b63\u7684\u201c\u865a\u62df\u623f\u95f4\u201d\u3002\u8fd9\u79cd\u9690\u55bb\u7684\u81ea\u7136\u903c\u771f\u6027\u610f\u5473\u7740\u7528\u6237\u51e0\u4e4e\u4e0d\u9700\u8981\u5b66\u4e60\u6210\u672c\u5c31\u80fd\u81ea\u5982\u64cd\u63a7\u201c\u706b\u7684\u8fdc\u8fd1\u4e0e\u96e8\u7684\u65b9\u4f4d\u201d\uff0c\u5176\u7a7a\u95f4\u97f3\u9891\u7684\u5e95\u5c42\u652f\u6491\u8ba9\u8fd9\u4e2a\u9690\u55bb\u4e0d\u4ec5\u662f\u89c6\u89c9\u7684\uff0c\u66f4\u662f\u542c\u89c9\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u66f4\u4e25\u82db\u7684\u4ea7\u54c1\u89c6\u89d2\u6765\u770b\uff0c\u8fd9\u79cd\u521b\u65b0\u8fd8\u505c\u5728\u4e00\u4e2a\u7cbe\u81f4\u7684\u539f\u578b\u9636\u6bb5\u3002Web\u7248\u8bc4\u6d4b\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u97f3\u6548\u5ef6\u8fdf\uff0c\u6070\u6070\u66b4\u9732\u51fa\u5176\u6838\u5fc3\u4f53\u9a8c\u7684\u74f6\u9888\uff1a\u5728\u201c\u628a\u58f0\u97f3\u7f6e\u4e8e\u7a7a\u95f4\u4e2d\u201d\u7684\u5173\u952e\u65f6\u523b\uff0c\u54ea\u6015\u6beb\u79d2\u7ea7\u7684\u8fdf\u7f13\u90fd\u4f1a\u7acb\u523b\u6233\u7834\u201c\u7f6e\u8eab\u5176\u4e2d\u201d\u7684\u5e7b\u8c61\u3002\u539f\u751f\u7248\u80fd\u5426\u8fbe\u6210\u96f6\u5ef6\u8fdf\u4ea4\u4e92\uff0c\u5c06\u51b3\u5b9a\u8fd9\u4e2a\u4ea7\u54c1\u662f\u201c\u4f18\u96c5\u7684\u6446\u8bbe\u201d\u8fd8\u662f\u201c\u771f\u6b63\u7684\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u5bf9macOS\u751f\u6001\u7684\u6df1\u5ea6\u7ed1\u5b9a\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u8ba9\u5e94\u7528\u201c\u4f4f\u5728Notch\u201d\u5b9e\u73b0\u4e86\u65e0\u4fb5\u5165\u611f\u7684\u64cd\u4f5c\u65b9\u5f0f\uff0c\u7f8e\u5b66\u4e0a\u65e0\u53ef\u6311\u5254\uff0c\u4f46\u4e5f\u5254\u9664\u4e86\u6240\u6709\u5176\u4ed6\u5e73\u53f0\u7684\u7528\u6237\u3002\u8003\u8651\u5230\u8bb8\u591a\u77e5\u8bc6\u5de5\u4f5c\u8005\u3001\u64ad\u5ba2\u521b\u4f5c\u8005\u6216\u6df1\u5ea6\u4e13\u6ce8\u8005\u6d3b\u8dc3\u5728Windows\u548cLinux\u4e0a\uff0cFoyer\u6838\u5fc3\u7684\u7a7a\u95f4\u97f3\u666f\u7406\u5ff5\u5982\u679c\u53ea\u5b64\u60ac\u4e8e\u4e00\u4e2a\u7cfb\u7edf\uff0c\u5c06\u6ce8\u5b9a\u96be\u4ee5\u5f62\u6210\u66f4\u5e7f\u6cdb\u7684\u793e\u533a\u5f71\u54cd\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u540e\uff0c\u514d\u8d39\u4e0e\u201c\u4e00\u6b21\u6027\u8d2d\u4e70\u201d\u662f\u4e00\u6b21\u52c7\u6562\u7684\u53d6\u820d\uff0c\u5bf9\u7528\u6237\u7684\u8bda\u610f\u7684\u786e\u80dc\u8fc7\u76ee\u524d\u4e3b\u6d41\u7684\u8ba2\u9605\u5236\u55a7\u56a3\u3002\u4f46\u8fd9\u4e5f\u662f\u4e00\u4e2a\u5546\u4e1a\u8003\u9a8c\u2014\u2014\u4ea7\u54c1\u7a76\u7adf\u80fd\u5426\u83b7\u5f97\u8db3\u591f\u7684\u4ed8\u8d39\u7528\u6237\u6765\u652f\u6491\u5b83\u7684\u8fed\u4ee3\u548c\u5b8c\u6574\u7684\u529f\u80fd\u62d3\u5c55\u3002\u5982\u679c\u672a\u6765\u201c\u65e0\u9650\u97f3\u6548\u201d\u7684\u89e3\u9501\u5185\u5bb9\u65e0\u6cd5\u5f62\u6210\u6301\u7eed\u4ef7\u503c\uff0cFoyer\u5f88\u53ef\u80fd\u6210\u4e3aDribbble\u4e0a\u53e6\u4e00\u4e2a\u4ee4\u4eba\u8d5e\u53f9\u5374\u6b62\u6b65\u4e8eDemo\u7684\u4f5c\u54c1\u3002\u603b\u4f53\u6765\u8bf4\uff0c\u5b83\u770b\u5230\u5e76\u56de\u7b54\u4e86\u201c\u58f0\u97f3\u5e94\u8be5\u53d1\u751f\u5728\u54ea\u91cc\u201d\uff0c\u4f46\u5b83\u8fd8\u9700\u8981\u56de\u7b54\u201c\u8fd9\u4e2a\u53d1\u751f\u5728\u54ea\u91cc\u201d\u80fd\u6301\u7eed\u591a\u4e45\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\">Foyer<\/span>\n <\/div>\n<div class=\"comment-content\">Foyer turns ambient sound into a place. On a black canvas you’re a point of light, and each sound \u2014 a crackling hearth, a fountain, rain, birdsong \u2014 is a glowing orb you place around yourself. Pull one closer and it swells; slide it left or right and it pans there. It’s real spatial audio, and it folds into your MacBook notch while you work.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I built Foyer because every ambient-sound app I tried felt like a list of switches. You toggle “rain,” you toggle “fire,” and it all comes out of the same flat speaker in front of you. It never felt like anywhere.<\/p>\n<p>So I made the sound into a place instead. In Foyer you furnish a small pixel-art office, and the objects you put down are the sounds. A hearth in the corner crackles from the corner. A window onto a rainy street sits to your left, so the rain comes from your left. Drag a fountain closer and it gets louder. It’s real spatial audio under the hood, so put headphones on and you’re sitting inside the room.<\/p>\n<p>It lives in the MacBook notch, so you switch rooms or pause without a window in your face. I made a few rooms for different parts of the day: a bright morning office, a rainy evening, a workshop. I switch between them depending on what I’m doing.<\/p>\n<p>A few things I care about. No account, no ads, nothing collected, ever. Every sound is a CC0 field recording, picked for long listening rather than a quick demo. It’s a native Mac app, light on battery.<\/p>\n<p>Foyer is free to use for real. Up to three sounds in a room, and you can decorate as much as you want. One purchase unlocks unlimited sounds in every room. No subscription, yours to keep.<\/p>\n<p>I’d love to know which room you’d build first, and what sound is missing for you. I’m here all day.<\/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\">@fberrez1 ok, nice<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Beautiful work, Florent. The core idea, turning a list of toggles into a <em>place<\/em> you furnish, is one of those framings that feels obvious only after someone nails it. I’m not on Mac at the moment so I couldn’t grab the app, but I spent some time in the web version and the concept really shines: being able to position each source to the millimetre, pull it closer, pan it left or right, is genuinely satisfying. Visually it’s super clean and the pixel-art room sells the metaphor instantly \ud83d\ude42<\/p>\n<\/p>\n<p>One honest bit of feedback from the web build: the interaction is the star, the drag-and-drop is immediate and tactile, but the audio payoff didn’t quite keep up with it for me. There was a touch of latency before a sound faded in when I placed it, so the spatial sensation felt a step behind the gesture. Since the whole promise is “you’re sitting inside the room,” that tiny gap between moving the orb and <em>feeling<\/em> it move is exactly the moment that needs to feel instant. Could well be a web-only limitation that the native app doesn’t have.<\/p>\n<\/p>\n<p>Which brings me to my actual question: any plan for other OS down the line? I’m mostly on Windows\/Ubuntu, Mac only occasionally, so I’d love to actually live in this rather than visit it through the web demo. Congrats on the launch either way \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>I really like the way of mixing different ambient sounds using 2D space, looks awesome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A room of ambient sound living in the notch is a great Mac-native idea. The best part is that it feels like it belongs to the machine instead of another floating app window. Curious how subtle you keep the UI during deep 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<\/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\/VS5LCFCWY6QOLH\" class=\"app-title\">Basedash Access Controls<\/a><\/p>\n<div class=\"one-liner\">Control exactly who can access your company data<\/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>Basedash Access Controls \u901a\u8fc7\u7cbe\u7ec6\u7684\u7fa4\u7ec4\u6743\u9650\u548cAI\u4e0a\u4e0b\u6587\u9694\u79bb\uff0c\u8ba9\u4f01\u4e1a\u6570\u636e\u5728\u5185\u90e8\u56e2\u961f\u3001\u5916\u90e8\u5ba2\u6237\u7b49\u4e0d\u540c\u89d2\u8272\u95f4\uff0c\u5b9e\u73b0\u201c\u6240\u89c1\u5373\u6240\u5f97\u201d\u7684\u5b89\u5168\u8bbf\u95ee\u4e0e\u63a7\u5236\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\/07750fa8-d42f-4471-9223-f2fba2aaaae8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47d3f064-0a28-47e3-80d1-495a92c9fc31.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/23f6434e-c701-414f-abf2-904bfcfd2d23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c5920dc5-6975-46b3-b695-ea5b5cae15b7.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\/893c3c1c-2759-4659-bc06-91019cbdde75.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/g4stPxrdvIs\"><source src=\"https:\/\/youtu.be\/g4stPxrdvIs\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">BI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8bbf\u95ee\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u6743\u9650\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">AI\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u884c\u7ea7\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u7fa4\u7ec4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u5173\u6ce8\u201c\u7fa4\u7ec4\u7ea7AI\u4e0a\u4e0b\u6587\u201d\u529f\u80fd\uff0c\u80af\u5b9a\u5176\u4ef7\u503c\u4f46\u4e5f\u63d0\u51fa\u5173\u952e\u7591\u95ee\uff1a\u81ea\u52a8\u5316\u4efb\u52a1\u662f\u5426\u7ee7\u627f\u76f8\u540c\u8fb9\u754c\uff1f\u56e2\u961f\u5206\u79bb\u6743\u9650\u662f\u4ece\u5f00\u59cb\u5c31\u9700\u8981\uff0c\u8fd8\u662f\u968f\u4f7f\u7528\u89c4\u6a21\u589e\u957f\u624d\u53d8\u5f97\u91cd\u8981\uff1f\u4ea7\u54c1\u65b9\u56de\u5e94\u5f3a\u8c03AI\u4e0a\u4e0b\u6587\u5728\u8de8\u56e2\u961f\u90e8\u7f72\u4e2d\u540e\u671f\u4ef7\u503c\u663e\u8457\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Basedash\u8fd9\u6b21\u7684\u66f4\u65b0\uff0c\u770b\u8d77\u6765\u662f\u5728BI\u5de5\u5177\u666e\u904d\u7684\u5185\u5377\u6218\u573a\u4e0a\u627e\u5230\u4e86\u4e00\u4e2a\u201c\u964d\u7ef4\u6253\u51fb\u201d\u7684\u652f\u70b9\u3002\u5e38\u89c4\u7684\u8bbf\u95ee\u63a7\u5236\uff0c\u4e0d\u8fc7\u662f\u201c\u8c01\u80fd\u770b\u4ec0\u4e48\u6570\u636e\u201d\u7684\u9759\u6001\u6743\u9650\u8868\uff0c\u4e86\u65e0\u65b0\u610f\u3002\u4f46\u201c\u7fa4\u7ec4\u7ea7AI\u4e0a\u4e0b\u6587\u201d\u8fd9\u4e2a\u8bbe\u5b9a\uff0c\u8ba9\u8fd9\u4ef6\u5de5\u5177\u4ece\u6570\u636e\u4ed3\u5e93\u7684\u201c\u770b\u95e8\u4eba\u201d\u53d8\u6210\u4e86\u771f\u6b63\u7684\u201c\u7ffb\u8bd1\u5b98\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u5c42\u9762\u8bb2\uff0c\u5b83\u5b9e\u9645\u662f\u5728\u6570\u636e\u4e0e\u4eba\u7c7b\u8ba4\u77e5\u4e4b\u95f4\u5efa\u7acb\u4e86\u4e00\u5c42\u52a8\u6001\u7684\u8026\u5408\u3002\u5f53CEO\u95ee\u201c\u8fd9\u4e2a\u5b63\u5ea6\u7684\u589e\u901f\u5982\u4f55\uff1f\u201d\u548c\u5b9e\u4e60\u751f\u95ee\u540c\u4e00\u53e5\u8bdd\uff0cAI\u4e0d\u4ec5\u80fd\u6839\u636e\u884c\u7ea7\u6743\u9650\u8fc7\u6ee4\u6570\u636e\uff0c\u66f4\u80fd\u57fa\u4e8e\u7fa4\u7ec4\u914d\u7f6e\uff0c\u5c06\u6666\u6da9\u7684\u6570\u636e\u5e93\u5b57\u6bb5\u8f6c\u5316\u4e3a\u5bf9\u65b9\u80fd\u542c\u61c2\u7684\u8bed\u8a00\uff1a\u5bf9\u8d22\u52a1\u8bb2\u201c\u5229\u6da6\u7387\u201d\uff0c\u5bf9\u9500\u552e\u8bb2\u201c\u6210\u5355\u7387\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u6570\u636e\u4ea7\u54c1\u7684\u591a\u6001\u6027\u505a\u5230\u4e86\u6781\u81f4\uff0c\u4e00\u4e2a\u6570\u636e\u6e90\uff0cN\u79cd\u201c\u4eba\u683c\u201d\u89e3\u8bfb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u6bd4\u5355\u7eaf\u7528\u6807\u7b7e\u5e93\u6216\u8bed\u6c14\u8bcd\u4f5c\u5f0a\u9ad8\u660e\u4e86\u4e0d\u6b62\u4e00\u4e2a\u6863\u6b21\u3002\u5b83\u76f4\u51fb\u4e86\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a\u4f01\u4e1a\u5f15\u8fdbAI\u65f6\uff0c\u6700\u6015\u7684\u4e0d\u662fAI\u4e0d\u806a\u660e\uff0c\u800c\u662fAI\u5728\u9519\u7684\u4eba\u9762\u524d\u8bf4\u9519\u4e86\u8bdd\uff0c\u6216\u8005\u5728\u5185\u90e8\u56e2\u961f\u9762\u524d\u628aB2B\u6570\u636e\u9519\u5f53\u6210B2C\u5206\u6790\u3002Basedash\u7528\u201c\u8bed\u5883\u201d\u66ff\u4ee3\u4e86\u201c\u7981\u4ee4\u201d\uff0c\u7528\u201c\u5f15\u5bfc\u201d\u66ff\u4ee3\u4e86\u201c\u56f4\u5899\u201d\uff0c\u8fd9\u662f\u4ea7\u54c1\u8bbe\u8ba1\u4e0a\u7684\u4e00\u6b21\u5fae\u5999\u4f46\u5c45\u529f\u81f3\u4f1f\u7684\u8dc3\u8fdb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u6211\u4eec\u4e0d\u80fd\u5ffd\u89c6\u98ce\u9669\u3002\u5f53AI\u7684\u201c\u72ec\u7acb\u601d\u8003\u201d\u88ab\u4e25\u683c\u9650\u5b9a\u5728\u7ed9\u5b9a\u7684\u4e0a\u4e0b\u6587\u548c\u884c\u7ea7\u8fc7\u6ee4\u4e2d\uff0c\u867d\u7136\u4fdd\u8bc1\u4e86\u5b89\u5168\uff0c\u4f46\u4f1a\u4e0d\u4f1a\u4e5f\u9609\u5272\u4e86AI\u8de8\u57df\u6d1e\u5bdf\u7684\u80fd\u529b\uff1f\u4e00\u4e2a\u5de5\u7a0b\u5e08\u5076\u7136\u770b\u5230\u8d22\u52a1\u6570\u636e\u8d8b\u52bf\uff0c\u4ece\u800c\u542f\u53d1\u4ea7\u54c1\u4f18\u5316\u7684\u201c\u610f\u5916\u201d\u4ef7\u503c\u6b63\u5728\u6d88\u5931\u3002\u6b64\u5916\uff0c\u81ea\u52a8\u5316\u4efb\u52a1\u4e0e\u5de5\u5177\u8bbf\u95ee\u7684\u7ee7\u627f\u95ee\u9898\uff0c\u5728\u56de\u590d\u4e2d\u5e76\u672a\u5f97\u5230\u76f4\u63a5\u89e3\u51b3\uff0c\u8fd9\u53ef\u80fd\u662f\u57cb\u4e0b\u7684\u96f7\u3002\u5982\u679c\u6267\u884c\u81ea\u52a8\u5316\u89e6\u53d1\u65f6\uff0cAI\u4e0d\u80fd\u6b63\u786e\u8bc6\u522b\u81ea\u5df1\u7684\u201c\u8eab\u4efd\u89d2\u8272\u201d\uff0c\u6743\u9650\u9694\u79bb\u5c31\u4f1a\u51fa\u4e71\u5b50\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cBasedash Access Controls\u63d0\u4f9b\u4e86\u5f53\u524d\u5e02\u573a\u4e0a\u6700\u4f18\u96c5\u7684\u201cAI+\u6743\u9650\u201d\u843d\u5730\u8303\u5f0f\u4e4b\u4e00\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u786c\u5806\u529f\u80fd\u7684\u9677\u9631\uff0c\u8f6c\u800c\u7528\u8f6f\u6027\u7684\u4e0a\u4e0b\u6587\u9694\u79bb\u6765\u5851\u9020AI\u7684\u884c\u4e3a\uff0c\u8ba9\u5b89\u5168\u4e0d\u518d\u662f\u5236\u7ea6\u4e1a\u52a1\u6548\u7387\u7684\u67b7\u9501\u3002\u4f46\u5bf9\u4e8e\u5927\u4f01\u4e1a\u7684\u590d\u6742\u6743\u9650\u6a21\u578b\u548c\u52a8\u6001\u4e0a\u4e0b\u6587\u5207\u6362\uff0c\u5b83\u80fd\u5426\u8dd1\u901a\u6240\u6709\u8fb9\u7f18case\uff0c\u8fd8\u9700\u5e02\u573a\u68c0\u9a8c\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Basedash Access Controls<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash now has groups and access controls. Bundle users into groups \u2014 internal teams, external clients, leadership \u2014 and give each one access to exactly what it needs: data sources, MCP servers, dashboards, chats, and automations. Set a group’s AI context so the assistant answers differently per audience, and row-level security applies to every question. The right people see the right data.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re launching groups and access controls. Basedash is a BI tool the whole company touches, so who can see what really matters, and now you control it precisely.<\/p>\n<p>You create groups for the way your company actually works: your data team, growth, leadership, an external client, and grant each group access to exactly what it needs: specific data sources, MCP servers, dashboards, chats, and automations. Nothing more.<\/p>\n<p>The part I’m most excited about: each group gets its own AI context. Tell the assistant “you’re talking to an external client, only reference their own data, keep it non-technical” and every answer for that group follows it automatically. Same product, different behavior per audience, on top of the row-level security that already applies to every question.<\/p>\n<p>We run Basedash on this ourselves: our team has full access, and the clients we share dashboards with only ever see their own numbers.<\/p>\n<p>Happy to answer anything.<\/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\">Very excited for this launch! Group-level context is quickly becoming one of the biggest things you need to offer for team-wide AI deployments so it\u2019s pretty cool for us to be leading the charge here. <\/p>\n<p>Give it a spin today and see what results your sales team gets versus, say, engineering based on each group\u2019s respective context. <\/p>\n<p>Let us know what you find!<\/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>Nice launch. The group-level AI context is the part I\u2019d pressure test.<\/p>\n<\/p>\n<p>Access says what data someone can see, but the assistant also needs to know what it is allowed to do with that context. Do automations inherit the same group boundary, including MCP server and tool access?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. The audience-specific AI context part is interesting.<\/p>\n<\/p>\n<p>Most access control tools make me think about who can see which data, but changing how the assistant responds depending on the team seems like the part that could matter a lot once more departments are using the same BI tool.<\/p>\n<\/p>\n<p>Do teams usually need that separation from the start, or does it become more important as usage spreads across the company?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thanks <a href=\"https:\/\/www.producthunt.com\/@kevin_napier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_napier<\/a>! Usually depends on the size of company. Once customers start onboarding multiple teams, they can benefit from group-level AI context. Especially when users have varying levels of technical experience.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/GISQRZ3MJ3BU57\" class=\"app-title\">ReleaseDock<\/a><\/p>\n<div class=\"one-liner\">AI support agent, help center & changelogs in a single inbox<\/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>ReleaseDock\u662f\u4e00\u4e2a\u5c06AI\u5ba2\u670d\u3001\u5e2e\u52a9\u4e2d\u5fc3\u4e0e\u66f4\u65b0\u65e5\u5fd7\u6574\u5408\u4e3a\u7edf\u4e00\u6536\u4ef6\u7bb1\u7684\u4ea7\u54c1\uff0c\u5e2e\u52a9\u521d\u521b\u56e2\u961f\u907f\u514d\u5728\u91cd\u590d\u642d\u5efa\u5ba2\u670d\u57fa\u7840\u8bbe\u65bd\u4e0a\u6d6a\u8d39\u7cbe\u529b\uff0c\u4e13\u6ce8\u4e8e\u6838\u5fc3\u4ea7\u54c1\u5f00\u53d1\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\/6a754f81-5374-40ee-b292-c5d712798034.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/abed6830-2cfc-406f-8836-8563e5a8a9c0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ff95e54-9113-4476-9794-c31df6745915.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\">User Experience<\/span><br \/>\n <span class=\"tag\">Customer Communication<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u6536\u4ef6\u7bb1<\/span><br \/>\n <span class=\"tag\">\u5e2e\u52a9\u4e2d\u5fc3<\/span><br \/>\n <span class=\"tag\">\u66f4\u65b0\u65e5\u5fd7<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u5f0f\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\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\u5173\u6ce8AI\u662f\u5426\u80fd\u6267\u884c\u9000\u6b3e\u3001\u6539\u5957\u9910\u7b49\u64cd\u4f5c\uff1b\u662f\u5426\u9488\u5bf9\u65e9\u671f\u6216\u4e2d\u578bSaaS\u56e2\u961f\uff1b\u80fd\u5426\u53d1\u73b0\u91cd\u590d\u95ee\u9898\u5e76\u4f18\u5316\u6587\u6863\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\u7cfb\u7edf\u53ef\u81ea\u52a8\u53d1\u73b0\u91cd\u590d\u95ee\u9898\u5e76\u5efa\u8bae\u6587\u6863\u66f4\u65b0\uff0c\u4f46\u6700\u7ec8\u4ecd\u9700\u4f18\u5316\u4ea7\u54c1\u6587\u6848\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 ReleaseDock\u7684\u6807\u8bed\u201c\u8ba9\u56e2\u961f\u4e13\u6ce8\u4ea7\u54c1\uff0c\u800c\u975e\u652f\u6301\u57fa\u5efa\u201d\u5207\u4e2d\u4e86\u8bb8\u591a\u521d\u521b\u56e2\u961f\u7684\u75db\u70b9\u2014\u2014\u5ba2\u670d\u7cfb\u7edf\u3001\u5e2e\u52a9\u4e2d\u5fc3\u548c\u66f4\u65b0\u65e5\u5fd7\u901a\u5e38\u662f\u4e09\u4e2a\u5b64\u7acb\u7684\u5de5\u7a0b\u6a21\u5757\uff0c\u5b83\u4eec\u672c\u5e94\u670d\u52a1\u4e8e\u540c\u4e00\u4e2a\u76ee\u6807\uff1a\u964d\u4f4e\u7528\u6237\u6469\u64e6\u3002\u5c06\u4e09\u8005\u7edf\u4e00\u5230\u4e00\u4e2aAI\u9a71\u52a8\u7684\u6536\u4ef6\u7bb1\u4e2d\uff0c\u5e76\u7528\u4e00\u4e2a\u53ef\u5d4c\u5165\u7684Widget\u6574\u5408\uff0c\u786e\u5b9e\u6bd4\u786c\u7f16\u7801\u6216\u62fc\u63a5\u591a\u4e2a\u5de5\u5177\u806a\u660e\u5f97\u591a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u8bbe\u8ba1\u770b\uff0c\u6838\u5fc3\u5356\u70b9\u5e76\u975e\u201cAI\u5ba2\u670d\u201d\u672c\u8eab\u2014\u2014\u76ee\u524dAI\u80fd\u505a\u7684\u4e8b\u60c5\u8fd8\u505c\u7559\u5728\u201c\u56de\u7b54\u95ee\u9898\u201d\u548c\u201c\u88ab\u52a8\u5efa\u8bae\u6587\u6863\u66f4\u65b0\u201d\u3002\u552f\u4e00\u80fd\u79f0\u5f97\u4e0a\u201c\u884c\u52a8\u201d\u7684\uff0c\u662fAI\u53ef\u4ee5\u6267\u884c\u8d26\u6237\u8bbe\u7f6e\u8c03\u6574\u6216\u9000\u6b3e\uff08\u9700\u786e\u8ba4\u529f\u80fd\u6210\u719f\u5ea6\uff09\uff0c\u4f46\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u201c\u81ea\u52a8\u7ea0\u9519\u6587\u6863\u201d\uff1a\u5f53\u91cd\u590d\u95ee\u9898\u6d8c\u5165\uff0c\u7cfb\u7edf\u80fd\u81ea\u52a8\u5efa\u8bae\u4fee\u6539\u5e2e\u52a9\u6587\u6863\u3002\u8fd9\u6bd4\u5927\u591a\u6570\u53ea\u4f1a\u751f\u6210\u201cFAQ\u201dAI\u5de5\u5177\u66f4\u52a1\u5b9e\uff0c\u56e0\u4e3a\u5b83\u95ed\u73af\u4e86\u7528\u6237\u7684\u53cd\u9988\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u5fc5\u987b\u6cfc\u4e00\u76c6\u51b7\u6c34\uff1a\u5957\u4ef6\u5f0f\u4ea7\u54c1\u7684\u6700\u5927\u654c\u4eba\u662f\u201c\u6837\u6837\u901a\uff0c\u6837\u6837\u677e\u201d\u3002\u7ade\u54c1\u5982Intercom\uff08\u5ba2\u670d\uff09+Notion\uff08\u6587\u6863\uff09+LaunchNotes\uff08\u66f4\u65b0\u65e5\u5fd7\uff09\u7684\u7ec4\u5408\u867d\u7136\u8d39\u65f6\uff0c\u4f46\u6bcf\u4e2a\u6a21\u5757\u90fd\u5728\u5404\u81ea\u9886\u57df\u62e5\u6709\u6df1\u5ea6\u3002ReleaseDock\u82e5\u60f3\u7a81\u56f4\uff0c\u9700\u8981\u8bc1\u660e\u5176\u751f\u6210\u7684\u5e2e\u52a9\u4e2d\u5fc3SEO\u80fd\u529b\u4e0d\u8f93Documenso\uff0c\u5176AI\u5ba2\u670d\u7684\u610f\u56fe\u8bc6\u522b\u51c6\u786e\u7387\u4e0d\u4f4e\u4e8eKustomer\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u521b\u59cb\u4eba\u5c06\u201c\u7ec8\u8eab\u6298\u6263\u201d\u4f5c\u4e3a\u83b7\u53d6\u65e9\u671f\u53cd\u9988\u7684\u94a9\u5b50\uff0c\u8bf4\u660e\u4ea7\u54c1\u5c1a\u5904MVP\u9636\u6bb5\u3002\u4e2d\u5c0fSaaS\u56e2\u961f\u77ed\u671f\u5185\u53ef\u80fd\u4e70\u5355\uff0c\u4f46\u5bf9\u4e8e\u6708\u54a8\u8be2\u91cf\u8d85\u8fc75000\u7684\u6210\u719f\u56e2\u961f\uff0c\u8fd9\u4e2a\u201c\u7edf\u4e00\u6536\u4ef6\u7bb1\u201d\u80fd\u5426\u625b\u4f4f\u5e76\u53d1\u538b\u529b\u3001\u662f\u5426\u652f\u6301\u590d\u6742\u7684\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316\uff08\u5982SLA\u3001\u5de5\u5355\u5206\u914d\uff09\uff0c\u76ee\u524d\u4ecd\u662f\u672a\u77e5\u6570\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u771f\u76f8\uff1a\u5982\u679c\u4f60\u662f\u4e2a\u8fd8\u6ca1\u88ab\u652f\u6301\u7cfb\u7edf\u6298\u817e\u60e8\u7684\u521b\u4e1a\u56e2\u961f\uff0cReleaseDock\u80fd\u7701\u4e0b\u4f60\u4e24\u4e09\u4e2a\u5468\u7684\u96c6\u6210\u65f6\u95f4\uff1b\u4f46\u522b\u6307\u671b\u5b83\u77ac\u95f4\u89e3\u51b3\u6240\u6709\u5ba2\u670d\u6548\u7387\u95ee\u9898\u2014\u2014\u5148\u628a\u4f60\u4ea7\u54c1\u7684TLDR\u90e8\u5206\u5199\u597d\u5427\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\">ReleaseDock<\/span>\n <\/div>\n<div class=\"comment-content\">Your team should be building your product not the support infrastructure around it. ReleaseDock provides a unified support inbox, a support agent that can not only answer questions but also take action. A hosted help center and changelog. And a widget that embeds right into your website with announcements, support, etc. P.S. ReleaseDock is currently offering a Lifetime Deal for founding memebers!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">ReleaseDock is currently offering a Lifetime Deal to new founding members for a while to accumulate feedback before changing to the industry standard per seat pricing. I hope some of you will find the value enough to participate. <\/p>\n<p>Our Story:<br \/>\n\ud83d\udc4b Every Startup we have worked at ended up with the same mess: a contact email\/number that gets absolutely swamped when the product scales & this leads to long wait times for customer support and bad reviews. Once a team was hardcoding their help center with no CMS for article maintenance. What bugged me most: every doc or release-note edit meant an engineering task and a redeploy. The people who actually knew the content couldn’t publish it.<\/p>\n<p>Many professional teams also built their own systems which were amazing, but I believe a company should be spending time building their core product and not the infrastructure around it. ReleaseDock is one embeddable widget with AI support, a unified support inbox with automatic email threading & much more, a help center, and a changelog. Your team writes and ships in-app, on your own brand. No code, no duct tape. Your docs should look like part of your product, not a side project.<\/p>\n<p>The whole point is to let you spend your time on your product. Would genuinely love your honest feedback today.<\/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\/@siddhant_chaudhary1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@siddhant_chaudhary1<\/a> Congrats on the launch Siddhant! The lifetime deal for founding members is a smart move. Are you targeting early-stage startups specifically, or also going after mid-size SaaS teams? Curious about your ideal customer profile.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What kind of actions can it do today, like refunds, plan changes, or updating account settings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I like the idea of support, docs, and changelogs living closer together.<\/p>\n<\/p>\n<p>As a founder, repeated support questions are usually a signal that something needs to change, either in the product, the docs, or the onboarding flow.<\/p>\n<\/p>\n<p>Does ReleaseDock help surface those patterns, or is it more focused on managing the support flow itself?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kevin_napier\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_napier<\/a> Hey, ReleaseDock also has self correcting documentation, after repeat messages pile in ReleaseDock automatically notifies you of suggested changes which can be accepted with the click of a button. <\/p>\n<p>This way your documentation always optimizes to answer your most asked questions. Although, many users tend to ask the AI these questions anyway because it is easier for them to do this rather than scroll through a help center. So website messaging\/copywriting is always what will matter the most.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/XE3XQRF2QDPSVC\" class=\"app-title\">Pixlie<\/a><\/p>\n<div class=\"one-liner\">AI video studio: text & image to video, with real control<\/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>Pixlie \u662f\u4e00\u6b3e\u9762\u5411\u521b\u4f5c\u8005\u7684AI\u89c6\u9891\u5de5\u4f5c\u5ba4\uff0c\u901a\u8fc7\u6587\u672c\u6216\u56fe\u7247\u751f\u6210\u89c6\u9891\uff0c\u5e76\u63d0\u4f9b\u8d44\u6e90\u5e93\u3001\u4e91\u7aef\u961f\u5217\u3001\u8de8\u7aef\u540c\u6b65\u7b49\u529f\u80fd\uff0c\u89e3\u51b3\u7528\u6237\u5728\u4f7f\u7528\u73b0\u6709AI\u89c6\u9891\u5de5\u5177\u65f6\u201c\u8f93\u5165\u5373\u7948\u7977\u201d\u3001\u7f3a\u4e4f\u63a7\u5236\u611f\u548c\u5de5\u4f5c\u6d41\u6548\u7387\u4f4e\u4e0b\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\/a7fd3ad5-f830-41fb-87bd-6bfe2c5dd9ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/30c2eb0b-b241-4e7e-bc73-aaabd529a14e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7adab484-6f30-4955-8b3d-61b461b4cbb8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9c524dd-4503-48ca-b3c8-d2c3fa14a706.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc251d7c-4bea-4519-972a-10aa582d970f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae841973-321c-4fff-9503-f47216fed8b1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8e633cd8-c27e-4dd2-b1b0-c131338b5191.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fc111b05-19bd-410f-a274-9ce13a404666.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1f765a42-f75e-4862-91c1-ece884aa7564.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9bf0dac9-6c8a-4b55-b986-1b1125ad787c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4077849-3a26-47ed-9776-48c806f48ae4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0af8fca3-9c1c-4f52-a0c7-c629dade3bcf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/956791fd-7c01-4298-b4e6-9210eaeb8171.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\/92f2f666-8a2a-40fb-b44a-fb35d8c87482.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/zdZDLDW1N0s\"><source src=\"https:\/\/youtu.be\/zdZDLDW1N0s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Android<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Photo & Video<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u56fe\u7247\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u6e32\u67d3\u961f\u5217<\/span><br \/>\n <span class=\"tag\">\u7d20\u6750\u5e93\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span><br \/>\n <span class=\"tag\">\u521b\u610f\u63a7\u5236<\/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\u201c\u62d2\u7edd\u9ed1\u76d2\u751f\u6210\u201d\u7684\u7406\u5ff5\uff0c\u5e76\u8be2\u95ee\u8de8\u7247\u6bb5\u4e00\u81f4\u6027\uff08\u89d2\u8272\/\u98ce\u683c\u9501\u5b9a\uff09\u7684\u89e3\u51b3\u65b9\u6848\uff1b\u5173\u6ce8\u89c6\u9891\u6e32\u67d3\u65f6\u957f\u53caiOS\u7aef\u4efb\u52a1\u5b8c\u6210\u901a\u77e5\uff1b\u5efa\u8bae\u660e\u786e\u76ee\u6807\u5ba2\u6237\u4ee5\u4f18\u5316\u83b7\u5ba2\u7b56\u7565\uff0c\u5e76\u6709\u7528\u6237\u6307\u51fa\u5176\u79ef\u5206\u4ed8\u8d39\u5899\u53ef\u80fd\u9020\u6210\u7528\u6237\u6d41\u5931\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 Pixlie\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u4e0d\u5728\u4e8e\u201c\u751f\u6210\u89c6\u9891\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u751f\u6210\u8fc7\u7a0b\u7ed3\u6784\u5316\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e3b\u6d41AI\u89c6\u9891\u5de5\u5177\uff08\u5982Runway\u3001Pika\uff09\u7684\u4e00\u4e2a\u81f4\u547d\u7f3a\u9677\uff1a\u5c06\u521b\u4f5c\u964d\u7ea7\u4e3a\u4e00\u6b21\u6027\u7684\u8d4c\u535a\u3002\u7528\u6237\u9700\u8981\u7684\u4e0d\u53ea\u662f\u8f93\u51fa\u4e00\u4e2a\u89c6\u9891\uff0c\u800c\u662f\u53ef\u590d\u7528\u3001\u53ef\u7ba1\u7406\u3001\u53ef\u8fed\u4ee3\u7684\u751f\u4ea7\u6d41\u7a0b\u3002Pixlie\u7684\u201c\u7d20\u6750\u5e93\u201d\u548c\u201c\u4e91\u7aef\u961f\u5217\u201d\u6b63\u662f\u5bf9\u6b64\u9700\u6c42\u7684\u6b63\u5411\u56de\u5e94\uff0c\u8bd5\u56fe\u5c06AI\u89c6\u9891\u4ece\u201c\u73a9\u5177\u201d\u62c9\u56de\u201c\u5de5\u5177\u201d\u7684\u8303\u7574\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5b83\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u4ece\u7528\u6237\u8bc4\u8bba\u4e2d\u53ef\u4ee5\u7aa5\u89c1\uff0c\u4f5c\u4e3a\u4e00\u6b3e\u5355\u4eba\u51b2\u523a22\u5929\u8bde\u751f\u7684\u4ea7\u54c1\uff0c\u5176\u76ee\u524d\u7684\u5b8c\u6210\u5ea6\u5c1a\u505c\u7559\u5728\u201c\u529f\u80fd\u8dd1\u901a\u201d\u9636\u6bb5\u3002\u7528\u6237\u5173\u5fc3\u7684\u591a\u7247\u6bb5\u98ce\u683c\u4e00\u81f4\u6027\uff08\u89d2\u8272\u9501\u5b9a\uff09\u8fd9\u4e00AI\u89c6\u9891\u9886\u57df\u7684\u6838\u5fc3\u96be\u9898\uff0cPixlie\u5e76\u672a\u7ed9\u51fa\u660e\u786e\u89e3\u6cd5\u3002\u800c\u6e32\u67d3\u65f6\u957f\u3001\u4efb\u52a1\u901a\u77e5\u7b49\u57fa\u7840\u4f53\u9a8c\u7684\u7455\u75b5\uff0c\u4ee5\u53ca\u8bc4\u8bba\u533a\u5c16\u9510\u6307\u51fa\u7684\u201c\u4ed8\u8d39\u5899\u5bfc\u81f4\u6d4b\u8bd5\u65ad\u6d41\u201d\u95ee\u9898\uff0c\u90fd\u66b4\u9732\u4e86\u4ea7\u54c1\u6253\u78e8\u548c\u5546\u4e1a\u5316\u7b56\u7565\u4e0a\u7684\u9752\u6da9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u521b\u59cb\u4eba\u201c\u4ece\u798f\u5229\u91d1\u51fa\u53d1\uff0c\u5355\u4eba\u5f00\u53d1\u201d\u7684\u53d9\u4e8b\u6781\u5177\u611f\u67d3\u529b\uff0c\u4e5f\u786e\u5b9e\u6253\u52a8\u4e86Product Hunt\u793e\u533a\u3002\u4f46Pixlie\u7684\u53ef\u6301\u7eed\u6027\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u5f00\u53d1\u8005\u8bb2\u6545\u4e8b\u201d\u5feb\u901f\u8fc7\u6e21\u5230\u201c\u4ea7\u54c1\u672c\u8eab\u8bb2\u6545\u4e8b\u201d\u3002\u5982\u679c\u6ca1\u6709\u5de5\u7a0b\u4e0a\u7684\u7a81\u7834\u6765\u89e3\u51b3\u98ce\u683c\/\u89d2\u8272\u4e00\u81f4\u6027\uff0c\u5e76\u8bbe\u8ba1\u51fa\u66f4\u5e73\u6ed1\u7684\u4ed8\u8d39\u8f6c\u5316\u8def\u5f84\uff08\u800c\u975e\u4e00\u4e0a\u6765\u5c31\u8ba9\u7528\u6237\u51b3\u7b56\uff09\uff0c\u5b83\u5f88\u5bb9\u6613\u88abRunway\u7b49\u5de8\u5934\u5bf9\u6807\u8ddf\u8fdb\u7684\u529f\u80fd\u5347\u7ea7\u6240\u6df9\u6ca1\u3002\u5bf9\u4e8e\u6b63\u5728\u7533\u8bf7YC\u7684\u56e2\u961f\u800c\u8a00\uff0c\u5f53\u524d\u6700\u7d27\u8feb\u7684\u4efb\u52a1\u4e0d\u662f\u5bfb\u627eGTM\u8054\u5408\u521b\u59cb\u4eba\uff0c\u800c\u662f\u4f18\u5148\u5c06\u90a31%\u88ab\u793e\u533a\u6307\u51fa\u7684\u3001\u5bfc\u81f4\u7528\u6237\u6d41\u5931\u7684UX\u95ee\u9898\u4fee\u590d\uff0c\u5e76\u8bc1\u660e\u81ea\u5df1\u80fd\u5728\u6709\u9650\u8d44\u6e90\u4e0b\u63a8\u8fdb\u6838\u5fc3AI\u80fd\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Pixlie<\/span>\n <\/div>\n<div class=\"comment-content\">Pixlie is an AI video studio for creators who want control\u2014not a black-box generator. Browse your library, queue jobs in the cloud, and track renders in the app. Same account on pixlys.com and iOS.What makes it different: Text2Video, Image2Video, library & cloud queue Granular creative workflow not just \u201ctype and pray\u201d Live on iOS App Store; Google play web at pixlys.com -Built solo by a refugee founder in Helsinki shipped fast, iterated in production<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH \ud83d\udc4b I’m Illia, solo founder of Brightforge (Delaware C-Corp, building from Helsinki).<br \/>\nI started Pixlie because most AI video tools feel like a slot machine you prompt, you hope. I wanted a studio: queue jobs, reuse assets, same account on web and iOS, and actually ship clips for marketing and social.<\/p>\n<p>V1 went from zero to live product in ~22 days of brutal solo 350 hours sprint to first full scale working prototype to 6 months in production till release. iOS flutter native is on the App Store; Android is in Play; Web version. Bootstrapped on welfare while learning Finnish NVIDIA Inception, Nebius\/Lambda infra, YC Startup School alum, applying to YC Fall. <\/p>\n<p>Would love feedback on:<br \/>\n1) Create flow (text vs image to video)<br \/>\n2) What would make you switch from Runway\/Pika\/Kling?<br \/>\n4) Rate and review AppStore\/ PlayMarket\/Web desktop version any social media activity on product pages Linkedin\/IG\/ X.com\/YC co-founder (Mobile app not available in EU yet – GDPR, EU act…)<br \/>\n5) Co-founder intros if you know someone strong on GTM\/ops<\/p>\n<p>Try it: pixlys.com happy to answer anything in the comments.<\/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\/@illia_ovcharenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@illia_ovcharenko<\/a> the slot machine line nails why people bounce off these tools. asset reuse is what turns generation into a real workflow not a toy. how are you keeping consistency across clips, locked character and style or freeform per job?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b I’m Illia, solo founder of Brightforge (Delaware C-Corp, building from Helsinki).<br \/>I started Pixlie because most AI video tools feel like a slot machine you prompt, you hope. I wanted a studio: queue jobs, reuse assets, same account on web and iOS, and actually ship clips for marketing and social.<\/p>\n<p>V1 went from zero to live product in ~22 days of brutal solo 350 hours sprint to first full scale working prototype to 6 months in production till release. iOS flutter native is on the App Store; Android is in Play; Web version. Bootstrapped on welfare while learning Finnish NVIDIA Inception, Nebius\/Lambda infra, YC Startup School alum, applying to YC Fall.<\/p>\n<p>Would love feedback on:<br \/>1) Create flow (text vs image to video)<br \/>2) What would make you switch from Runway\/Pika\/Kling?<br \/>4) Rate and review AppStore\/ PlayMarket\/Web desktop version any social media activity on product pages Linkedin\/IG\/ <a href=\"http:\/\/X.com\/YC\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">X.com\/YC<\/a> co-founder (Mobile app not available in EU yet – GDPR, EU act…)<br \/>5) Co-founder intros if you know someone strong on GTM\/ops<\/p>\n<p>Try it: <a href=\"http:\/\/pixlys.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pixlys.com<\/a> happy to answer anything in the comments.<\/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\/@illia_ovcharenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@illia_ovcharenko<\/a> Congrats on the launch Illia! Shipping a full AI video studio solo in 22 days is impressive. On your GTM question \u2014 what’s your current ideal customer? Creators, marketers, or agencies? That would shape the outreach strategy significantly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@illia_ovcharenko\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@illia_ovcharenko<\/a> Hey Illia, congrats on the launch!<\/p>\n<p>I ran an user-behavioral simulation on <a href=\"http:\/\/pixlys.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pixlys.com<\/a> targeting creator personas. The agent completely dropped off at your credit-tier barrier. Since you are applying to YC Fall, stopping this revenue leakage before scaling is critical.<\/p>\n<p>I have a 1-page log of the AI-agent’s step-by-step thoughts and the UX fix for it. Let me know where I can send the PDF (dm me – <a href=\"https:\/\/x.com\/helixberg_\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/helixberg_<\/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>How long are renders typically, and do you get notified when a job finishes on iOS?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DPDOVH7UCL2KWF\" class=\"app-title\">GitSync for macOS<\/a><\/p>\n<div class=\"one-liner\">Visual GitHub management directly from a graphical interface<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">85<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitSync for macOS \u662f\u4e00\u6b3e\u8ba9\u975e\u6280\u672f\u7528\u6237\u548c\u5f00\u53d1\u8005\u901a\u8fc7\u56fe\u5f62\u754c\u9762\u76f4\u89c2\u7ba1\u7406 GitHub \u4ed3\u5e93\u3001\u540c\u6b65\u672c\u5730\u9879\u76ee\u3001\u6267\u884c\u5e38\u7528 Git \u64cd\u4f5c\uff0c\u4ece\u800c\u5b8c\u5168\u6446\u8131\u7ec8\u7aef\u4f9d\u8d56\u7684 macOS \u539f\u751f\u5e94\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\/5c2c54b5-7b6b-4cfe-ae86-30b98f6fc023.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\/b95091d7-d82d-40f1-a10a-f400b24d67d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b8fd910-8409-4425-9ef6-3c848937a65a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eafad8b-9cbb-4b0a-9f18-0720bdd60d50.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7117ed33-dc2e-48f1-aab7-ca1182837c88.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b5998031-e804-49a8-badb-7c1ed949ead9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/21e26c1b-05da-4dcb-98b1-c11b7251c16e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Git\u56fe\u5f62\u754c\u9762<\/span><br \/>\n <span class=\"tag\">GitHub\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">macOS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u7248\u672c\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u4ed3\u5e93\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316Git<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5ffd\u7565\u6587\u4ef6\u5907\u4efd<\/span><br \/>\n <span class=\"tag\">\u975e\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\u8d5e\u8d4f\u5176\u56fe\u5f62\u5316\u66ff\u4ee3\u7ec8\u7aef\u7684\u601d\u8def\uff0c\u4f46\u6307\u51fa\u5e95\u5c42\u4f7f\u7528 libgit2 \u6216 shell \u4f1a\u5f71\u54cd\u529f\u80fd\u5b8c\u6574\u6027\uff1b\u5efa\u8bae\u589e\u52a0\u5bf9 Windows\/Linux \u7684\u652f\u6301\uff1b\u53cd\u9988\u83dc\u5355\u680f\u76d1\u63a7\u548c\u5ffd\u7565\u6587\u4ef6\u5907\u4efd\u529f\u80fd\u5b9e\u7528\uff1b\u8be2\u95ee PR \u5ba1\u67e5\u548c\u51b2\u7a81\u89e3\u51b3\u7b49\u9ad8\u7ea7\u529f\u80fd\u662f\u5426\u4f18\u5148\uff0c\u5f00\u53d1\u8005\u8868\u793a\u76ee\u524d\u4f18\u5148\u4f18\u5316\u5206\u652f\u540c\u6b65\u4e0e\u51b2\u7a81\u68c0\u6d4b\uff0c\u590d\u6742\u51b2\u7a81\u4ecd\u9700\u624b\u52a8\u5904\u7406\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 GitSync \u7684\u8bde\u751f\u7cbe\u51c6\u5207\u4e2d\u4e86\u4e00\u4e2a\u957f\u671f\u88ab\u5ffd\u89c6\u7684\u201c\u4e2d\u95f4\u5730\u5e26\u201d\uff1a\u5b83\u65e2\u4e0d\u662f\u9762\u5411\u8d44\u6df1\u5de5\u7a0b\u5e08\u7684\u7ec8\u7aef\u5de5\u5177\uff0c\u4e5f\u4e0d\u662f GitHub Desktop \u90a3\u6837\u7684\u901a\u7528\u578b\u201c\u7b28\u5ba2\u6237\u7aef\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u4e13\u4e3a\u975e\u7f16\u7801\u89d2\u8272\uff08\u5982\u4ea7\u54c1\u7ecf\u7406\u3001\u8bbe\u8ba1\u5e08\u3001\u6280\u672f\u5199\u4f5c\u8005\uff09\u53ca\u8f7b\u5ea6\u4f7f\u7528 Git \u7684\u5f00\u53d1\u8005\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u96f6\u5b66\u4e60\u6210\u672c\u201d\u7684 Git \u64cd\u4f5c\u5165\u53e3\u3002\u901a\u8fc7\u5c06 \u201cfetch\/pull\/push\/commit\u201d \u7b49\u9ad8\u9891\u4f4e\u590d\u6742\u5ea6\u52a8\u4f5c\u83dc\u5355\u5316\u3001\u89c6\u89c9\u5316\uff0c\u5e76\u52a0\u5165\u83dc\u5355\u680f\u76d1\u63a7\u548c\u5ffd\u7565\u6587\u4ef6\u5907\u4efd\u8fd9\u7c7b\u201c\u9632\u624b\u6ed1\u201d\u529f\u80fd\uff0c\u5b83\u5b9e\u9645\u4e0a\u5728\u964d\u4f4e\u534f\u4f5c\u95e8\u69db\uff0c\u7f29\u5c0f\u4e86\u201c\u61c2\u4ee3\u7801\u7684\u4eba\u201d\u4e0e\u201c\u7528\u4ee3\u7801\u7684\u4eba\u201d\u4e4b\u95f4\u7684\u64cd\u4f5c\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u9510\u8bc4\u5fc5\u987b\u6307\u51fa\u5176\u6838\u5fc3\u98ce\u9669\uff1a\u4f9d\u8d56 libgit2 \u8fd8\u662f shell \u51fa\u5b50\u8fdb\u7a0b\uff0c\u8fd9\u4e00\u67b6\u6784\u9009\u62e9\u5c06\u76f4\u63a5\u51b3\u5b9a\u4ea7\u54c1\u7684\u5929\u82b1\u677f\u3002libgit2 \u867d\u5e72\u51c0\u4f46\u529f\u80fd\u9609\u5272\uff08\u7f3a\u5c11\u90e8\u5206\u8ba4\u8bc1\u3001partial clone \u8def\u5f84\uff09\uff1bshell \u65b9\u5f0f\u867d\u5b8c\u6574\u4f46\u9700\u6301\u7eed\u8ddf\u8e2a Git \u7248\u672c\u53d8\u52a8\uff0c\u7ef4\u62a4\u6210\u672c\u9ad8\u6602\u3002\u5f00\u53d1\u8005\u76ee\u524d\u504f\u5411\u540c\u6b65\u5206\u652f\u8fd9\u4e00\u57fa\u7840\u573a\u666f\u56de\u907f\u4e86\u6df1\u6c34\u533a\uff0c\u4f46\u4e00\u65e6\u9762\u5bf9\u590d\u6742\u51b2\u7a81\u3001\u7a00\u758f\u68c0\u51fa\u6216\u5927\u89c4\u6a21\u4ed3\u5e93\uff0c\u6027\u80fd\u4e0e\u517c\u5bb9\u6027\u95ee\u9898\u5c31\u4f1a\u66b4\u9732\u3002\u6b64\u5916\uff0cmacOS Only \u7684\u7b56\u7565\u5728\u5f53\u524d\u8de8\u5e73\u53f0\u534f\u4f5c\u73af\u5883\u4e0b\u663e\u5f97\u683c\u5c40\u504f\u5c0f\uff0c\u867d\u7136\u5f00\u53d1\u8005\u63d0\u5230\u6b63\u5728\u505a Windows \u7248\u672c\uff0c\u4f46\u9519\u8fc7\u65e9\u671f\u8de8\u5e73\u53f0\u7528\u6237\uff0c\u4f1a\u5931\u53bb\u6210\u4e3a\u201c\u5168\u6c11\u7ea7 Git \u53ef\u89c6\u5316\u7ba1\u7406\u5de5\u5177\u201d\u7684\u673a\u4f1a\u3002\u7b80\u8a00\u4e4b\uff0cGitSync \u662f\u4e00\u6b3e\u5b9a\u4f4d\u7cbe\u51c6\u3001\u6253\u78e8\u6709\u611f\u7684\u5de5\u5177\uff0c\u4f46\u5b83\u7684\u957f\u671f\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u7b80\u5355\u6613\u7528\u201d\u548c\u201c\u529f\u80fd\u5b8c\u6574\u6027\u201d\u4e4b\u95f4\u627e\u5230\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\uff0c\u800c\u975e\u505c\u7559\u5728\u201c\u66ff\u4ee3\u7ec8\u7aef\u7684\u57fa\u7840\u64cd\u4f5c\u201d\u8fd9\u4e00\u5b89\u5168\u533a\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\">GitSync for macOS<\/span>\n <\/div>\n<div class=\"comment-content\">GitSync is a macOS app for visual Git\/GitHub management directly from a graphical interface. You can sync local projects with GitHub, clone repositories, create new repositories, and run common Git workflows without using the terminal.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Really nice, and already have 20 requests \ud83d\ude0a even as an engineer I\u2019ve always been a fan of GitHub Desktop, and think a tool like this, a bit more polished, will be the ideal companion to non-coders in Claude code \/codex<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>native git gui without the terminal \u2014 the real fork is libgit2 vs shelling out to the git binary. libgit2 misses some auth + partial-clone paths; shelling out means parsing porcelain that drifts each release. whichever you picked quietly shapes the whole app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 menu bar monitoring is useful, but the ignored-file backup is the bigger painkiller. Losing or rebuilding .env files and local configs after moving machines is exactly the kind of small dev friction that adds up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome, is it coming for Windows\/ Linux too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sousadiego11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sousadiego11<\/a> Hi Diego,<\/p>\n<p>At the moment, I don’t have any plans to release a Windows or Linux version, but I appreciate your suggestion and 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\/@sousadiego11\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sousadiego11<\/a> I am working on bringing it to Windows <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Visual GitHub management on macOS is a nice angle. Git tools usually make people choose between terminal power and GUI clarity. Curious what workflow you optimized for first: reviewing PRs, syncing branches, or resolving conflicts?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vidur_saini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vidur_saini<\/a> Hi Vidur,<br \/>The first workflow I optimized for was syncing branches and local repositories with GitHub. That felt like the most useful foundation: selecting a repo, linking it to a local folder, then running fetch, pull, push, commits, and different pull strategies from a clear macOS interface.<\/p>\n<\/p>\n<p>Conflict handling is supported with detection and suggestions, but complex conflicts still need manual review. PR review is not the main focus yet. The current strength of GitSync is making the everyday sync workflow easier and more visual without having to jump into the terminal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SWBV6EPGNOZ6V6\" class=\"app-title\">UISqueezy<\/a><\/p>\n<div class=\"one-liner\">Design tokens and Figma variables, always in sync.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">17<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>UISqueezy\u901a\u8fc7\u53cc\u5411\u81ea\u52a8\u540c\u6b65\u8bbe\u8ba1\u4ee4\u724c\u548cFigma\u53d8\u91cf\uff0c\u89e3\u51b3\u4e86\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u4e4b\u95f4\u56e0\u624b\u52a8\u590d\u5236\u5bfc\u81f4\u7684\u8bbe\u8ba1\u7a3f\u4e0e\u4ee3\u7801\u4e0d\u4e00\u81f4\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\/20f05be8-ea84-49fb-b762-3b65961c21bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5f58c972-61c3-4378-a9b2-47cb366b6e13.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\/c0c524b6-4f7e-443e-8692-8d2416a3153a.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\/acb02082-3819-4fca-bb9e-4e7869efb34f.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\/b5ad5dbd-f70c-42ae-bac5-ffd565c17b34.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\/7b0ff6d7-4622-492b-8916-e690f5e54aad.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\/45477197-8e0d-4ee5-a8fa-16a88906547c.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\/602d76aa-956d-4067-a066-9704da538c28.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\/0762a122-41ee-4cd6-9df5-fa863f466e70.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\/ab791aa0-a7c8-4a70-abf8-fec98a573850.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\">Design Tools<\/span><br \/>\n <span class=\"tag\">Design Books<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bbe\u8ba1\u4ee4\u724c<\/span><br \/>\n <span class=\"tag\">Figma\u53d8\u91cf<\/span><br \/>\n <span class=\"tag\">\u53cc\u5411\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">Figma\u63d2\u4ef6<\/span><br \/>\n <span class=\"tag\">\u6837\u5f0f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u5de5\u7a0b\u5316<\/span><br \/>\n <span class=\"tag\">\u4ee4\u724c\u51b2\u7a81<\/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\u53cc\u5411\u540c\u6b65\u662f\u6838\u5fc3\u4ef7\u503c\uff0c\u4f46\u666e\u904d\u5173\u6ce8\u51b2\u7a81\u5904\u7406\uff1a\u5f53\u540c\u4e00\u4ee4\u724c\u5728Figma\u548c\u4ee3\u7801\u540c\u65f6\u4fee\u6539\u65f6\u5982\u4f55\u89e3\u51b3\u3002\u6709\u7528\u6237\u8be2\u95ee\u662f\u5426\u652f\u6301Style Dictionary\u6216W3C DTCG\u683c\u5f0f\u5bfc\u51fa\uff0c\u5f00\u53d1\u8005\u56de\u5e94\u5f53\u524d\u4ec5\u652f\u6301CSS\/SCSS\u53d8\u91cf\uff0c\u683c\u5f0f\u6269\u5c55\u5df2\u5217\u5165\u8ba1\u5212\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 UISqueezy\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u6301\u7eed\u7684\u75db\u70b9\u2014\u2014\u8bbe\u8ba1\u7cfb\u7edf\u7ef4\u62a4\u4e2d\u201c\u4ee3\u7801\u4e0e\u8bbe\u8ba1\u7a3f\u8131\u8282\u201d\u7684\u53e4\u8001\u96be\u9898\u3002\u5176\u53cc\u5411\u540c\u6b65\u673a\u5236\u5728\u65b9\u5411\u4e0a\u662f\u5bf9\u7684\uff1a\u5c06Figma\u53d8\u91cf\u4f5c\u4e3a\u8bbe\u8ba1\u4fa7\u7684\u53ef\u7f16\u8f91\u5668\uff0c\u5c06\u4ee4\u724c\u4f5c\u4e3a\u4ee3\u7801\u4fa7\u7684\u53ef\u6267\u884c\u5355\u4f4d\uff0c\u7528\u81ea\u52a8\u5316\u6d88\u9664\u4eba\u5de5\u590d\u5236\u5e26\u6765\u7684\u201c\u8759\u8760\u4fa0\u6548\u5e94\u201d\u3002\u4f46\u771f\u6b63\u7684\u8003\u9a8c\u4e0d\u5728\u65b9\u5411\uff0c\u800c\u5728\u7ec6\u8282\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u7528\u6237\u8bc4\u8bba\u548c\u5f00\u53d1\u8005\u7684\u56de\u5e16\u80fd\u6e05\u6670\u770b\u5230\u8f6f\u808b\uff1a\u51b2\u7a81\u5904\u7406\u673a\u5236\u76ee\u524d\u8fc7\u4e8e\u539f\u59cb\u3002\u5f53\u4e00\u4e2a\u4ee4\u724c\u5728\u540c\u6b65\u5468\u671f\u5185\u4e24\u4fa7\u540c\u65f6\u88ab\u4fee\u6539\u65f6\uff0c\u540e\u6267\u884c\u7684\u540c\u6b65\u76f4\u63a5\u8986\u76d6\uff0c\u6ca1\u6709\u5408\u5e76\u3001\u6ca1\u6709\u8b66\u544a\u3001\u6ca1\u6709\u7248\u672c\u56de\u6eaf\u3002\u8fd9\u5728\u5355\u4eba\u5c0f\u9879\u76ee\u4e2d\u6216\u8bb8\u591f\u7528\uff0c\u4f46\u4e00\u65e6\u8fdb\u5165\u591a\u4eba\u534f\u4f5c\u7684\u771f\u5b9e\u8bbe\u8ba1\u7cfb\u7edf\u5de5\u4f5c\u6d41\uff0c\u8fd9\u79cd\u201c\u7b28\u529e\u6cd5\u201d\u53ef\u80fd\u5bfc\u81f4\u8bbe\u8ba1\u5e08\u8f9b\u82e6\u8c03\u6574\u7684\u8bed\u4e49\u5316\u503c\u88ab\u5f00\u53d1\u8005\u7684\u4e00\u6b21PR\u9ed8\u9ed8\u541e\u6ca1\uff0c\u6216\u8005\u53cd\u8fc7\u6765\u3002\u8fd9\u4f1a\u8ba9\u201cOne source of truth\u201d\u53d8\u6210\u201cWho syncs last wins\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u4e00\u4e2a\u503c\u5f97\u8b66\u60d5\u7684\u4fe1\u53f7\u662f\u5bfc\u51fa\u683c\u5f0f\u7684\u5c40\u9650\u3002\u5f53\u524d\u4ec5\u652f\u6301CSS\/SCSS\uff0c\u800c\u884c\u4e1a\u6807\u51c6\u6b63\u5feb\u901f\u5411W3C Design Tokens Format\u548cStyle Dictionary\u8fc1\u79fb\u3002\u529f\u80fd\u7f3a\u5931\u610f\u5473\u7740UISqueezy\u73b0\u9636\u6bb5\u7684\u201c\u540c\u6b65\u201d\u66f4\u50cf\u662fFigma\u5230CSS\u7684\u4f20\u8f93\u901a\u9053\uff0c\u800c\u975e\u771f\u6b63\u7684\u8bbe\u8ba1\u4ee4\u724c\u5168\u751f\u547d\u5468\u671f\u7ba1\u7406\u5e73\u53f0\u3002\u56e2\u961f\u5728\u683c\u5f0f\u517c\u5bb9\u4e0a\u7684\u6295\u5165\u901f\u5ea6\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u4e00\u95e8\u7cbe\u5de7\u7684Figma\u63d2\u4ef6\uff0c\u8fd8\u662f\u4e00\u4e2a\u57fa\u7840\u8bbe\u65bd\u7ea7\u522b\u7684\u8bbe\u8ba1\u5de5\u7a0b\u5316\u5de5\u5177\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u540c\u6b65\u673a\u5236\u4f9d\u8d56\u4e8e\u201c\u7a33\u5b9a\u6e90ID\u201d\u8fdb\u884c\u4ee4\u724c\u5339\u914d\uff0c\u8fd9\u610f\u5473\u7740\u5bf9\u73b0\u6709\u7684Figma\u6587\u4ef6\u548c\u4ee3\u7801\u6587\u4ef6\u6709\u8f83\u5f3a\u7684\u7ed3\u6784\u5316\u8981\u6c42\u3002\u5bf9\u4e8e\u5c1a\u672a\u5f62\u6210\u826f\u597d\u547d\u540d\u89c4\u8303\u6216\u7ec4\u4ef6\u5316\u4f53\u7cfb\u7684\u56e2\u961f\uff0c\u5165\u95e8\u95e8\u69db\u5e76\u4e0d\u4f4e\u2014\u2014\u5b83\u66f4\u50cf\u662f\u7ed9\u5df2\u7ecf\u201c\u94fa\u597d\u8def\u201d\u7684\u56e2\u961f\u4ee3\u9a7e\uff0c\u800c\u4e0d\u662f\u5e2e\u8349\u521b\u56e2\u961f\u4fee\u8def\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u6765\u770b\uff0cUISqueezy\u9009\u5bf9\u4e86\u8d5b\u9053\uff0c\u8e29\u5bf9\u4e86\u8282\u594f\uff0c\u4f46\u5f53\u524d\u9636\u6bb5\u66f4\u50cf\u4e00\u4e2a\u201c\u6709\u524d\u9014\u7684\u539f\u578b\u201d\u800c\u975e\u201c\u9ad8\u53ef\u7528\u7684\u4ea7\u54c1\u201d\u3002\u5982\u679c\u56e2\u961f\u80fd\u5feb\u901f\u8865\u9f50\u51b2\u7a81\u53ef\u89c6\u5316\u3001\u7248\u672c\u5386\u53f2\u548c\u591a\u683c\u5f0f\u5bfc\u51fa\u8fd9\u4e09\u5927\u77ed\u677f\uff0c\u5b83\u6709\u673a\u4f1a\u6210\u4e3a\u8bbe\u8ba1\u7cfb\u7edf\u7ef4\u62a4\u4e2d\u7684\u6807\u51c6\u914d\u4ef6\uff1b\u53cd\u4e4b\uff0c\u505c\u7559\u5728\u201c\u540c\u6b65\u5668\u201d\u5b9a\u4f4d\uff0c\u5f88\u5feb\u4f1a\u88abFigma\u7684API\u5f00\u653e\u751f\u6001\u548c\u66f4\u591a\u5168\u6808\u534f\u4f5c\u5de5\u5177\u66ff\u4ee3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">UISqueezy<\/span>\n <\/div>\n<div class=\"comment-content\">UISqueezy keeps your design tokens and Figma variables in sync, automatically, in both directions. Push color, typography, spacing, radius, size, breakpoint, and shadow tokens straight into native Figma variables. Pull changes made in Figma back into your codebase. No copy-paste, no drift. – Two-way sync: push to Figma, pull from Figma – Native Figma plugin, connect any file in seconds – One source of truth for design and code tokens<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt!<br \/>\nI’m Onur, one of the makers of UISqueezy.<\/p>\n<p>If you’ve ever maintained a design system, you know the pain: someone updates a color in Figma, someone else changes it in the codebase, and within a sprint your tokens have drifted apart. We built UISqueezy to fix that for good.<\/p>\n<p>UISqueezy keeps your design tokens and Figma variables in sync automatically, in both directions. Push color, typography, spacing, radius, size, breakpoint, and shadow tokens straight into native Figma variables \u2014 or pull changes made directly in Figma back into your codebase. One source of truth, no manual reconciliation.<\/p>\n<p>It runs as a native Figma plugin: connect a file, sign in, and you’re syncing in seconds.<\/p>\n<p>We’re just getting started and would love your feedback \u2014 what would make this fit your workflow? I’ll be in the comments all day answering questions.<\/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\/@onrpamukk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@onrpamukk<\/a> That’s the exact pain point we see teams run into constantly. The two-way sync is solid, but yeah, conflict resolution is where a lot of tools fall short \u2014 curious to hear how UISqueezy handles simultaneous edits, since that’s usually the tricky part that separates good sync from great sync.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good! Two-way sync is definitely the strongest part here \u2014 token drift between Figma and code gets painful fast. Curious how you handle conflicts when both sides change the same token.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anton_tomilov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_tomilov1<\/a> Thanks! Right now, push and pull are separate paths: some token edits push to Figma automatically, the rest go out when you hit Sync in the plugin. Figma \u2192 UISqueezy is always a manual Pull. Either way, the blast radius is per-token, not a full overwrite each token matches by a stable source id, so unrelated tokens are untouched. The one real gap: if the same token changes on both sides between syncs, there’s no merge or warning whichever sync runs last wins for that token, and that’s something we’re actively working on.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Two-way sync is the part that gets me, token drift between Figma and code has bitten every design system I’ve worked on. What format do you pull back into the codebase, Style Dictionary or W3C design tokens JSON? Congrats on shipping 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@i_sanjay_gautam\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@i_sanjay_gautam<\/a> Thanks! Right now it’s plain CSS custom properties (plus SCSS variables) flat name\/value pairs, not Style Dictionary or W3C DTCG format yet. You’re the second person in this thread asking about token format compatibility, so it’s clearly worth adding. Thanks, and congrats noted appreciate you trying it out.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/H6KDSQWQ6ZGZNF\" class=\"app-title\">TokenOps by Lovie<\/a><\/p>\n<div class=\"one-liner\">AI unit economics platform for AI companies<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">15<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TokenOps \u4e3aAI\u4f01\u4e1a\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u5355\u5143\u7ecf\u6d4e\u5b66\u5e73\u53f0\uff0c\u81ea\u52a8\u6355\u83b7\u5404\u4e3b\u6d41\u6a21\u578bAPI\u8c03\u7528\u4e8b\u4ef6\u3001\u5bf9\u8d26\u6708\u8d26\u5355\uff0c\u5e76\u901a\u8fc7MCP\u534f\u8bae\u8ba9AI\u4ee3\u7406\u76f4\u63a5\u56de\u7b54\u8d22\u52a1\u95ee\u9898\uff0c\u89e3\u51b3AI\u516c\u53f8\u201c\u7b97\u4e0d\u6e05\u6bcf\u5206\u94b1\u82b1\u5728\u54ea\u201d\u7684\u8ba1\u91cf\u4e0e\u5bf9\u8d26\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\/8f8ad17b-fadb-48ff-8a09-5afc35ba2a76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ec199f60-5bac-4ed1-bdcf-1091720b13e9.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\/cd867f5d-7694-4244-b4a3-38750928038f.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/628bb3aba9e247198b486acab4ee153c\"><source src=\"https:\/\/www.loom.com\/share\/628bb3aba9e247198b486acab4ee153c\" 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\">Fintech<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6210\u672c\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5355\u5143\u7ecf\u6d4e\u5b66<\/span><br \/>\n <span class=\"tag\">\u5927\u6a21\u578bAPI\u5bf9\u8d26<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u7528\u91cf\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u8ba1\u8d39\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7SaaS<\/span><br \/>\n <span class=\"tag\">\u6536\u5165\u786e\u8ba4<\/span><br \/>\n <span class=\"tag\">AI\u8d22\u52a1\u81ea\u52a8\u5316<\/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\u5173\u6ce8API\u96c6\u6210\u5b89\u5168\u6027\u4e0e\u65b9\u5f0f\u3002\u5b98\u65b9\u56de\u590d\u79f0\u901a\u8fc7\u5355\u884cSDK\u4ee3\u7801\u96c6\u6210\uff0c\u4e0d\u4ee3\u7406\u6d41\u91cf\u3001\u4e0d\u6301\u6709\u4f9b\u5e94\u5546\u5bc6\u94a5\uff0c\u652f\u6301\u53ef\u9009\u7684\u6708\u5ea6\u8d26\u5355PDF\/CSV\u62c9\u53d6\uff0c\u5185\u5bb9\u9ed8\u8ba4\u4e0d\u5165\u5e93\uff0c\u517c\u987e\u5b89\u5168\u4e0e\u8f7b\u91cf\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 TokenOps\u7cbe\u51c6\u5207\u4e2dAI\u884c\u4e1a\u201c\u6536\u5165\u6210\u672c\u5012\u6302\u201d\u7684\u6697\u6d41\u2014\u2014\u5f53\u5927\u6a21\u578bAPI\u8c03\u7528\u6210\u4e3a\u751f\u4ea7\u7ebf\u6838\u5fc3\u6295\u5165\uff0c\u5176\u7528\u91cf\u3001\u8d26\u671f\u4e0e\u5b9a\u4ef7\u590d\u6742\u6027\u8fdc\u8d85\u4f20\u7edf\u4e91\u8d44\u6e90\uff0c\u5374\u957f\u671f\u7f3a\u4e4f\u4e13\u6709\u8ba1\u91cf\u5de5\u5177\u3002\u5176\u4ea7\u54c1\u8bbe\u8ba1\u4f53\u73b0\u6df1\u5ea6\u7528\u6237\u6d1e\u5bdf\uff1a\u6452\u5f03\u201c\u4f5c\u4e3a\u4e2d\u95f4\u4eba\u4ee3\u7406\u6d41\u91cf\u201d\u7684\u5e38\u89c1\u505a\u6cd5\uff0c\u9009\u62e9\u5728\u5ba2\u6237\u7aef\u6355\u83b7\u5143\u6570\u636e\uff0c\u65e2\u89c4\u907f\u5b89\u5168\u5408\u89c4\u7ea2\u7ebf\uff0c\u53c8\u4e0d\u5bf9\u5ef6\u8fdf\u4ea7\u751f\u5e72\u6270\uff0c\u8fd9\u79cd\u201c\u8f7b\u89e6\u70b9+\u6df1\u8fd8\u539f\u201d\u7684\u67b6\u6784\u5728\u6570\u636e\u654f\u611f\u7684AI\u4f01\u4e1a\u773c\u4e2d\u662f\u5fc5\u8981\u5165\u573a\u5238\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u9762\u4e34\u4e09\u91cd\u6311\u6218\uff1a\u4e00\u662f\u751f\u6001\u9501\u5b9a\u98ce\u9669\u2014\u2014\u5f53\u524d\u652f\u6301\u516d\u5927\u4e3b\u6d41API\uff0c\u4f46MCP\u534f\u8bae\u7684\u5f00\u653e\u6027\u53ef\u80fd\u88ab\u5782\u76f4\u5382\u5546\u5784\u65ad\u6027\u62d2\u7edd\uff0c\u82e5Google\u6216Anthropic\u81ea\u5efa\u7c7b\u4f3c\u670d\u52a1\uff0cTokenOps\u5c06\u6210\u4e3a\u201c\u7ba1\u9053\u201d\u3002\u4e8c\u662f\u5ba2\u6237\u4ef7\u503c\u9a8c\u8bc1\u96be\u9898\u2014\u2014\u201c30\u4e2aMCP\u5de5\u5177\u201d\u770b\u4f3c\u9707\u64bc\uff0c\u4f46\u4f01\u4e1a\u8d22\u52a1\u56e2\u961f\u80fd\u5426\u771f\u6b63\u4fe1\u4efbAI\u751f\u6210\u7684\u5bf9\u8d26\u7ed3\u679c\uff1f\u4f4e\u7968\u6570\uff0815\uff09\u53cd\u6620\u5176\u5c1a\u672a\u5f62\u6210\u53e3\u7891\u95ed\u73af\uff0c\u65e9\u671f\u5ba2\u6237\u591a\u4e3a\u5c1d\u9c9c\u8005\u3002\u4e09\u662f\u5b9a\u4ef7\u6a21\u578b\u60ac\u800c\u672a\u51b3\u2014\u2014\u4f5c\u4e3a\u201c\u8ba1\u91cf\u5de5\u5177\u201d\u672c\u8eab\uff0c\u6309API\u8c03\u7528\u91cf\u6536\u8d39\u53ef\u80fd\u4fb5\u8680\u5ba2\u6237\u5229\u6da6\uff0c\u540c\u65f6\u4e0e\u4e91\u5382\u5546\u7684\u5206\u6210\u535a\u5f08\u4e5f\u9700\u8c28\u614e\uff0c\u5386\u53f2\u4e0aAWS\u3001Azure\u7684\u8ba1\u8d39\u5ba1\u8ba1\u96c6\u6210\u5747\u4ee5\u4f4e\u4ef7\u751a\u81f3\u514d\u8d39\u4f5c\u4e3a\u62a4\u57ce\u6cb3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aTokenOps\u89e3\u51b3\u7684\u662fAI\u516c\u53f8\u201c\u88ab\u653e\u5927\u7684\u8d22\u52a1\u76f2\u533a\u201d\uff0c\u4f46\u8981\u8ba9CFO\u800c\u975e\u5de5\u7a0b\u5e08\u4e70\u5355\uff0c\u9700\u8bc1\u660eROI\u8fdc\u8d85\u201c\u6bcf\u6708\u7701\u4e0b\u4e24\u5c0f\u65f6\u5bf9\u8d26\u65f6\u95f4\u201d\u3002\u5176\u771f\u6b63\u7684\u672a\u6765\uff0c\u6216\u8bb8\u5728\u4e8e\u6210\u4e3aAI\u9886\u57df\u201c\u6536\u5165\u6210\u672c\u5206\u644a\u4e0e\u5229\u6da6\u5206\u6790\u201d\u7684\u65b0\u578b\u8d22\u52a1\u4e2d\u53f0\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\">TokenOps by Lovie<\/span>\n <\/div>\n<div class=\"comment-content\">Unit economics platform for AI companies. TokenOps captures every event across Anthropic, OpenAI, Bedrock, Google, Vercel AI, Azure, and more, reconciles your monthly invoice, and exposes a 30-tool MCP so agents can answer your finance questions.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very important problem to solve. <\/p>\n<\/p>\n<p>How do you integrate securely via these API providers? Is it via their admin APIs or making code changes? <\/p>\n<\/p>\n<p>Any plans to have an open source version to host? <\/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\/@yigit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yigit<\/a> Thanks \u2014 this is exactly the right question to poke at. Integration is a code change, not admin access. You add our SDK and wrap your existing LLM client in one line.<\/p>\n<\/p>\n<p>That’s the whole integration. A few things that matter for security:<\/p>\n<ul>\n<li>\n<p>We never take your Anthropic\/OpenAI\/Bedrock keys. You give us a TokenOps key (ours), never your vendor credentials.<\/p>\n<\/li>\n<li>\n<p>We don’t proxy your traffic. Your calls go straight to the vendor in your own runtime \u2014 we’re not a man-in-the-middle. We read the usage metadata the vendor already returns (model, token counts, latency) <em>after<\/em> the response lands, attribute it to the customerId you pass, and send that to your tenant.<\/p>\n<\/li>\n<li>\n<p>Prompt\/response content is opt-in and stays in your tenant by default. Most teams leave it off \u2014 we only need the usage numbers to do the math.<\/p>\n<\/li>\n<\/ul>\n<p>The only place a provider’s billing API comes in is monthly invoice reconciliation, and it’s optional + read-only: you forward the PDF\/CSV, or we pull it via the vendor’s billing API where one exists. No write access, ever.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/IMWTL4NZYZPBKZ\" class=\"app-title\">LocalForge<\/a><\/p>\n<div class=\"one-liner\">The last line of defence before your code hits git history<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LocalForge \u5728Git\u63d0\u4ea4\u524d\u901a\u8fc7\u672c\u5730\u4e09\u5c42\u626b\u63cf\uff08Rust\u6b63\u5219\u3001CoreML\u7edf\u8ba1\u3001\u672c\u5730LLM\u8bed\u4e49\u5206\u6790\uff09\u62e6\u622a\u5bc6\u94a5\u4e0e\u4e0d\u5b89\u5168\u4ee3\u7801\uff0c\u4e13\u6cbbAI\u8f85\u52a9\u7f16\u7a0b\u65f6\u4ee3\u201c\u5199\u4ee3\u7801\u5feb\u8fc7\u5ba1\u4ee3\u7801\u201d\u7684\u75db\u70b9\uff0c\u786e\u4fdd\u654f\u611f\u4fe1\u606f\u6c38\u4e0d\u79bb\u5f00Mac\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\/6f15c8f7-0782-4b93-8460-07ef8a22ce74.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\/cbff2f0c-06e8-42d8-a08d-e9da547da40b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/94856c52-c7a0-4724-b78c-b424c07146dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/feeeb952-4852-4ebb-82cc-92ceb47e38ff.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\/69569b27-bb36-4631-a623-ac371af2b201.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=R9gTFH8qKYw\"><source src=\"https:\/\/www.youtube.com\/watch?v=R9gTFH8qKYw\" 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\">GitHub<\/span><br \/>\n <span class=\"tag\">Tech<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Git\u9884\u63d0\u4ea4\u94a9\u5b50<\/span><br \/>\n <span class=\"tag\">\u5bc6\u94a5\u6cc4\u6f0f\u9632\u62a4<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI\u4ee3\u7801\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">Apple Silicon\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u5b89\u5168\u9690\u60a3\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u9884\u63d0\u4ea4\u62e6\u622a\u6bd4\u4e8b\u540e\u4fee\u590d\u66f4\u6709\u4ef7\u503c\uff0c\u5173\u6ce8\u672c\u5730LLM\u7684\u8bef\u62a5\u7387\u4e0e\u771f\u5b9e\u68c0\u51fa\u7387\u3002\u5f00\u53d1\u8005\u81ea\u66dd\u8bad\u7ec3\u96c6\u4ec5297\u4e2a\u6837\u672c\uff0c\u627f\u8ba4VSCode\u63d2\u4ef6\u548cLinux\u79fb\u690d\u662f\u540e\u7eed\u65b9\u5411\uff0c\u5e76\u4e3b\u52a8\u5f81\u96c6\u66f4\u591a\u5371\u9669\u4ee3\u7801\u6837\u672c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n LocalForge\u7cbe\u51c6\u5207\u4e2d\u4e86AI\u7f16\u7801\u65f6\u4ee3\u6700\u88ab\u4f4e\u4f30\u7684\u5b89\u5168\u6f0f\u6d1e\u2014\u2014\u4e0d\u662f\u6076\u610f\uff0c\u800c\u662f\u901f\u5ea6\u3002\u5f53LLM\u4ee5\u6beb\u79d2\u7ea7\u751f\u6210\u4ee3\u7801\uff0c\u4eba\u7c7breview\u7684\u8282\u594f\u5f7b\u5e95\u88ab\u51fb\u7a7f\uff0c\u4f20\u7edfpre-commit\u6b63\u5219\u626b\u63cf\u5728\u8bed\u610f\u5c42\u9762\u5f62\u540c\u865a\u8bbe\u3002\u5b83\u7684\u4e09\u5c42\u67b6\u6784\u8bbe\u8ba1\u5f88\u806a\u660e\uff1aRust\u6b63\u5219\u505a\u7b2c\u4e00\u9053\u9632\u7ebf\u8fc7\u6ee4\u786e\u5b9a\u6027\u7684\u5bc6\u94a5\u683c\u5f0f\uff0cCoreML\u5728\u4e0d\u6d88\u8017\u7f51\u7edc\u548c\u7b97\u529b\u7684\u60c5\u51b5\u4e0b\u5904\u7406\u6a21\u5f0f\u5316\u5f02\u5e38\uff0c\u6700\u540e\u7684\u672c\u5730Qwen\u6a21\u578b\u5219\u7528\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u80fd\u529b\u586b\u8865\u6b63\u5219\u548c\u7edf\u8ba1\u65e0\u6cd5\u8986\u76d6\u7684\u201c\u770b\u8d77\u6765\u5b89\u5168\u4f46\u903b\u8f91\u6709\u98ce\u9669\u201d\u7684\u6848\u4f8b\u3002\u4e0d\u8fc7\uff0c\u4eae\u70b9\u548c\u9690\u60a3\u540c\u6837\u7a81\u51fa\u3002297\u4e2a\u6837\u672c\u7684\u8bad\u7ec3\u96c6\u51e0\u4e4e\u5c31\u662f\u4e00\u4e2a\u5b66\u672fDemo\u7684\u6570\u636e\u91cf\u7ea7\uff0c\u8fd9\u610f\u5473\u7740Layer 2\u7684\u8bef\u62a5\u548c\u6f0f\u62a5\u7387\u5728\u771f\u5b9e\u9879\u76ee\u4e2d\u4f1a\u975e\u5e38\u9ad8\u2014\u2014\u5bf9\u4e8e\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u4e00\u4e2a\u6bcf\u4e94\u5206\u949f\u5c31\u865a\u5047\u62a5\u8b66\u7684\u5de5\u5177\uff0c\u6bd4\u6ca1\u6709\u5de5\u5177\u66f4\u8ba9\u4eba\u5d29\u6e83\u3002\u800c\u4e14\uff0cApple Silicon\u7684\u9650\u5b9a\u610f\u5473\u7740Linux CI\u670d\u52a1\u5668\u548cWindows\u5f00\u53d1\u8005\u793e\u533a\u76f4\u63a5\u88ab\u6392\u9664\uff0c\u8fd9\u9650\u5236\u4e86\u4ea7\u54c1\u5728\u56e2\u961f\u7ea7\u90e8\u7f72\u7684\u53ef\u80fd\u6027\u3002VSCode\u63d2\u4ef6\u548c\u5f00\u6e90\u7b56\u7565\u662f\u964d\u4f4e\u95e8\u69db\u7684\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u771f\u6b63\u51b3\u5b9aLocalForge\u80fd\u5426\u4ece\u201c\u4e2a\u4eba\u5b9e\u9a8c\u201d\u53d8\u4e3a\u201c\u56e2\u961f\u6807\u51c6\u201d\u7684\uff0c\u662f\u5b83\u80fd\u5426\u5728\u6709\u9650\u7684\u8ba1\u7b97\u8d44\u6e90\u4e0b\u63d0\u4f9b\u8db3\u591f\u4f4e\u7684\u8bef\u62a5\u7387\uff0c\u4ee5\u53ca\u793e\u533a\u80fd\u5426\u5feb\u901f\u8d21\u732e\u51fa\u8d28\u91cf\u8fdc\u9ad8\u4e8e297\u6761\u8bed\u6599\u5e93\u7684\u8bad\u7ec3\u6570\u636e\u3002\u6700\u540e\uff0c\u5b83\u89e3\u51b3\u7684\u662f\u201c\u4e8b\u540e\u8865\u6551\u201d\u7684\u7126\u8651\uff0c\u4f46\u8fd8\u6ca1\u8bc1\u660e\u81ea\u5df1\u662f\u201c\u4e8b\u524d\u9884\u9632\u201d\u7684\u53ef\u9760\u4f19\u4f34\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LocalForge<\/span>\n <\/div>\n<div class=\"comment-content\">You’re working fast or vibe-coding, the LLM is shipping faster than you can review, and three days later you’re rotating AWS keys at 2am. LocalForge intercepts every git commit before it finalises. 3 layers: Rust regex blocks secrets in <1ms, CoreML on the Neural Engine catches unsafe patterns statistically, and a local Qwen LLM reviews your diff like a human and it's all fully offline on Apple Silicon. Nothing leaves your Mac.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on today’s 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=\"comment-item\">\n<div class=\"comment-content\">\n<p>Pre-commit is the right place for this. Catching secrets after they hit git history always feels too late. I\u2019d be curious to see how often the local LLM flags useful issues vs noisy false positives in real projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>I built this because I kept seeing the same thing in AI-assisted codebases. It’s not malice but ultimately it’s just speed. When you’re vibe coding or working fast because of a deadline, and the LLM is generating 200 lines at a time, secrets and unsafe patterns slip through the review loop since it can’t keep up with the generation loop.<\/p>\n<p>The thing I wanted most was something that ran before git, not after. By the time a secret is in your history, the damage is done even if you rotate immediately since the commit hash is permanent and the exposure window already existed.<\/p>\n<p>Three things I’d love feedback on:<\/p>\n<p>1. The Layer 2 training set is 297 samples across 11 languages so it’s still small. If anyone has labeled risky\/clean code snippets they’d share, I’d love to grow it.<br \/>2.The VS Code extension is next and it’ll reuse the same pipeline so you get inline squiggles without running a commit.<br \/>3. Apple Silicon only right now. A Linux port would need different runtimes for both CoreML and MLX so I’m, interested in whether there’s appetite for it.<\/p>\n<p>Repo is MIT and fully open. Would love issues, PRs, or just to hear what secret patterns you’ve seen slip through that I’m not covering yet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/H6DMZEOGT5B6AJ\" class=\"app-title\">Free AI Image Upscaler<\/a><\/p>\n<div class=\"one-liner\">Locally Increase Resolution of Images<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">12<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Free AI Image Upscaler \u662f\u4e00\u6b3e\u5b8c\u5168\u5728\u672c\u5730\u6d4f\u89c8\u5668\u4e2d\u8fd0\u884c\u3001\u65e0\u9700\u4e0a\u4f20\u56fe\u7247\u5373\u53ef\u63d0\u5347\u56fe\u50cf\u5206\u8fa8\u7387\u7684\u9690\u79c1\u53cb\u597d\u578b\u5728\u7ebf\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u56fe\u50cf\u7ec6\u8282\u589e\u5f3a\u4e0e\u6570\u636e\u5b89\u5168\u5e76\u91cd\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/80292f37-d0b3-4236-a525-1eb52fef72eb.svg?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\">Privacy<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u56fe\u50cf\u653e\u5927<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">WebGPU<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u514d\u4e0a\u4f20<\/span><br \/>\n <span class=\"tag\">\u56fe\u50cf\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39<\/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\u672c\u5730\u5316\u4e0e\u9690\u79c1\u4fdd\u62a4\u7684\u65e0\u4e0a\u4f20\u5356\u70b9\uff0c\u4f46\u5173\u5fc3\u5de5\u5177\u5bf9\u4eba\u8138\u548c\u7ec6\u5c0f\u6587\u5b57\u7684\u5904\u7406\u6548\u679c\uff0c\u5e76\u8ffd\u95ee\u5982\u4f55\u5728\u63d0\u5347\u753b\u8d28\u7684\u540c\u65f6\u907f\u514d\u4e22\u5931\u81ea\u7136\u7ec6\u8282\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 Free AI Image Upscaler \u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u514d\u8d39\u201d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u5ba2\u6237\u7aefWebGPU\u6267\u884c\u6a21\u578b\uff0c\u5f7b\u5e95\u5c06\u9690\u79c1\u987e\u8651\u4ece\u56fe\u50cf\u5904\u7406\u6d41\u7a0b\u4e2d\u5265\u79bb\u3002\u8fd9\u5207\u4e2d\u4e86\u5f53\u524d\u4e91\u7aef\u653e\u5927\u5de5\u5177\u201c\u4e0a\u4f20\u5373\u653e\u5f03\u63a7\u5236\u6743\u201d\u7684\u81f4\u547d\u5f31\u70b9\uff0c\u5bf9\u4e8e\u5904\u7406\u654f\u611f\u6750\u6599\uff08\u5982\u8bc1\u4ef6\u3001\u8bbe\u8ba1\u7a3f\u3001\u79c1\u4eba\u7167\u7247\uff09\u7684\u7528\u6237\u800c\u8a00\uff0c\u662f\u4e00\u9488\u5f3a\u5fc3\u5242\u3002\u7136\u800c\uff0c\u4ec512\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u66b4\u9732\u4e86\u4ea7\u54c1\u5f53\u4e0b\u7684\u5c34\u5c2c\uff1a\u6280\u672f\u8def\u5f84\u7684\u524d\u536b\u6027\uff08\u4f9d\u8d56WebGPU\uff09\u4e0e\u5b9e\u7528\u6027\uff08\u6d4f\u89c8\u5668\u7aef\u7b97\u529b\u9650\u5236\uff09\u4e4b\u95f4\u5b58\u5728\u9e3f\u6c9f\u3002\u7528\u6237\u63d0\u51fa\u7684\u201c\u4eba\u8138\u4e0e\u6587\u5b57\u7ec6\u8282\u201d\u201c\u81ea\u7136\u7eb9\u7406\u4fdd\u6301\u201d\u662f\u8d85\u5206\u8fa8\u7387\u9886\u57df\u7684\u7ecf\u5178\u96be\u9898\uff0c\u672c\u5730\u6a21\u578b\u82e5\u60f3\u8fbe\u5230\u4e91\u7aef\u5934\u90e8\u4ea7\u54c1\uff08\u5982Topaz Gigapixel\uff09\u7684\u5546\u7528\u6c34\u51c6\uff0c\u9700\u8981\u6781\u5176\u7cbe\u5de7\u7684\u8f7b\u91cf\u5316\u7f51\u7edc\u7ed3\u6784\uff0c\u8fd9\u7edd\u975e\u6613\u4e8b\u3002\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6781\u4f73\u7684\u201c\u6280\u672fDemo\u201d\uff0c\u5c55\u793a\u4e86\u6d4f\u89c8\u5668\u7aefAI\u7684\u53ef\u80fd\u6027\uff0c\u4f46\u82e5\u4e0d\u80fd\u5feb\u901f\u8fed\u4ee3\u6a21\u578b\u8d28\u91cf\u5e76\u89e3\u51b3\u8de8\u6d4f\u89c8\u5668\u517c\u5bb9\u6027\uff0c\u5f88\u5bb9\u6613\u6ca6\u4e3a\u201c\u672c\u5730\u8fd0\u884c\u4f46\u6548\u679c\u5e73\u5eb8\u201d\u7684\u9e21\u808b\uff0c\u6ca6\u4e3a\u6280\u672f\u7231\u597d\u8005\u5c1d\u9c9c\u7684\u73a9\u5177\uff0c\u800c\u975e\u4e0b\u6c89\u5e02\u573a\u7684\u751f\u4ea7\u529b\u5de5\u5177\u3002\u5176\u771f\u6b63\u7684\u7a81\u56f4\u70b9\uff0c\u5e94\u5728\u4e8e\u9488\u5bf9\u7279\u5b9a\u573a\u666f\uff08\u5982\u8001\u7167\u7247\u4fee\u590d\u3001\u52a8\u6f2b\u98ce\u653e\u5927\uff09\u505a\u5782\u76f4\u4f18\u5316\uff0c\u4ee5\u5c40\u90e8\u4f18\u52bf\u64ac\u52a8\u53e3\u7891\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\">Free AI Image Upscaler<\/span>\n <\/div>\n<div class=\"comment-content\">Enhance and clarify details of your photos using client-side WebGPU model execution. 100% private, no file uploads, and zero server storage.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch! I like the local\/private angle \u2014 no uploads is a strong selling point for image tools. Curious how it handles faces and small text, since that\u2019s where most upscalers usually break.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">I tested a few image upscalers before, and the biggest issue is usually losing natural details. How do you handle that while still improving image quality?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/O2NQABFWFY6GXE\" class=\"app-title\">Inksightful<\/a><\/p>\n<div class=\"one-liner\">Search your handwritten diaries and notebooks<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Inksightful \u5c06\u7eb8\u8d28\u624b\u5199\u7b14\u8bb0\u548c\u65e5\u8bb0\u62cd\u7167\u626b\u63cf\u540e\uff0c\u5229\u7528 AI \u624b\u5199\u8bc6\u522b\u8f6c\u5316\u4e3a\u53ef\u641c\u7d22\u7684\u7535\u5b50\u6587\u672c\uff0c\u5e76\u4fdd\u7559\u539f\u56fe\u94fe\u63a5\uff0c\u89e3\u51b3\u201c\u624b\u5199\u5185\u5bb9\u96be\u4ee5\u67e5\u627e\u4e0e\u56de\u987e\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\/8179f04e-95aa-4450-afec-6852dc213fa1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ca079c17-80ba-417f-907b-8608668b058c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b7d7424b-b681-4ef3-87be-f70c577bf3f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fcf437c-d909-425b-8fed-d3c91ce6d007.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/460a9fa3-1f4a-4530-b2f4-b628d0acc873.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09e814fc-3456-4c0f-8467-c46fd47c7ac9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Writing<\/span><br \/>\n <span class=\"tag\">Search<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u624b\u5199\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u65e5\u8bb0\u6570\u5b57\u5316<\/span><br \/>\n <span class=\"tag\">\u7b14\u8bb0\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">AI OCR<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u7eb8\u8d28\u7b14\u8bb0\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">iPhone\u626b\u63cf<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u9690\u79c1\u63d0\u9192<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5f52\u6863<\/span><br \/>\n <span class=\"tag\">\u624b\u5199\u4f53\u641c\u7d22<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4e86\u4ea7\u54c1\u5bf9\u521b\u610f\u624b\u7a3f\u3001\u7ed8\u56fe\u9875\u7684\u8bc6\u522b\u6f5c\u529b\uff0c\u5e76\u8be2\u95ee\u5bf9\u6742\u4e71\u7b14\u8ff9\u548c\u6df7\u5408\u5185\u5bb9\u9875\uff08\u5982\u6587\u5b57+\u8349\u56fe\uff09\u7684\u5904\u7406\u6548\u679c\u3002\u5f00\u53d1\u8005\u56de\u5e94\u8868\u793a\u5bf9\u51cc\u4e71\u624b\u5199\u6548\u679c\u4e0d\u9519\uff0c\u5e76\u6307\u51fa LLM \u8bc6\u522b\u6548\u679c\u8fdc\u4f18\u4e8e\u4f20\u7edf OCR\uff0c\u4f46\u5efa\u8bae\u7528\u6237\u4ecd\u9700\u6838\u5bf9\u539f\u56fe\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 Inksightful \u5207\u5165\u7684\u75db\u70b9\u771f\u5b9e\u4e14\u7ec6\u817b\u2014\u2014\u624b\u5199\u7b14\u8bb0\u7684\u201c\u9057\u5fd8\u7a0e\u201d\u662f\u91cd\u5ea6\u7b14\u8bb0\u7528\u6237\u7684\u5fc3\u75c5\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u626b\u63cf\u201d\u6216\u201c\u5b58\u50a8\u201d\uff0c\u800c\u5728\u4e8e\u5c06\u7eb8\u5f20\u7684\u7269\u7406\u79c1\u5bc6\u6027\u4e0e\u6570\u5b57\u7684\u77ac\u65f6\u68c0\u7d22\u529b\u6253\u901a\u3002\u5f00\u53d1\u8005\u5766\u8bda\u5730\u4f7f\u7528\u4e86\u4e91\u7aef AI \u5904\u7406\u5e76\u660e\u786e\u63d0\u793a\u9690\u79c1\u98ce\u9669\uff0c\u8fd9\u65e2\u662f\u8bda\u5b9e\u7684\u7f3a\u9677\uff0c\u4e5f\u662f\u4ea7\u54c1\u5b9a\u4f4d\u7684\u8fb9\u754c\uff1a\u5b83\u53ea\u80fd\u670d\u52a1\u4e8e\u201c\u53ef\u5411\u7b2c\u4e09\u65b9\u5c55\u793a\u201d\u7684\u7b14\u8bb0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u5f53\u524d\u4ea7\u54c1\u6700\u5927\u7684\u60f3\u8c61\u529b\u5728\u4e8e\u201c\u975e\u7eaf\u6587\u5b57\u201d\u5185\u5bb9\u7684\u5904\u7406\uff08\u5982\u8349\u56fe\u3001\u6df7\u5408\u9875\uff09\uff0c\u8fd9\u6070\u6070\u662f\u624b\u5199\u573a\u666f\u6700\u666e\u904d\u7684\u72b6\u6001\uff0c\u4e5f\u662f\u4f20\u7edf OCR \u7684\u786c\u4f24\u3002\u867d\u7136\u5f00\u53d1\u8005\u5df2\u7528 LLM \u63d0\u5347\u4e86\u5bf9\u6f66\u8349\u7b14\u8ff9\u7684\u8bc6\u522b\uff0c\u4f46 LLM \u5bf9\u8349\u56fe\u3001\u56fe\u8868\u3001\u6279\u6ce8\u7b49\u975e\u7ed3\u6784\u5143\u7d20\u7684\u201c\u7406\u89e3\u201d\u4f9d\u7136\u7c97\u6d45\u3002\u5982\u679c Inksightful \u53ea\u505c\u7559\u4e8e\u5c06\u624b\u5199\u4f53\u8f6c\u6362\u4e3a\u53ef\u641c\u7d22\u7684\u6587\u672c\u5b57\u7b26\u4e32\uff0c\u90a3\u5b83\u672c\u8d28\u4e0a\u4e0d\u8fc7\u662f\u52a0\u4e86\u641c\u7d22\u529f\u80fd\u7684\u4e91\u626b\u63cf\u4eea\uff0c\u4ef7\u503c\u6709\u9650\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5438\u5f15\u4eba\u7684\u53ef\u80fd\u6027\u662f\uff1a\u8ba9\u4ea7\u54c1\u4e0d\u4ec5\u8bc6\u522b\u6587\u5b57\uff0c\u66f4\u80fd\u8bc6\u522b\u201c\u8bed\u5883\u201d\u2014\u2014\u4f8b\u5982\u5728\u540c\u4e00\u9875\u4e2d\u533a\u5206\u201c\u6bb5\u843d\u6807\u9898\u201d\u4e0e\u201c\u6b63\u6587\u201d\u3001\u201c\u5f85\u529e\u4e8b\u9879\u201d\u4e0e\u201c\u7075\u611f\u968f\u7b14\u201d\uff0c\u751a\u81f3\u81ea\u52a8\u5173\u8054\u8de8\u7b14\u8bb0\u672c\u7684\u76f8\u540c\u4eba\u7269\u6216\u5730\u70b9\u3002\u4f46\u8fd9\u9700\u8981\u6301\u7eed\u7684\u6a21\u578b\u8c03\u4f18\u4e0e\u7528\u6237\u884c\u4e3a\u6570\u636e\u53cd\u9988\uff0c\u5bf9\u5f53\u524d 11 \u7968\u7684\u51b7\u542f\u52a8\u5e94\u7528\u800c\u8a00\uff0c\u6311\u6218\u5de8\u5927\u3002\u76ee\u524d\u5b83\u66f4\u50cf\u4e00\u4e2a\u7cbe\u81f4\u7684 MVP\uff1a\u5bf9\u65e5\u8bb0\u7231\u597d\u8005\u591f\u7528\uff0c\u4f46\u5bf9\u9ad8\u8981\u6c42\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\uff0c\u5176\u201c\u503c\u5f97\u4fe1\u4efb\u201d\u7684\u627f\u8bfa\u4ecd\u60ac\u5728\u8bc6\u522b\u51c6\u786e\u7387\u4e0e\u9690\u79c1\u53d6\u820d\u4e4b\u95f4\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\">Inksightful<\/span>\n <\/div>\n<div class=\"comment-content\">Inksightful turns paper notebooks and diaries into a searchable archive. Scan pages with your iPhone, use AI handwriting recognition, and find names, places, ideas, and memories later without flipping through old pages. Original scans stay linked to the text so you can check the source.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi Product Hunt, I am Brian, the maker of Inksightful.<\/p>\n<p>I built this because I have kept paper diaries for decades, but rarely reread them. My oldest notebooks were following me from shelf to shelf, getting more fragile, and staying mostly invisible. I wanted the benefits of paper without losing search, backup, and the small daily ritual of revisiting old entries.<\/p>\n<p>Inksightful is for people who still like writing by hand but want the convenience of digital copies.<\/p>\n<p>The app lets you scan paper notebook and journal pages with an iPhone, run AI handwriting recognition, and search the recognized text later. It keeps the original page scan linked to the text, so you can always check the source when something looks uncertain.<\/p>\n<p>For diaries, Inksightful can also group pages into dated entries and surface past entries from the same day in earlier years. The goal is to make the names, places, phrases, ideas, and dates you wrote on paper years ago findable.<\/p>\n<p>The part that convinced me this was worth building was seeing AI transcription beat normal phone OCR on my own messy handwriting. It is not perfect, and I still check the original scan when something looks off, but it crosses the practical line for me.<\/p>\n<p>A privacy note because personal notebooks can be sensitive: Inksightful uses cloud AI processing for handwriting recognition and organization. Models won’t be trained on your data, but do not use it for pages you cannot share with third-party processors.<\/p>\n<p>I would especially like feedback from people with real stacks of notebooks, journals, field notes, meeting notes, or project logs. What would make this trustworthy enough for your paper archive?<\/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>Hey mate! This looks fantastic.<br \/>If you do industrial design or UI sketches in a notebook, how will Inksightful interpret these? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>How well does it handle messy handwriting and mixed pages ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> I think it handles messy handwriting well! I wrote about it last year when I was developing the product. This post has an example page from one of my diaries, the results from Apple’s on-device OCR, and the result from LLM handwriting recognition. Compared to on-device OCR, LLMs crossed a threshold for me; it’s easier to read the LLM-recognized text than my own handwriting! <\/p>\n<\/p>\n<p><a href=\"https:\/\/bdewey.substack.com\/p\/whats-new-with-notebook-index\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/bdewey.substack.com\/p\/whats-new-with-notebook-index<\/a><\/p>\n<\/p>\n<p>Not sure what you mean by “mixed pages,” though; can you elaborate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/DHJMG5HXI5OQDF\" class=\"app-title\">LeGink Creator <\/a><\/p>\n<div class=\"one-liner\">Youtube Content Creation Tool<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">11<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LeGink Creator \u662f\u4e00\u6b3e\u4e13\u4e3aYouTube\u521b\u4f5c\u8005\u6253\u9020\u7684AI\u811a\u672c\u751f\u6210\u5de5\u5177\uff0c\u8f93\u5165\u4e3b\u9898\u5373\u53ef\u83b7\u5f97\u5305\u542b\u94a9\u5b50\u3001\u6b63\u6587\u3001CTA\u3001\u6807\u9898\u3001\u6807\u7b7e\u548c\u7f29\u7565\u56fe\u6784\u601d\u7684\u5b8c\u6574\u53d1\u5e03\u7ea7\u811a\u672c\uff0c\u89e3\u51b3\u4f20\u7edfAI\u5de5\u5177\u4e0d\u6ce8\u91cd\u89c6\u9891\u7559\u5b58\u7387\u4e0e\u8282\u594f\u611f\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\/eb7d6373-a1de-48a0-8fc2-44b224404a6d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a526463-f9d0-4115-8f73-ee27d310b2ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9357789c-782c-4f57-9196-f997ab62de85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d950de1-86e3-41ca-97d3-4e9b56616b00.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47f4e1e7-e45d-409b-9b2f-00da77451b5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3f5883e0-e5a4-4b9b-a33e-7fee2e11ab86.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u811a\u672c\u751f\u6210<\/span><br \/>\n <span class=\"tag\">YouTube\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7559\u5b58\u7387<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u65e5\u5386<\/span><br \/>\n <span class=\"tag\">\u63d0\u8bcd\u5668<\/span><br \/>\n <span class=\"tag\">B-Roll\u6e05\u5355<\/span><br \/>\n <span class=\"tag\">AI\u6539\u5199<\/span><br \/>\n <span class=\"tag\">\u9891\u9053\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/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>\u521b\u59cb\u4eba\u5f3a\u8c03\u4ea7\u54c1\u4fa7\u91cd\u7559\u5b58\u7387\u800c\u975e\u901a\u7528\u8f93\u51fa\u3002\u7528\u6237\u5173\u6ce8AI\u5982\u4f55\u521b\u4f5c\u9ad8\u5438\u5f15\u529b\u7684\u524d15\u79d2\u94a9\u5b50\uff0c\u662f\u4f9d\u8d56\u7ed3\u6784\u6a21\u677f\u8fd8\u662f\u8bad\u7ec3\u4e8e\u9ad8\u7559\u5b58\u5f00\u5934\u3002\u53e6\u4e00\u7528\u6237\u8be2\u95ee\u5185\u5bb9\u65e5\u5386\u662f\u5426\u80fd\u907f\u514d\u91cd\u590d\u5df2\u53d1\u5e03\u4e3b\u9898\uff0c\u786e\u8ba4\u53ef\u4ee5\u5206\u6790\u9891\u9053\u5e76\u751f\u6210\u4e0d\u91cd\u590d\u7684\u4e2a\u6027\u5316\u8ba1\u5212\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 LeGink Creator \u5728\u62e5\u6324\u7684AI\u5185\u5bb9\u521b\u4f5c\u8d5b\u9053\u4e2d\uff0c\u5207\u4e2d\u4e86\u4e00\u4e2a\u88ab\u6cdb\u5316\u5de5\u5177\u957f\u671f\u5ffd\u89c6\u7684\u75db\u70b9\uff1a\u89c6\u9891\u7559\u5b58\u7387\u3002\u901a\u7528AI\u811a\u672c\u5f80\u5f80\u4fe1\u606f\u5806\u780c\u5374\u7f3a\u4e4f\u8282\u594f\u611f\uff0c\u800cLeGink\u5c06\u201cRetention\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u76f4\u63a5\u7784\u51c6\u4e86YouTube\u7b97\u6cd5\u4e0e\u89c2\u4f17\u6ce8\u610f\u529b\u7684\u535a\u5f08\u5173\u952e\u2014\u2014\u524d15\u79d2\u7684\u94a9\u5b50\u4e0e\u540e\u7eed\u7684\u53d9\u4e8b\u8282\u594f\u3002\u5176\u5185\u5bb9\u65e5\u5386\u529f\u80fd\u901a\u8fc7\u5206\u6790\u9891\u9053\u5386\u53f2\u907f\u514d\u4e3b\u9898\u91cd\u590d\uff0c\u89e3\u51b3\u4e86\u201c\u9009\u9898\u67af\u7aed\u201d\u4e0e\u201c\u5185\u5bb9\u540c\u8d28\u5316\u201d\u7684\u9690\u6027\u6210\u672c\uff1b\u5185\u7f6e\u63d0\u8bcd\u5668\u4e0eB-Roll\u6e05\u5355\u5219\u8fdb\u4e00\u6b65\u7f29\u77ed\u4e86\u4ece\u811a\u672c\u5230\u62cd\u6444\u7684\u6700\u540e\u4e00\u516c\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u7684\u6311\u6218\u5728\u4e8e\u5982\u4f55\u8bc1\u660e\u5176\u201cRetention-Tuned\u201d\u5e76\u975e\u8425\u9500\u8bdd\u672f\u3002\u521b\u59cb\u4eba\u5fc5\u987b\u6301\u7eed\u8fed\u4ee3\u6a21\u578b\uff0c\u4f7f\u5176\u771f\u6b63\u7406\u89e3YouTube\u4e0d\u540c\u5229\u57fa\uff08\u5982\u6559\u80b2\u3001Vlog\u3001\u8bc4\u6d4b\uff09\u7684\u5dee\u5f02\u5316\u53d9\u4e8b\u903b\u8f91\uff0c\u800c\u975e\u4ec5\u4ec5\u5957\u7528\u4e00\u4e2a\u6a21\u677f\u300211\u7968\u7684\u4f4e\u70ed\u5ea6\u53cd\u6620\u51fa\u4ea7\u54c1\u5c1a\u5904\u65e9\u671f\uff0c\u5176\u4ef7\u503c\u80fd\u5426\u5728\u771f\u5b9e\u521b\u4f5c\u8005\u7684\u6570\u636e\uff08\u5982\u5f15\u6d41\u540e\u505c\u7559\u65f6\u957f\u63d0\u5347\uff09\u4e2d\u5f97\u5230\u9a8c\u8bc1\uff0c\u662f\u5173\u952e\u5206\u6c34\u5cad\u3002\u5bf9\u72ec\u7acb\u5f00\u53d1\u8005\u800c\u8a00\uff0cLeGink\u7684\u5b9a\u4f4d\u7cbe\u51c6\uff0c\u4f46\u82e5\u4e0d\u80fd\u5feb\u901f\u6784\u5efa\u793e\u533a\u53e3\u7891\u4e0e\u5dee\u5f02\u5316\u6570\u636e\u58c1\u5792\uff0c\u5f88\u5bb9\u6613\u88ab\u5927\u5382\u7684\u6cdb\u5316\u5de5\u5177\uff08\u5982Opus Clip\u6216ChatGPT\u7684\u811a\u672c\u53d8\u4f53\uff09\u4ee5\u66f4\u4f4e\u7684\u6210\u672c\u8fb9\u7f18\u5316\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5bf9\u4e86\uff0c\u4f46\u9700\u8981\u786c\u6838\u6848\u4f8b\u6765\u6491\u8d77\u201cNot Generic\u201d\u7684\u5ba3\u8a00\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\">LeGink Creator <\/span>\n <\/div>\n<div class=\"comment-content\">LeGink Creator is an AI-powered platform built for YouTube creators. Type your topic, pick a niche and tone, and get a full publish-ready script in seconds \u2014 hook, body, CTA, titles, tags, and thumbnail ideas, all tuned for retention, not generic AI output. Paste your channel URL and our Content Calendar analyzes your niche to build a personalized 10-day plan. Built-in editor with teleprompter, AI rewrites, and B-roll checklists. Free plan, no card required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<br \/>\nI’m Gian Carlos, solo founder of LeGink Creator. I built this because I was spending hours every week writing scripts for my own YouTube channels and got tired of generic AI tools that don’t understand retention or pacing.<br \/>\nLeGink Creator generates a full script \u2014 hook, body, CTA, titles, tags, thumbnail ideas \u2014 all tuned for YouTube specifically. It also has a Content Calendar that analyzes your actual channel and gives you a personalized 10-day plan, plus a built-in editor with a teleprompter for when you’re ready to film.<br \/>\nFree to try, no card needed. Would love your feedback \u2014 what would make this more useful for your workflow?<\/div>\n<div class=\"comment-actions\">\n<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\/@gian_carlos_legon_suarez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gian_carlos_legon_suarez<\/a> retention tuned not generic is the right thing to chase, and it all rides on the first 15 seconds. how does LeGink approach the hook, trained on high retention openers or more of a structural template? that part decides if a script holds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does the calendar pull from your existing videos to avoid repeating topics you\u2019ve already covered?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@karimbenkeroum\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karimbenkeroum<\/a> Yes, the tool is created so it analyzes your channel and your latest uploads, and develops ideas based on your channel and does not repeat ideas.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GHOAFNQO52OIV2\" class=\"app-title\">Math Shield – Focus & Unlock<\/a><\/p>\n<div class=\"one-liner\">Unlock Apps with Math<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">10<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Math Shield \u901a\u8fc7\u5f3a\u5236\u89e3\u9501\u524d\u5b8c\u6210\u6570\u5b66\u6311\u6218\uff0c\u5c06App\u5c01\u9501\u8f6c\u5316\u4e3a\u4e13\u6ce8\u529b\u8bad\u7ec3\u4e0e\u6570\u5b66\u7ec3\u4e60\uff0c\u9002\u7528\u4e8e\u5b69\u5b50\u63d0\u5347\u7b97\u672f\u80fd\u529b\u3001\u6210\u5e74\u4eba\u51cf\u5c11\u65e0\u610f\u8bc6\u5237\u5c4f\u5e76\u57f9\u517b\u5065\u5eb7\u6570\u5b57\u4e60\u60ef\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\/b489b295-b6c2-4318-b01c-065fdbb65408.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2a03fb6-c049-4855-a521-d4614a9f7a32.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10ce1ded-4f20-4d1d-9c8c-6d10f49957a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b819d444-1bbd-4bec-9d84-85253486c264.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\">Kids<\/span><br \/>\n <span class=\"tag\">Education<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">App\u9501<\/span><br \/>\n <span class=\"tag\">\u6570\u5b66\u6311\u6218<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u6570\u5b57\u4e60\u60ef<\/span><br \/>\n <span class=\"tag\">\u513f\u7ae5\u7b97\u672f<\/span><br \/>\n <span class=\"tag\">\u6210\u4eba\u8111\u529b<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u884c\u4e3a\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u65f6\u95f4\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5bd3\u6559\u4e8e\u4e50<\/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\u589e\u52a0\u5fc3\u7406\u6469\u64e6\u201d\u800c\u975e\u7b80\u5355\u5c01\u9501\u7684\u7406\u5ff5\u3002\u5f00\u53d1\u8005\u63d0\u51fa\u95ee\u9898\uff1a\u662f\u5426\u613f\u610f\u7528\u6570\u5b66\u6311\u6218\u51cf\u5c11\u5c4f\u5e55\u65f6\u95f4\u3001\u504f\u597d\u4f55\u79cd\u6311\u6218\u7c7b\u578b\u3001\u671f\u5f85\u540e\u7eed\u529f\u80fd\u3002\u6709\u8bc4\u8bba\u8be2\u95ee\u662f\u5426\u8ba1\u5212\u4e3a\u513f\u7ae5\u548c\u6210\u4eba\u8bbe\u7f6e\u4e0d\u540c\u96be\u5ea6\u7ea7\u522b\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 Math Shield \u7684\u5e95\u5c42\u903b\u8f91\u5e76\u975e\u521b\u65b0\u2014\u2014\u5c06\u201c\u89e3\u9501\u201d\u52a8\u4f5c\u7ed1\u5b9a\u8ba4\u77e5\u4efb\u52a1\uff0c\u672c\u8d28\u662f\u884c\u4e3a\u8bbe\u8ba1\u4e2d\u7684\u201c\u9884\u627f\u8bfa\u201d\u4e0e\u201c\u538c\u6076\u635f\u5931\u201d\u53e0\u52a0\u3002\u5176\u4ef7\u503c\u5728\u4e8e\u628a\u201c\u88ab\u52a8\u6212\u65ad\u201d\u8f6c\u5316\u4e3a\u201c\u4e3b\u52a8\u6295\u5165\u201d\uff0c\u8ba9\u6bcf\u6b21\u5206\u5fc3\u90fd\u4ed8\u51fa\u5fae\u5c0f\u7684\u8111\u529b\u6210\u672c\uff0c\u4ece\u800c\u964d\u4f4e\u65e0\u610f\u8bc6\u6ed1\u52a8\u7684\u9891\u7387\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5f53\u524d\u4ec5\u51ed10\u4e2a\u6295\u7968\u548c\u4e00\u6761\u6709\u6548\u8bc4\u8bba\u5c31\u4e0a\u7ebf\uff0c\u66b4\u9732\u4e86\u4ea7\u54c1\u6210\u719f\u5ea6\u7684\u4e0d\u8db3\u3002\u6838\u5fc3\u95ee\u9898\u6709\u4e09\uff1a\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e00\uff0c\u6570\u5b66\u6311\u6218\u7684\u96be\u5ea6\u68af\u5ea6\u8bbe\u8ba1\u4e0e\u7528\u6237\u52a8\u673a\u7684\u9519\u914d\u2014\u2014\u513f\u7ae5\u9700\u8981\u7b80\u5355\u9898\u5efa\u7acb\u4fe1\u5fc3\uff0c\u6210\u4eba\u53ef\u80fd\u538c\u6076\u4f4e\u667a\u91cd\u590d\uff0c\u7f3a\u4e4f\u4e2a\u6027\u5316\u5f15\u64ce\u4f1a\u5bfc\u81f4\u6d41\u5931\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e8c\uff0c\u201c\u5b66\u4e60\u4f53\u9a8c\u201d\u7684\u53d9\u4e8b\u5728\u534e\u800c\u4e0d\u5b9e\u7684\u8fb9\u7f18\uff1a\u788e\u7247\u5316\u7684\u7b97\u672f\u7ec3\u4e60\u5bf9\u6570\u5b66\u80fd\u529b\u7684\u63d0\u5347\u6781\u5176\u6709\u9650\uff0c\u66f4\u591a\u662f\u5145\u5f53\u201c\u60e9\u7f5a\u6027\u95e8\u69db\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u6559\u80b2\u5de5\u5177\u3002\u4e0e Duolingo \u6216 Brilliant \u7684\u4f53\u7cfb\u5316\u5b66\u4e60\u4e0d\u53ef\u540c\u65e5\u800c\u8bed\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7b2c\u4e09\uff0c\u4ea7\u54c1\u5f62\u6001\u5355\u4e00\uff1a\u4ec5\u4f9d\u8d56\u524d\u7f6e\u6311\u6218\uff0c\u7f3a\u4e4f\u540e\u7f6e\u8bb0\u5f55\u3001\u5206\u6790\u6216\u6fc0\u52b1\u673a\u5236\uff08\u5982\u89e3\u9501\u540e\u9650\u65f6\u4f7f\u7528\u3001\u9519\u9898\u672c\u3001\u6210\u5c31\u7cfb\u7edf\uff09\uff0c\u5bb9\u6613\u5728\u65b0\u9c9c\u611f\u6d88\u9000\u540e\u88ab\u5378\u8f7d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u503c\u5f97\u6df1\u6316\u7684\u65b9\u5411\uff0c\u662f\u8ba9\u201c\u5206\u5fc3\u201d\u672c\u8eab\u4ea7\u751f\u5b66\u4e60\u4ef7\u503c\u2014\u2014\u4f8b\u5982\uff0c\u6839\u636e\u7528\u6237\u5e38\u70b9\u5f00\u7684App\u7c7b\u578b\uff08\u793e\u4ea4\/\u6e38\u620f\/\u5de5\u5177\uff09\u52a8\u6001\u8c03\u6574\u9898\u76ee\u7c7b\u578b\uff08\u903b\u8f91\u9898\/\u901f\u7b97\/\u51e0\u4f55\uff09\uff0c\u6216\u4e0e\u65ad\u820d\u79bb\u7406\u5ff5\u7ed3\u5408\uff0c\u8bb0\u5f55\u6bcf\u65e5\u201c\u5b66\u4e60\u6362\u6765\u7684\u5c4f\u5e55\u65f6\u95f4\u201d\u5bf9\u6bd4\u3002\u82e5\u53ea\u505c\u7559\u5728\u201c\u89e3\u9053\u9898\u624d\u80fd\u8fdb\u6296\u97f3\u201d\u7684\u6d45\u5c42\u8bbe\u8ba1\uff0c\u5f88\u96be\u4ece\u540c\u7c7b\u5de5\u5177\uff08\u5982 One Sec\u3001Forest\uff09\u4e2d\u6740\u51fa\u91cd\u56f4\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\">Math Shield – Focus & Unlock<\/span>\n <\/div>\n<div class=\"comment-content\">Math Shield transforms app blocking into a learning experience. Instead of passively locking apps, it requires users to solve math challenges before gaining access. It’s useful for children building math skills and adults looking to sharpen mental arithmetic, improve focus, and create healthier digital habits.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b Hi everyone!<\/p>\n<p>\ud83d\ude80 I’m excited to share <strong>Math Shield<\/strong>, an iOS app that helps people build healthier screen habits by turning app unlocking into a learning opportunity.<\/p>\n<p>\ud83e\uddee Instead of simply blocking distracting apps, Math Shield requires users to solve math problems before gaining access. It’s designed for kids who want to improve their arithmetic skills, as well as adults who want to sharpen mental math, improve focus, and reduce mindless scrolling.<\/p>\n<p>\ud83d\udca1 The idea came from noticing how often we unlock apps without thinking. I wanted to create something that not only reduces distractions but also helps users learn and practice a useful skill every day.<\/p>\n<p>\ud83d\ude4f I’d love to hear your feedback:<\/p>\n<p>\u2022 \ud83d\udcf1 Would you use math challenges to reduce screen time?<br \/>\u2022 \ud83c\udfaf What types of challenges would motivate you the most?<br \/>\u2022 \u2728 What features would you like to see next?<\/p>\n<p>Thanks for checking out Math Shield! \ud83d\ude80\ud83e\uddee<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice idea \u2014 I like that it adds a small \u201cmental friction\u201d instead of just blocking apps completely. Curious if you plan to add different difficulty levels for kids vs adults?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NWCCFSOVMOTG57\" class=\"app-title\">The Resistance<\/a><\/p>\n<div class=\"one-liner\">The hidden-role spy game you can play with friends online<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>The Resistance\u662f\u5728\u7ebf\u7f51\u9875\u7248\u201c\u62b5\u6297\u7ec4\u7ec7\u201d\u684c\u6e38\uff0c\u65e0\u9700\u6ce8\u518c\u5b89\u88c5\uff0c\u901a\u8fc7\u5206\u4eab\u94fe\u63a5\u8ba93-12\u540d\u597d\u53cb\u8fdc\u7a0b\u8fdb\u884c\u8eab\u4efd\u63a8\u7406\u4e0e\u4e92\u9a97\uff0c\u89e3\u51b3\u7ebf\u4e0b\u684c\u6e38\u65e0\u6cd5\u8fdc\u7a0b\u540c\u4e50\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 single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/25790ad0-cf0d-4a86-9b0d-0cbbc0e27fbf.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\">Board Games<\/span><br \/>\n <span class=\"tag\">Free Games<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u4ea4\u63a8\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u4eba\u684c\u6e38<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u684c\u6e38<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u9690\u85cf<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u805a\u4f1a<\/span><br \/>\n <span class=\"tag\">\u96f6\u5b89\u88c5<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u804a\u5929<\/span><br \/>\n <span class=\"tag\">\u62b5\u6297\u7ec4\u7ec7<\/span><br \/>\n <span class=\"tag\">\u6740\u65f6\u95f4<\/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\u4f5c\u4e3a\u5f00\u53d1\u8005\u81ea\u8ff0\u5236\u4f5c\u52a8\u673a\u662f\u89e3\u51b3\u65e0\u6cd5\u7ebf\u4e0b\u73a9\u539f\u7248\u684c\u6e38\u7684\u75db\u70b9\uff1b\u5f3a\u8c03\u65e0\u8d26\u53f7\u5b89\u88c5\u3001\u8de8\u8bbe\u5907\u3001\u5185\u7f6e\u8bed\u97f3\u3002\u6709\u7528\u6237\u8d28\u7591\u79fb\u52a8\u7aef\u6295\u7968\u662f\u5426\u6613\u7d27\u5f20\uff0c\u4f5c\u8005\u56de\u5e94\u8bbe\u8ba1\u4e3a\u6bcf\u4eba\u624b\u673a\u72ec\u7acb\u64cd\u4f5c\u4e14\u754c\u9762\u7edf\u4e00\uff0c\u4e0d\u4f1a\u66b4\u9732\u8eab\u4efd\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 The Resistance Online\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u201c\u7269\u7406\u684c\u6e38\u6570\u5b57\u5316\u201d\u6848\u4f8b\uff0c\u800c\u975e\u521b\u65b0\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u96f6\u6469\u64e6\uff1a\u4e00\u94fe\u5f00\u623f\u3001\u65e0\u8d26\u53f7\u3001\u65e0\u4e0b\u8f7d\uff0c\u8fd9\u7cbe\u51c6\u547d\u4e2d\u4e86\u201c\u60f3\u73a9\u4f46\u61d2\u201d\u7684\u8f7b\u793e\u4ea4\u573a\u666f\u30029\u4e2a\u6295\u7968\u5c5e\u4e8e\u51b7\u542f\u52a8\uff0c\u8bc4\u8bba\u57fa\u672c\u662f\u5f00\u53d1\u8005\u81ea\u95ee\u81ea\u7b54\uff0c\u8bf4\u660e\u4ea7\u54c1\u5c1a\u672a\u7ecf\u5386\u771f\u5b9e\u5e02\u573a\u51b2\u5237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u903b\u8f91\u770b\uff0c\u5b83\u786e\u5b9e\u89e3\u51b3\u4e86\u539f\u7248\u684c\u6e38\u7684\u8fdc\u7a0b\u75db\u70b9\uff0c\u4f46\u5929\u82b1\u677f\u660e\u663e\u3002\u793e\u4ea4\u63a8\u7406\u6e38\u620f\u7684\u751f\u547d\u529b\u5728\u4e8e\u201c\u9762\u5bf9\u9762\u5fae\u8868\u60c5\u548c\u6c14\u6c1b\u538b\u8feb\u201d\uff0c\u7eaf\u7ebf\u4e0a\u6a21\u5f0f\u867d\u964d\u4f4e\u95e8\u69db\uff0c\u5374\u7a00\u91ca\u4e86\u6838\u5fc3\u4f53\u9a8c\u3002\u5185\u7f6e\u8bed\u97f3\u804a\u5929\u662f\u5bf9Discord\u7684\u5ec9\u4ef7\u66ff\u4ee3\uff0c\u7f3a\u4e4f\u4e92\u52a8\u589e\u5f3a\uff08\u5982\u8868\u60c5\u5305\u3001\u5b9e\u65f6\u5f39\u5e55\uff09\u6765\u8865\u507f\u7ebf\u4e0b\u4eea\u5f0f\u611f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5173\u952e\u7684\u662f\uff0c\u540c\u7c7b\u4ea7\u54c1\u5982Werewolf Online\u3001Among Us\u65e9\u5df2\u9a8c\u8bc1\u5e02\u573a\uff0c\u4e14\u540e\u8005\u51ed\u501f\u7f8e\u672f\u548c\u673a\u5236\u521b\u65b0\u51fa\u5708\u3002The Resistance\u4ec5\u505a\u529f\u80fd\u79fb\u690d\uff0c\u7f3a\u4e4f\u89c6\u89c9\u8bbe\u8ba1\u548c\u6e38\u620f\u5316\u6fc0\u52b1\uff08\u5982\u6210\u5c31\u3001\u76ae\u80a4\uff09\uff0c\u957f\u7ebf\u7559\u5b58\u582a\u5fe7\u3002\u5b83\u66f4\u50cf\u662f\u5f00\u53d1\u8005\u7684\u4e2a\u4eba\u7b80\u5386\u9879\u76ee\uff0c\u800c\u975e\u5177\u5907\u5546\u4e1a\u6f5c\u529b\u7684\u4ea7\u54c1\u3002\u5982\u679c\u4e0d\u4e0a\u67b6App\u7aef\u5e76\u5f15\u5165AI\u5339\u914d\u548c\u6392\u4f4d\u7cfb\u7edf\uff0c\u8fd9\u4e2a\u201c\u62b5\u6297\u7ec4\u7ec7\u201d\u53ef\u80fd\u6c38\u8fdc\u505c\u7559\u5728\u5c0f\u4f17\u670b\u53cb\u7684\u79c1\u5bc6\u5f00\u9ed1\u91cc\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\">The Resistance<\/span>\n <\/div>\n<div class=\"comment-content\">Play The Resistance free in your browser. A hidden-role social deduction game for 3-12 players. Complete five missions, unmask the spies, trust no one. No account or install: create a room and share the link.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>My friends and I play the board game “The Resistance” constantly. It’s our game night staple. The problem: whenever we couldn’t all be in the same room, we had no good way to keep playing it. So I built one.<\/p>\n<p>The Resistance Online is a free, real-time multiplayer version you play right in your browser. No account, No install. One person creates a private room, shares the link (or a QR code), and 3\u201312 of you jump in from wherever you are.<\/p>\n<p>It’s a hidden-role social deduction game: most players are loyal operatives trying to complete missions, while a few are secret spies sabotaging from within. The app handles all the fiddly bookkeeping – secret roles, the voting, mission cards, the spy count – so you can focus on the fun part: arguing, bluffing, and working out who to trust. There’s built-in voice and text chat too, so it still feels like game night when you’re apart.<\/p>\n<p>It works on phones and desktop, and there’s genuinely nothing to download, just send the link and play.<\/p>\n<p>Would love your feedback, and happy to answer any questions! \ud83d\udd75\ufe0f<\/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>Do you support private roles and mission voting on mobile without it getting stressful?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@naimz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naimz<\/a> Yes, the game is inherently a little stressful but its designed for everyone to play from their own phone and the screen looks identical across each role so you won’t accidentally reveal your role.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/QNLIXMSD5DT7ET\" class=\"app-title\">Cutio<\/a><\/p>\n<div class=\"one-liner\">Skip YouTube sponsors with AI, even on TV<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">9<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cutio\u5229\u7528AI\u81ea\u52a8\u8bc6\u522b\u5e76\u8df3\u8fc7YouTube\u89c6\u9891\u4e2d\u7684\u8d5e\u52a9\u5e7f\u544a\u548c\u81ea\u6211\u63a8\u5e7f\u6bb5\u843d\uff0c\u652f\u6301\u6d4f\u89c8\u5668\u53ca\u914d\u5bf9\u7535\u89c6\u89c2\u770b\uff0c\u63d0\u4f9b\u65e0\u4e2d\u65ad\u7684\u89c2\u770b\u4f53\u9a8c\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e2493e64-1595-4b41-9fdb-eb0b17486c5a.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\/69b7fb4b-953f-429e-b525-47b68f709e16.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\/1031f472-94aa-48f7-94ad-bea0ca7b8b4a.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\/ca2ae352-a3b1-437d-877d-ed86bd3e7ca7.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\/015c1546-7ae2-4992-855c-146e7f1a1ff7.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\">Chrome Extensions<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YouTube<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u5206\u6790<\/span><br \/>\n <span class=\"tag\">YouTube\u5e7f\u544a\u8df3\u8fc7<\/span><br \/>\n <span class=\"tag\">\u8d5e\u52a9\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u7535\u89c6\u914d\u5bf9<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u7f13\u5b58<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u8d5e\u52a9<\/span><br \/>\n <span class=\"tag\">\u89c2\u770b\u4f53\u9a8c\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8AI\u51c6\u786e\u6027\uff0c\u62c5\u5fc3\u521b\u4f5c\u8005\u6539\u53d8\u5e7f\u544a\u5f62\u5f0f\u540e\u68c0\u6d4b\u5931\u6548\uff1bTV\u914d\u5bf9\u529f\u80fd\u53d7\u8ba4\u53ef\uff0c\u4f46\u9700\u9632\u6b62\u8bef\u8df3\u8fc7\uff1b\u63d0\u95ee\u4f7f\u7528\u573a\u666f\u96c6\u4e2d\u4e8e\u957f\u89c6\u9891\uff1b\u5efa\u8bae\u589e\u52a0\u9891\u9053\u767d\u540d\u5355\u548c\u7528\u6237\u63a7\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cutio\u7684\u5207\u5165\u70b9\u7cbe\u51c6\uff0c\u76f4\u51fbYouTube\u7528\u6237\u666e\u904d\u538c\u6076\u4f46\u5c1a\u672a\u88ab\u5b8c\u7f8e\u89e3\u51b3\u7684\u8d5e\u52a9\u5e7f\u544a\u5e72\u6270\u75db\u70b9\uff0c\u5c24\u5176\u662f\u7535\u89c6\u7aef\u8df3\u8fc7\u7684\u7f3a\u5931\u3002\u5176\u6838\u5fc3\u4eae\u70b9\u5e76\u975e\u201cAI\u68c0\u6d4b\u201d\u672c\u8eab\u2014\u2014\u8fd9\u5df2\u8d8b\u4e8e\u540c\u8d28\u5316\uff0c\u800c\u662f\u201c\u8de8\u8bed\u8a00+\u5171\u4eab\u7f13\u5b58+\u7535\u89c6\u914d\u5bf9\u201d\u5f62\u6210\u7684\u5dee\u5f02\u5316\u4f53\u9a8c\u95ed\u73af\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u66b4\u9732\u7684\u81f4\u547d\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u521b\u4f5c\u8005\u6b63\u5c06\u5e7f\u544a\u878d\u5165\u5185\u5bb9\uff0c\u68c0\u6d4b\u7cbe\u5ea6\uff08\u5f53\u524d86% F1\u5206\u6570\uff09\u7684\u8fb9\u9645\u6548\u76ca\u5c06\u9012\u51cf\uff0c\u8bef\u5224\u4ee3\u4ef7\u5347\u9ad8\u3002\u4ea7\u54c1\u5ba3\u79f0\u201c\u7528\u6237\u63a7\u5236\u201d\uff0c\u4f46\u5f53\u524d\u7b56\u7565\u504f\u5411\u4fdd\u5b88\uff0c\u957f\u671f\u4ef7\u503c\u6050\u9677\u4e8e\u201c\u9e21\u808b\u201d\u2014\u2014\u4f4e\u53ec\u56de\u7387\u4e0b\u7528\u6237\u53d1\u73b0\u4ecd\u88ab\u5e7f\u544a\u6253\u65ad\uff0c\u9ad8\u7cbe\u5ea6\u5219\u6ee5\u7528\u964d\u6743\u3002\u771f\u6b63\u62a4\u57ce\u6cb3\u5e94\u662f\u57fa\u4e8e\u7528\u6237\u53cd\u9988\u7684\u4e2a\u6027\u5316\u5e7f\u544a\u8bc6\u522b\u6a21\u578b\u8fed\u4ee3\uff0c\u800c\u975e\u901a\u7528\u89c4\u5219\u3002\u56e2\u961f\u9700\u8b66\u60d5\u5c06\u5de5\u5177\u7c7b\u4ea7\u54c1\u505a\u91cd\u7684\u503e\u5411\uff0cTV\u914d\u5bf9\u867d\u6709\u521b\u65b0\uff0c\u4f46\u82e5\u68c0\u6d4b\u8d28\u91cf\u6ce2\u52a8\uff0c\u53cd\u800c\u653e\u5927\u4e0d\u826f\u4f53\u9a8c\u3002\u957f\u8fdc\u770b\uff0c\u5e7f\u544a\u5f62\u6001\u4e0e\u68c0\u6d4b\u7b97\u6cd5\u7684\u732b\u9f20\u6e38\u620f\u5c06\u5e38\u6001\u5316\uff0cCutio\u9700\u4ece\u201c\u8df3\u5e7f\u544a\u201d\u8f6c\u5411\u201c\u5185\u5bb9\u667a\u80fd\u5206\u6bb5\u201d\uff0c\u6216\u4e0e\u5185\u5bb9\u521b\u4f5c\u8005\u5f62\u6210\u5408\u4f5c\u800c\u975e\u5bf9\u6297\uff0c\u624d\u53ef\u80fd\u7a81\u7834\u5929\u82b1\u677f\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\">Cutio<\/span>\n <\/div>\n<div class=\"comment-content\">Cutio uses AI to detect sponsor reads and self-promotion in YouTube videos, then skips them automatically in your browser or on a paired TV. It works across creators, topics, and languages, and saves results to a shared cache so analyzed videos load instantly for everyone.<\/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!<\/p>\n<\/p>\n<p>I’m Dmitrii, the maker of Cutio<\/p>\n<\/p>\n<p>I built Cutio because I wanted YouTube to feel uninterrupted without manually jumping over sponsor reads and self-promotion<\/p>\n<\/p>\n<p>Cutio analyzes each YouTube video’s transcript with AI, detects sponsor reads and self-promotion, and skips those parts automatically while you watch \u2014 in the browser or on a paired TV<\/p>\n<\/p>\n<p>Unlike community-based tools, Cutio can work on fresh, niche, and non-English videos before anyone has manually submitted segments<\/p>\n<\/p>\n<p>The goal is simple: open a YouTube video and let Cutio handle the parts you would normally scrub through by hand<\/p>\n<\/p>\n<p>What makes it different:<\/p>\n<p>\u2022 works across languages, creators, and topics<\/p>\n<p>\u2022 analyzes videos directly from their transcripts<\/p>\n<p>\u2022 skips automatically in the browser<\/p>\n<p>\u2022 can also skip detected segments on paired TVs<\/p>\n<p>\u2022 pairs with YouTube on TV using a simple code, with no server setup<\/p>\n<p>\u2022 shows detected segments progressively while analysis is running<\/p>\n<p>\u2022 saves results to a shared cache, so analyzed videos load faster for everyone<\/p>\n<p>\u2022 gives you simple filters for segment types, video categories, and maximum video length<\/p>\n<p>\u2022 tracks time saved, skipped segments, and analyzed videos<\/p>\n<p>\u2022 supports your own OpenRouter key if you want more control<\/p>\n<\/p>\n<p>Cutio is available for Chrome today, with support for more browsers coming soon<\/p>\n<\/p>\n<p>I\u2019d love feedback on detection quality, TV pairing, edge cases, whether the interface feels simple and minimal, and what you\u2019d like to see added next<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brolnickij\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"brolnickij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brolnickij<\/a> I think the interesting question here isn\u2019t whether people want to skip sponsor segments. Everyone does.<\/p>\n<\/p>\n<p>What I\u2019m trying to understand is whether this remains accurate as creators adapt. More and more YouTubers are blending sponsors directly into the content instead of treating them as a separate block. Some channels even make the sponsor part entertaining enough that viewers don\u2019t necessarily want it skipped.<\/p>\n<\/p>\n<p>Does that create a moving target for Cutio?<\/p>\n<\/p>\n<p>The other thing I\u2019m wondering about is whether transcript analysis is enough on its own. A lot of YouTube content relies on context, tone, visuals, or transitions that don\u2019t always show up clearly in transcripts. Have you found cases where the transcript suggests something is a sponsor segment but the actual video context says otherwise?<\/p>\n<\/p>\n<p>Also, what\u2019s the long-term moat here? If transcript access and models continue to improve, it feels like detecting sponsor reads becomes increasingly commoditized. Is the real value in the detection itself, the TV experience, the shared cache, or something else entirely?<\/p>\n<\/p>\n<p>The problem is obvious and the solution is easy to understand, but I\u2019m curious which part of the business you think becomes harder over the next few years rather than easier.<\/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\/@moh_codokiai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@moh_codokiai<\/a> <\/p>\n<p>Great questions!<\/p>\n<\/p>\n<p>I agree this is a moving target. Creators are getting better at blending sponsorships into the actual content, and sometimes those integrations are genuinely entertaining. I don’t think Cutio should blindly skip every monetized mention.<\/p>\n<\/p>\n<p>The goal is viewer control, not aggressive removal.<\/p>\n<\/p>\n<p>Cutio is intentionally more conservative than aggressive right now. I’d rather miss some borderline cases than skip content someone actually wanted to watch. In my current benchmark, the best model reaches 86.0% F1, with 88.9% precision and 83.3% recall (<a href=\"https:\/\/cutio.dev\/benchmark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cutio.dev\/benchmark<\/a>)<\/p>\n<\/p>\n<p>On transcripts: Cutio isn’t only looking at raw subtitles. It also uses video context like the author, title, category, keywords, description, duration, and other metadata. But the transcript is still the main evidence. Metadata can suggest candidates, but the spoken content still needs to support the decision.<\/p>\n<\/p>\n<p>I’m also working on channel-level controls \/ whitelists. If you like how a specific creator does sponsorships, you should be able to keep watching those segments on that channel. The shared cache stores detected segments, but user settings decide what actually gets skipped during playback.<\/p>\n<\/p>\n<p>Long term, I don’t think the moat is just “a model can detect sponsor reads”. That will get cheaper and more common. The harder parts are trust, UX, TV pairing, shared cache, feedback loops, and giving users control without making the product feel complicated.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@brolnickij\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"brolnickij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brolnickij<\/a> Creators have become increasingly dependent on sponsorship revenue, and many are actively designing integrations that feel less like ads and more like part of the video itself.<\/p>\n<\/p>\n<p>That seems like it creates an interesting challenge. The better creators get at making sponsorships feel natural, the harder they become to detect.<\/p>\n<\/p>\n<p>Has the detection problem become more difficult over time as creator behavior evolves, or has the improvement in AI models been keeping pace with that change?<\/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\/@josh_bennett1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josh_bennett1<\/a> <\/p>\n<\/p>\n<p>Yes, I think both things are happening at the same time.<\/p>\n<\/p>\n<p>Creator behavior is making the problem harder. Simple “this video is sponsored by\u2026” segments are relatively easy to detect, but native integrations, product reviews, jokes, and sponsorships that are part of the story are much more ambiguous.<\/p>\n<\/p>\n<p>At the same time, AI models are getting much better at understanding context. Cutio doesn’t only look for keywords like “sponsor” or “promo code”. It looks at the transcript together with video context such as the title, author, category, description, keywords, and duration. That helps it understand whether something is actually off-topic promotion or part of the video.<\/p>\n<\/p>\n<p>I also publish benchmark results here if you want to see how different models perform on this task: <a href=\"https:\/\/cutio.dev\/benchmark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cutio.dev\/benchmark<\/a><\/p>\n<\/p>\n<p>But I don’t think this will ever be a fully solved problem. The harder cases are subjective. Sometimes even humans would disagree on whether a segment should be skipped.<\/p>\n<\/p>\n<p>That’s why I see Cutio less as “AI decides what is an ad” and more as a viewer-control tool. The model gives a good default, but the long-term product needs controls, whitelists, feedback, and personal preferences so users can decide how aggressive they want it to be.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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 TV pairing is the most interesting part here for me. Browser sponsor skipping is useful, but making it work on YouTube TV feels like the real unlock. My only concern would be false skips on creators who blend sponsors into the actual content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anton_tomilov1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anton_tomilov1<\/a> I agree, the TV part is the biggest unlock for me too. Sponsor reads are much more annoying on TV because you don\u2019t have a keyboard or precise controls. The goal was: pair once with a code, then let Cutio handle the skips!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/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\/@brolnickij\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"brolnickij\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@brolnickij<\/a> What does usage actually look like? Are people mostly using Cutio on long-form content where the time savings are meaningful, or are they turning it on for everything they watch regardless of video length?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@falak_karr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@falak_karr<\/a><\/p>\n<\/p>\n<p>It is still very early, so I don\u2019t want to overclaim from a small sample.<\/p>\n<\/p>\n<p>But so far, excluding my own\/testing usage, people are not using Cutio only on very long videos. It looks more like they keep it enabled and let it work in the background while watching YouTube normally.<\/p>\n<\/p>\n<p>That said, the time savings are clearly more meaningful on medium and long videos.<\/p>\n<\/p>\n<p>Right now the median successfully analyzed video is around 19 minutes, and the average is around 26 minutes. Almost half of successful analyses are on videos longer than 20 minutes.<\/p>\n<\/p>\n<p>Short videos do get analyzed too, but they usually save less time. 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