\n \n \n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-13<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-13<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HFTULLHPO6EX3A\" class=\"app-title\">Perplexity Computer Skills<\/a><\/p>\n<div class=\"one-liner\">Extend Computer\u2019s capabilities with repeatable instructions<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">394<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Perplexity Computer Skills \u5141\u8bb8\u7528\u6237\u76f4\u63a5\u5bfc\u5165\u8de8\u5e73\u53f0\u7684SKILL.md\u5de5\u4f5c\u6d41\u6587\u4ef6\uff0c\u901a\u8fc719\u4e2a\u4e13\u4e1a\u6a21\u578b\u81ea\u52a8\u6267\u884c\uff0c\u89e3\u51b3\u4e86AI\u9ad8\u7ea7\u7528\u6237\u5728Claude Code\u6216Codex\u7b49\u5de5\u5177\u4e2d\u79ef\u7d2f\u7684\u3001\u53ef\u91cd\u590d\u4f7f\u7528\u7684\u667a\u80fd\u5de5\u4f5c\u6d41\u7a0b\u88ab\u5355\u4e00\u5e73\u53f0\u9501\u5b9a\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\/859029f8-50d1-4061-8804-55e90a7474e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb3c62a8-9344-44a7-9d38-6057625ba460.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\/d789f72b-1674-4020-81f6-d67c1fbbc980.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\/e4023ebb-55dc-4c9a-a022-2766b85aa701.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/7449a04b-fece-4d3e-ac61-984e0c46f841.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=f9mjOnznkNA\"><source src=\"https:\/\/www.youtube.com\/watch?v=f9mjOnznkNA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6280\u80fd\u79fb\u690d<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u8bcd\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u751f\u6001<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53efSKILL.md\u683c\u5f0f\u7684\u8de8\u5e73\u53f0\u53ef\u79fb\u690d\u6027\uff0c\u89e3\u51b3\u4e86\u4f9b\u5e94\u5546\u9501\u5b9a\u95ee\u9898\u3002\u5173\u6ce8\u70b9\u5305\u62ec\uff1a\u590d\u6742\u591a\u6b65\u9aa4\u6280\u80fd\u7684\u517c\u5bb9\u6027\u3001\u591a\u6a21\u578b\u6267\u884c\u4e0e\u5355\u6a21\u578b\u539f\u7248\u7684\u8f93\u51fa\u5dee\u5f02\u3001\u56e2\u961f\u6743\u9650\u7ba1\u7406\u4e0e\u6280\u80fd\u7248\u672c\u63a7\u5236\u3001\u5de5\u4f5c\u6d41\u6267\u884c\u7684\u53ef\u89c2\u5bdf\u6027\uff08\u8c03\u7528\u94fe\uff09\uff0c\u4ee5\u53ca\u5bf9\u9ad8\u8ba2\u9605\u4ef7\u683c\u7684\u987e\u8651\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Perplexity Computer Skills \u7684\u771f\u6b63\u91ce\u5fc3\uff0c\u5e76\u975e\u4ec5\u4ec5\u662f\u589e\u52a0\u4e00\u4e2a\u201c\u6280\u80fd\u5bfc\u5165\u201d\u529f\u80fd\uff0c\u800c\u662f\u5728\u8bd5\u56fe\u5b9a\u4e49\u548c\u593a\u53d6\u4e0b\u4e00\u4ee3AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u7684\u201c\u6267\u884c\u5c42\u201d\u6807\u51c6\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u901a\u8fc7\u652f\u6301\u65e5\u6e10\u6210\u4e3a\u4e8b\u5b9e\u6807\u51c6\u7684SKILL.md\u683c\u5f0f\uff0c\u4ee5\u6781\u4f4e\u7684\u8fc1\u79fb\u6210\u672c\uff0c\u76f4\u63a5\u5438\u7eb3Claude Code\u548cCodex\u7b49\u5934\u90e8\u5e73\u53f0\u6c89\u6dc0\u4e0b\u6765\u7684\u9ad8\u9636\u7528\u6237\u8d44\u4ea7\uff08\u90a3\u4e9b\u7ecf\u8fc7\u7cbe\u5fc3\u8c03\u6821\u7684\u5de5\u4f5c\u6d41\uff09\uff0c\u8fd9\u662f\u4e00\u79cd\u9ad8\u660e\u7684\u201c\u751f\u6001\u6536\u5272\u201d\u7b56\u7565\u3002\u4e8c\u662f\u5c06\u201c\u6280\u80fd\u201d\u4e0e\u201c\u6267\u884c\u201d\u89e3\u8026\uff0c\u8ba9\u4e00\u4e2a\u5de5\u4f5c\u6d41\u63cf\u8ff0\u80fd\u52a8\u6001\u8c03\u5ea619\u4e2a\u4e13\u4e1a\u6a21\u578b\uff08\u5982Opus\u63a8\u7406\u3001Gemini\u7814\u7a76\uff09\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u6784\u5efa\u4e00\u4e2a\u9762\u5411\u590d\u6742\u4efb\u52a1\u7684AI\u201c\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u201d\uff0c\u5176\u4ef7\u503c\u8fdc\u8d85\u5355\u4e00\u6a21\u578b\u7684\u63d0\u793a\u8bcd\u590d\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c200\u7f8e\u5143\/\u6708\u7684\u8ba2\u9605\u95e8\u69db\u5c06\u7edd\u5927\u591a\u6570\u4e2a\u4eba\u7528\u6237\u548c\u521d\u521b\u56e2\u961f\u62d2\u4e4b\u95e8\u5916\uff0c\u5728\u666e\u53ca\u9053\u8def\u4e0a\u81ea\u8bbe\u9ad8\u5899\u3002\u5176\u6b21\uff0c\u6280\u672f\u98ce\u9669\u4e0d\u5bb9\u5ffd\u89c6\uff1a\u5c06\u9488\u5bf9\u5355\u4e00\u6a21\u578b\uff08\u5982Claude\uff09\u4f18\u5316\u7684\u6280\u80fd\uff0c\u5e73\u79fb\u5230\u5f02\u6784\u591a\u6a21\u578b\u7ba1\u9053\u4e0a\u6267\u884c\uff0c\u5176\u8f93\u51fa\u8d28\u91cf\u7684\u7a33\u5b9a\u6027\u548c\u4e00\u81f4\u6027\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u672a\u77e5\u6570\uff0c\u53ef\u80fd\u53cd\u800c\u5f15\u5165\u65b0\u7684\u8c03\u8bd5\u8d1f\u62c5\u3002\u6700\u540e\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u6743\u9650\u7ba1\u7406\u3001\u7248\u672c\u63a7\u5236\u3001\u8c03\u7528\u94fe\u89c2\u6d4b\u7b49\u9700\u6c42\uff0c\u66b4\u9732\u51fa\u4ea7\u54c1\u4ece\u201c\u4e2a\u4eba\u73a9\u5177\u201d\u8fc8\u5411\u201c\u56e2\u961f\u751f\u4ea7\u5de5\u5177\u201d\u6240\u5fc5\u9700\u7684\u57fa\u7840\u8bbe\u65bd\u4ecd\u4e0d\u5b8c\u5584\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u8be5\u4ea7\u54c1\u662f\u9762\u5411\u5df2\u6709\u6df1\u539aSKILL.md\u8d44\u4ea7\u7684\u91cd\u5ea6\u7528\u6237\u7684\u6548\u7387\u5de5\u5177\u3002\u4f46\u5176\u957f\u8fdc\u6210\u8d25\uff0c\u53d6\u51b3\u4e8ePerplexity\u80fd\u5426\u5c06\u5176\u201c\u591a\u6a21\u578b\u6267\u884c\u5c42\u201d\u6253\u9020\u6210\u660e\u663e\u4f18\u4e8e\u539f\u5e73\u53f0\u7684\u4f53\u9a8c\uff0c\u4ece\u800c\u8ba9\u7528\u6237\u5fc3\u7518\u60c5\u613f\u5730\u4ed8\u8d39\u8fc1\u79fb\uff0c\u5e76\u56f4\u7ed5\u6b64\u6784\u5efa\u8d77\u66f4\u5177\u6d3b\u529b\u7684\u6280\u80fd\u5f00\u53d1\u751f\u6001\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u9ad8\u7ea7\u7528\u6237\u624b\u4e2d\u4e00\u4e2a\u5907\u7528\u7684\u3001\u6602\u8d35\u7684\u201c\u6280\u80fd\u64ad\u653e\u5668\u201d\uff0c\u800c\u975e\u9769\u547d\u6027\u7684\u65b0\u5e73\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\">Perplexity Computer Skills<\/span>\n <\/div>\n<div class=\"comment-content\">Every builder has SKILL.md files sitting in their Claude Code or Codex setup. Perplexity Computer Skills lets you import them directly, no rewriting, no translating. Your workflows activate automatically based on context. Same skills, 19-model execution.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>he <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> format has quietly become a lingua franca for how builders encode their best thinking into AI agents.<\/p>\n<p>Claude Code popularized it.<\/p>\n<p>Codex adopted it.<\/p>\n<p>And now Perplexity Computer supports it which means the workflows you’ve spent months refining don’t have to live in one tool anymore.<\/p>\n<\/p>\n<p>That’s the actual news here. Not just “Perplexity added a feature.” It’s that your institutional knowledge the how-to-handle-this, how-to-structure-that logic baked into your skill files is now portable.<\/p>\n<\/p>\n<p><strong>The gap this fills:<\/strong><\/p>\n<p>Most power users of Claude Code or Codex have accumulated a small library of <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> files.<\/p>\n<p>Presentation builders.<\/p>\n<p>Research frameworks.<\/p>\n<p>Weekly briefing templates.<\/p>\n<p>These aren’t throwaway prompts they’re curated playbooks that encode real judgment.<\/p>\n<\/p>\n<p>Until now, those lived in one tool’s ecosystem.<\/p>\n<\/p>\n<p><strong>What Skills actually does in Perplexity Computer:<\/strong><\/p>\n<ul>\n<li>\n<p>Upload any existing <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> file directly — it works as-is if it has the right YAML frontmatter<\/p>\n<\/li>\n<li>\n<p>Describe a workflow in plain language and Computer builds the skill for you (no technical knowledge needed)<\/p>\n<\/li>\n<li>\n<p>Skills activate automatically based on query context — you don’t have to invoke them manually<\/p>\n<\/li>\n<li>\n<p>Computer can combine multiple skills mid-task (Research + Content for a blog, for example)<\/p>\n<\/li>\n<li>\n<p>Browse and manage your library from a dedicated Skills tab<\/p>\n<\/li>\n<\/ul>\n<p>The execution layer underneath is what makes this different from just “importing a prompt.”<\/p>\n<\/p>\n<p>Your skill now runs on 19 specialized models: Opus 4.6 for reasoning, Gemini for deep research, specialized models for images and video.<\/p>\n<\/p>\n<p>A <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> that told one model what to do now tells the best model for each sub-task what to do.<\/p>\n<\/p>\n<p><strong>Who this is for right now:<\/strong><\/p>\n<p>Builders and indie founders who’ve invested in building agent workflows on Claude Code or Codex.<\/p>\n<\/p>\n<p>If you’ve built more than five <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> files, this is probably worth your attention today.<\/p>\n<\/p>\n<p>If you’re newer to the format, Computer can generate skills from a plain-language description, so there’s an on-ramp.<\/p>\n<\/p>\n<p><strong>One honest caveat:<\/strong><\/p>\n<p>Computer is currently Max-subscriber-only at $200\/month.<\/p>\n<p>That’s not nothing.<\/p>\n<p>Pro and Enterprise rollout is coming, but if budget is a constraint, that’s the real friction point to weigh.<\/p>\n<\/p>\n<p><strong>The bigger question I keep turning over<\/strong>: as <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> portability becomes table stakes, does the agent tool that wins end up being the one with the best execution layer or the one with the best skill library ecosystem? Perplexity is clearly betting on the former. Curious whether anyone here has already migrated workflows over and what the quality delta looks like in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>16<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> congrats on this <strong>Perplexity Computer Skills <\/strong>launch. I love Perplexity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Congrats on the launch. Quick q here: have you tested migrating a Claude\/Codex skill for content research or personal branding workflows yet; what was the biggest quality jump (or gap) in multi-model execution?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Congrats on the launch! Looks really promising, I definitely try it out and come back with a feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Turning repeatable workflows into reusable skills feels like a really smart direction. Instead of rewriting prompts every time, being able to define a skill once and let it trigger automatically based on context could make AI workflows much more reliable.<\/p>\n<p>I also like the idea of importing existing SKILL.md setups without needing to rebuild them.<\/p>\n<p>Curious what kinds of workflows people are finding most useful as skills so far.<\/p>\n<p>Congrats on the launch.<\/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\/@alamenigma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alamenigma<\/a> The workflows I’ve seen get the most reuse are the ones that encode <em>judgment<\/em>, not just steps \u2014 code review patterns, research frameworks where the structure matters. The gap I keep running into though: SKILL.md tells the agent what to do, but it doesn’t know <em>why<\/em> your team made the decisions behind the code. That context lives in closed PRs. Curious if anyone’s thinking about that layer – connecting workflow skills to the institutional knowledge of the repo itself.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing am gonna try this out <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The SKILL.md portability angle is the real story here. I maintain a library of 100+ skills for Claude Code and the biggest friction has always been vendor lock-in. Being able to reuse those workflows across tools without rewriting is a genuine time saver. Curious how it handles complex multi-step skills with tool-specific syntax.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <a href=\"https:\/\/www.producthunt.com\/@aravindsrinivas\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aravindsrinivas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aravindsrinivas<\/a> <a href=\"https:\/\/www.producthunt.com\/products\/perplexity-computer-skills\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"perplexity-computer-skills\" target=\"_blank\" rel=\"noopener\">@Perplexity Computer Skills<\/a> As a heavy user of AI workflows, this “Computer Skills” module is really quite different. <\/p>\n<p>Upgrade “prompt” to “reusable workflow template<\/p>\n<p>Previously, long prompts were piled up in various chat interfaces, which were difficult to reuse and could not guarantee stable output. Perplexity’s Skills transform these frequently used patterns into “naming and manageable skills”, and they can be triggered automatically based on descriptions, providing a more experience similar to “requesting a fixed style AI employee” rather than randomly generating a prompt. <\/p>\n<p>The two creation methods cover users ranging from beginners to advanced users. <\/p>\n<p>If you can’t write the <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> file, you can directly generate it in the Computer using the “Create with Perplexity” dialog box. This is very suitable for product, operation, and analysis students.<\/p>\n<p>For teams with their own knowledge base and standards, you can manage it using a .zip + <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> format. Combined with the YAML frontmatter’s name and description, it can achieve precise triggering and is already very close to the feeling of “lightweight workflow orchestration”.<\/p>\n<p>The automatic activation driven by the description + combined use is the highlight.<\/p>\n<p>The series of relay tasks mentioned in the document, such as Research, Research Report, and Slides, are very crucial: <\/p>\n<p>Users only provide requirements, and Computer selects and arranges the skills based on the descriptions.<\/p>\n<p>In the same task, one can first conduct research, then write a report, and finally generate a presentation. This minimizes the need for manual copy-pasting.<\/p>\n<p>This is closer to the real knowledge work scenario than a “super universal chat box”.<\/p>\n<p>It is very friendly to team collaboration and standardized output.<\/p>\n<p>The “weekly report template”, “competitive product research paradigm”, and “data analysis report structure” are all made into Skills. New team members can directly reuse the <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> accumulated by experienced members, which not only saves training costs but also ensures a more unified output style. <\/p>\n<p>The following are the several points that I will pay attention to. <\/p>\n<p>Permissions and Sharing: How to manage within a team or enterprise who can create, who can modify, and who can share skills<\/p>\n<p>Version Control: <a href=\"http:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a>, as a text, is actually very suitable for working with Git for version management<\/p>\n<p>Observability: When complex tasks involve multiple Skills and the result is unsatisfactory, can one see the “call chain” to facilitate optimization<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Perplexity has quickly become one of my favorite tools for researching things online: getting answers with sources instead of digging through dozens of links is such a better workflow. Congrats on the launch! What feature are you most excited to build next for power users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Computer use is the big next step. Going from “answer my question” to “do this task on my computer” changes everything. I’ve been waiting for this since Anthropic demoed computer use last year. The repeatable instructions part is what I care about most. I have about 15 things I do every morning that could probably be automated if the AI could just watch me do it once. How reliable is it with apps that change their UI frequently? That’s usually where automation breaks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The <a href=\"https:\/\/SKILL.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">SKILL.md<\/a> portability across Claude Code, Codex, and now Perplexity is a smart move \u2014 making workflows tool-agnostic rather than locking them into one ecosystem solves a real pain point for power users. Curious whether there’s a versioning or diff system planned for skills, since iterating on a workflow across 19 models likely produces very different outputs than the original single-model setup.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really interesting.<\/p>\n<p>Are the repeatable instructions more like automation workflows or closer to scripting for the computer?<\/p>\n<p>Curious how flexible it is for developers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3RHO6C6RJJ6HLA\" class=\"app-title\">Ask Maps by Google<\/a><\/p>\n<div class=\"one-liner\">Ask Maps questions, drive with immersive navigation.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">352<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8c37\u6b4c\u5730\u56fe\u96c6\u6210Gemini AI\uff0c\u5141\u8bb8\u7528\u6237\u7528\u81ea\u7136\u8bed\u8a00\u63d0\u95ee\u590d\u6742\u73b0\u5b9e\u95ee\u9898\u5e76\u83b7\u5f97\u4e2a\u6027\u5316\u7b54\u6848\uff0c\u540c\u65f6\u901a\u8fc7\u6c89\u6d78\u5f0f\u5bfc\u822a\u63d0\u4f9b\u66f4\u76f4\u89c2\u76843D\u8def\u7ebf\u6307\u5f15\uff0c\u65e8\u5728\u89e3\u51b3\u7528\u6237\u5728\u51fa\u884c\u524d\u4fe1\u606f\u788e\u7247\u5316\u67e5\u8be2\u548c\u9a7e\u9a76\u4e2d\u8def\u7ebf\u7406\u89e3\u4e0d\u6e05\u6670\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\/41cf542f-5379-4829-b12d-7440a0611c6b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d148f9b-23b8-4830-b658-d23a3d039cea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e307d714-34a7-4a61-afe6-064a9561e23a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/42219a13-77b9-4698-8e1d-8cc03c07241c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a2409793-c653-4434-9474-ebf2239d2a1f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6e2a68f5-6d83-40ed-b1f6-80b630594bba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1097283d-5e66-4a79-b8f4-d563f264e941.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\/b64c11b4-40c6-41c8-baaa-8cca6e8fd3f7.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5PPiXyAV-Ro?si=SJsEKD8dh1U44qTF\"><source src=\"https:\/\/youtu.be\/5PPiXyAV-Ro?si=SJsEKD8dh1U44qTF\" 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\">Maps<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5730\u56fe\u5bfc\u822a<\/span><br \/>\n <span class=\"tag\">AI\u5bf9\u8bdd\u5f0f\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e2a\u6027\u5316\u63a8\u8350<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u5bfc\u822a<\/span><br \/>\n <span class=\"tag\">3D\u8def\u7ebf<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u751f\u6d3b\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u51fa\u884c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u4fe1\u606f\u6574\u5408<\/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\u8fd9\u662f\u5bfc\u822a\u7684\u81ea\u7136\u8fdb\u5316\uff0c\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1aAI\u56de\u7b54\u662f\u5426\u57fa\u4e8e\u5b9e\u65f6\u5730\u56fe\u6570\u636e\u53ca\u5177\u4f53\u5de5\u4f5c\u539f\u7406\uff1b\u5728\u9a7e\u9a76\u4e2d\u9014\u63d0\u95ee\u65f6\uff0c\u7cfb\u7edf\u5982\u4f55\u6743\u8861\u8def\u7ebf\u4e0e\u9700\u6c42\uff1b\u529f\u80fd\u7684\u5177\u4f53\u542f\u7528\u65b9\u5f0f\uff1b\u4ee5\u53ca\u5982\u4f55\u5904\u7406\u4e3b\u89c2\u6216\u6a21\u7cca\u67e5\u8be2\u3002\u90e8\u5206\u8bc4\u8bba\u63d0\u53ca\u5bf9\u82f9\u679c\u5730\u56fe\u7528\u6237\u4f53\u9a8c\u7684\u6bd4\u8f83\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 \u8c37\u6b4c\u6b64\u6b21\u5347\u7ea7\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u5730\u56fe\u4ece\u201c\u9759\u6001\u6570\u636e\u5e93\u67e5\u8be2\u5de5\u5177\u201d\u63a8\u5411\u201c\u52a8\u6001\u573a\u666f\u5316\u51fa\u884c\u52a9\u624b\u201d\u7684\u5173\u952e\u4e00\u6b65\u3002\u201cAsk Maps\u201d\u5e76\u975e\u7b80\u5355\u7684\u641c\u7d22\u6846\u5bf9\u8bdd\u5316\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u8bd5\u56fe\u7406\u89e3\u5e76\u7f1d\u5408\u7528\u6237\u590d\u6742\u3001\u591a\u6761\u4ef6\u7684\u771f\u5b9e\u610f\u56fe\uff08\u5982\u201c\u591c\u95f4\u53ef\u7528\u7684\u7f51\u7403\u573a\u201d\uff09\uff0c\u5e76\u8054\u52a8\u9884\u8ba2\u3001\u4fdd\u5b58\u7b49\u52a8\u4f5c\uff0c\u6784\u5efa\u4ece\u67e5\u8be2\u5230\u51b3\u7b56\u7684\u95ed\u73af\u3002\u8fd9\u80cc\u540e\u662f\u5bf9\u5176\u6d77\u91cf\u5730\u70b9\u6570\u636e\u4e0e\u7528\u6237\u8d21\u732e\u6d1e\u5bdf\u7684\u6df1\u5ea6\u6316\u6398\u4e0e\u91cd\u7ec4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u5149\u9c9c\u6f14\u793a\u4e0b\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u53ef\u9760\u6027\u662f\u751f\u547d\u7ebf\u3002\u8bc4\u8bba\u4e2d\u591a\u6b21\u8ffd\u95ee\u7684\u201c\u5b9e\u65f6\u6570\u636e\u201d\u4e0e\u201c\u4e2d\u9014\u5bfc\u822a\u573a\u666f\u201d\u6b63\u662f\u75db\u70b9\uff1aAI\u82e5\u4e0d\u80fd\u57fa\u4e8e\u5b9e\u65f6\u8def\u51b5\u3001\u8425\u4e1a\u65f6\u95f4\u3001\u4e43\u81f3\u5395\u6240\u6362\u5c3f\u5e03\u53f0\u7684\u771f\u5b9e\u53ef\u7528\u6027\u7ed9\u51fa\u7b54\u6848\uff0c\u5176\u201c\u4e2a\u6027\u5316\u201d\u5c06\u8fc5\u901f\u6ca6\u4e3a\u534e\u800c\u4e0d\u5b9e\u7684\u5671\u5934\u3002\u5176\u6b21\uff0c\u6a21\u7cca\u67e5\u8be2\uff08\u5982\u201c\u6700\u4f73\u5b89\u9759\u5496\u5561\u9986\u201d\uff09\u7684\u8bc4\u5224\u4f53\u7cfb\u9762\u4e34\u4fe1\u4efb\u5371\u673a\uff0c\u662f\u4f9d\u8d56\u5546\u4e1a\u63a8\u5e7f\u3001\u5927\u4f17\u70b9\u8bc4\u8fd8\u662f\u72ec\u5bb6\u7b97\u6cd5\uff1f\u82e5\u4e0d\u80fd\u900f\u660e\u5316\u5904\u7406\uff0c\u6613\u5f15\u53d1\u516c\u5e73\u6027\u8d28\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u201c\u6c89\u6d78\u5f0f\u5bfc\u822a\u201d\u53ef\u89c6\u4f5c\u5bf9\u82f9\u679c\u7b49\u5bf9\u624b\u5728\u89c6\u89c9\u7ec6\u8282\u4e0e\u76f4\u89c2\u6027\u4e0a\u7ade\u4e89\u7684\u56de\u5e94\uff0c\u4f46\u6838\u5fc3\u58c1\u5792\u4ecd\u5728\u4e8eAI\u4e0e\u771f\u5b9e\u7269\u7406\u4e16\u754c\u7684\u8026\u5408\u6df1\u5ea6\u3002\u8c37\u6b4c\u7684\u4f18\u52bf\u5728\u4e8e\u6570\u636e\u89c4\u6a21\u4e0e\u751f\u6001\u6574\u5408\uff0c\u4f46\u6210\u8d25\u5173\u952e\u5728\u4e8e\u6267\u884c\uff1a\u80fd\u5426\u8ba9AI\u5728\u9ad8\u901f\u884c\u9a76\u7684\u7d27\u8feb\u73af\u5883\u4e0b\uff0c\u505a\u51fa\u771f\u6b63\u5b89\u5168\u3001\u9ad8\u6548\u3001\u60c5\u5883\u611f\u77e5\u7684\u51b3\u7b56\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5728\u89c4\u5212\u9636\u6bb5\u5145\u5f53\u4e00\u4e2a\u806a\u660e\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u82e5\u6210\u529f\uff0c\u5b83\u5c06\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u4ea4\u4e92\u7684\u8fb9\u754c\uff1b\u82e5\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u53ea\u662f\u4e3a\u5df2\u6709\u5de8\u517d\u62ab\u4e0a\u4e00\u5c42\u65f6\u9ae6\u7684AI\u5916\u8863\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\">Ask Maps by Google<\/span>\n <\/div>\n<div class=\"comment-content\">Google Maps gets a major Gemini-powered upgrade. Ask Maps lets you ask complex, real-world questions about places and get personalized answers. Immersive Navigation adds vivid 3D routes with lanes, landmarks, and smarter guidance for a more intuitive driving experience. Rollout live in US and India.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Google Maps is reimagining navigation with Gemini. <\/p>\n<p>The new Ask Maps feature lets you ask real-world questions conversationally and get personalized recommendations powered by data from over 300M places and insights from 500M+ contributors.<\/p>\n<\/p>\n<p>Instead of searching multiple tabs, you can simply ask things like where to charge your phone, find a tennis court at night, or plan stops on a road trip. Maps then shows options on a customized map and lets you take action by booking, saving, or navigating.<\/p>\n<\/p>\n<p>Google is also introducing Immersive Navigation, the biggest navigation update in over a decade. It adds vivid 3D route views, highlights lanes, traffic lights, and crosswalks, and gives more natural voice guidance to help drivers prepare for turns, merges, and exits.<\/p>\n<\/p>\n<p>The result is a more intuitive way to explore places and navigate routes with real-world context and smarter guidance. <\/p>\n<p>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>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Asking real questions instead of just searching sounds super handy \ud83d\ude2e Personalized answers could save so much 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> Hey… hope for the best … that it should work as things are explained .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> As a new father, I’ve been thinking about where to find changing tables if i’m out and about with my family. Will this new feature be able to locate such information for parents in need?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 the natural evolution of maps.<\/p>\n<p>Is the AI answering queries using real-time map data or more like a conversational layer on top of existing search?<\/p>\n<p>Super curious how navigation + AI interaction will blend here.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Its not clear to me how you can opt in to this functionality and use it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The shift from keyword-based place search to conversational queries like “where can I charge my phone nearby” changes how people interact with maps entirely \u2014 it’s less about finding a pin and more about solving a real-world problem in context. How does Ask Maps handle ambiguous or subjective questions like “best quiet caf\u00e9 for working” \u2014 is it pulling from reviews sentiment, visit frequency, 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Has seen this comparison (Google vs Apple 2021). Dunno, Apple still feels a bit user friendlier: <a href=\"https:\/\/x.com\/techdroider\/status\/2032146599783383196?s=20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/techdroider\/status\/2032146599783383196?s=20<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Simple yet effective. Tools that make other tools better are always a plus! Does it use real time map data to answer questions, etc?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting expansion! Immersive navigation seems fantastic. I assume the corpus here for a lot of the conversational elements is going to rely heavily on GMB information, which, for local businesses and discovery, will emphasize even more the importance of a fully fleshed-out GMB 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who’s driven 2,000+ miles with Maps navigating, I’m curious how the LLM handles the ambiguity when someone asks “find me a coffee shop” while you’re actively navigating\u2014does it prioritize upcoming exits or reroute you somewhere better? The demo video’s voice recognition seemed suspiciously good at parsing “somewhere quiet with good espresso near my route” without follow-up questions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> The mid\u2011navigation scenario is exactly what I\u2019d want to stress\u2011test. Asking for a coffee shop while you\u2019re actively driving is a completely different context than planning a trip at home – the stakes are higher and the answer has to factor in where you are, how fast you\u2019re going, and what\u2019s actually on your route. If it handles that well in real traffic, that\u2019s genuinely impressive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/F63DN2WF7ASVO5\" class=\"app-title\">GStack<\/a><\/p>\n<div class=\"one-liner\">Use Garry Tan’s exact Claude Code setup<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">318<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GStack\u901a\u8fc7\u5c06Claude Code\u62c6\u5206\u4e3a\u591a\u4e2a\u6309\u9700\u8c03\u7528\u7684\u4e13\u5bb6\u89d2\u8272\uff08\u5982\u8ba1\u5212\u8bc4\u5ba1\u3001\u4ee3\u7801\u5ba1\u67e5\u3001\u4e00\u952e\u90e8\u7f72\uff09\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u5355\u4e00\u901a\u7528AI\u52a9\u624b\u6a21\u5f0f\u4e0b\u5de5\u4f5c\u6d41\u6df7\u6742\u3001\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\/f50fe007-23ff-41f8-a507-eddaf6c1ebfb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a00c7033-04de-46a4-95a8-841c19408fe9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9847ac8-ad87-4f77-b6b1-be51a64889bc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/14971240-2a78-49b6-a8fe-4ef8b50e292f.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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Claude Code\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u8bc4\u5ba1<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u7a0b\u6548\u80fd<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u4e13\u4e1a\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u4e13\u5bb6\u5206\u5de5\u201d\u7406\u5ff5\uff0c\u8ba4\u4e3a\u80fd\u663e\u8457\u63d0\u5347\u5e76\u884c\u5316\u6548\u7387\u3002\u4e3b\u8981\u7591\u95ee\u548c\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u6280\u672f\u5b9e\u73b0\u7ec6\u8282\uff08\u5982MCP\u914d\u7f6e\u3001\u4e0a\u4e0b\u6587\u7a97\u53e3\u538b\u529b\uff09\u3001\u4e0e\u73b0\u6709\u914d\u7f6e\u7684\u517c\u5bb9\u6027\u3001\u5de5\u4f5c\u6d41\u7684\u53ef\u5b9a\u5236\u6027\u4e0e\u4e25\u8c28\u6027\uff0c\u4ee5\u53ca\u9700\u8981\u589e\u52a0\u5b89\u5168\u5ba1\u8ba1\u5c42\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 GStack\u672c\u8d28\u4e0a\u662f\u4e00\u5957\u57fa\u4e8eClaude Code\u7684\u3001\u9ad8\u5ea6\u5de5\u7a0b\u5316\u7684\u63d0\u793a\u8bcd\u4e0e\u5de5\u4f5c\u6d41\u914d\u7f6e\u65b9\u6848\u3002\u5b83\u654f\u9510\u5730\u5207\u4e2d\u4e86\u5f53\u524dAI\u8f85\u52a9\u7f16\u7a0b\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u4e00\u4e2a\u8bd5\u56fe\u5305\u63fd\u4e00\u5207\u7684\u901a\u7528\u667a\u80fd\u4f53\uff0c\u5728\u590d\u6742\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5b9e\u8df5\u4e2d\u5fc5\u7136\u9677\u5165\u89d2\u8272\u6df7\u4e71\u4e0e\u8d28\u91cf\u5931\u63a7\u3002\u4ea7\u54c1\u5c06\u201c\u521b\u59cb\u4eba\u54c1\u5473\u201d\u5de5\u7a0b\u5316\u4e3a\u53ef\u91cd\u590d\u7684\u3001\u79bb\u6563\u7684\u4e13\u5bb6\u6280\u80fd\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u4ee3\u7801\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5b83\u5c01\u88c5\u5e76\u8f93\u51fa\u4e86\u4e00\u4e2a\u88ab\u9a8c\u8bc1\u6709\u6548\u7684\u201c\u4eba\u673a\u534f\u4f5c\u8303\u5f0f\u201d\u2014\u2014\u5373\u901a\u8fc7\u5f3a\u5236\u6027\u7684\u89d2\u8272\u9694\u79bb\uff08\u5982\u8ba1\u5212\u4e0e\u8bc4\u5ba1\u5206\u79bb\uff09\u6765\u7ea6\u675fAI\u884c\u4e3a\uff0c\u4f7f\u5176\u66f4\u8d34\u5408\u4e25\u8c28\u7684\u5de5\u7a0b\u5b9e\u8df5\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u9ad8\u5ea6\u9884\u8bbe\u7684\u201c\u610f\u89c1\u6027\u201d\u5de5\u4f5c\u6d41\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5b83\u867d\u7136\u4e3a\u521d\u5b66\u8005\u548c\u8ffd\u6c42\u6548\u7387\u7684\u56e2\u961f\u63d0\u4f9b\u4e86\u6700\u4f73\u5b9e\u8df5\u6377\u5f84\uff0c\u4f46\u4e5f\u53ef\u80fd\u6291\u5236\u4e86Claude Code\u539f\u6709\u7684\u7075\u6d3b\u6027\u4e0e\u81ea\u9002\u5e94\u6f5c\u529b\u3002\u7528\u6237\u7684\u8bc4\u8bba\u63ed\u793a\u4e86\u66f4\u6df1\u5c42\u7684\u6311\u6218\uff1a\u5373\u4fbf\u89d2\u8272\u5206\u5de5\u660e\u786e\uff0c\u667a\u80fd\u4f53\u4ecd\u7f3a\u4e4f\u5bf9\u4ee3\u7801\u5e93\u5386\u53f2\u4e0e\u201c\u90e8\u843d\u77e5\u8bc6\u201d\u7684\u7406\u89e3\uff1b\u5e76\u884c\u5316\u4efb\u52a1\u9762\u4e34\u4e0a\u4e0b\u6587\u7ba1\u7406\u7684\u786c\u7ea6\u675f\uff1b\u800c\u81ea\u52a8\u5316\u5e26\u6765\u7684\u201c\u9690\u5f62\u504f\u5dee\u201d\u98ce\u9669\uff0c\u50ac\u751f\u4e86\u7528\u6237\u81ea\u884c\u63d0\u51fa\u201c\u5ba1\u8ba1\u5c42\u201d\u7684\u9700\u6c42\u3002\u8fd9\u6070\u6070\u8bf4\u660e\uff0c\u5f53\u524d\u9636\u6bb5\u7684AI\u7f16\u7a0b\u5de5\u5177\uff0c\u5176\u5929\u82b1\u677f\u5e76\u975e\u5728\u4e8e\u667a\u80fd\u4f53\u7684\u201c\u6280\u80fd\u201d\u591a\u5be1\uff0c\u800c\u5728\u4e8e\u5982\u4f55\u5efa\u7acb\u53ef\u9760\u7684\u53ef\u89c2\u6d4b\u6027\u3001\u53ef\u63a7\u6027\u4e0e\u77e5\u8bc6\u4f20\u627f\u673a\u5236\u3002GStack\u662f\u5de5\u7a0b\u601d\u7ef4\u5bf9AI\u9ed1\u76d2\u7684\u4e00\u6b21\u6210\u529f\u89c4\u8bad\uff0c\u4f46\u8ddd\u79bb\u771f\u6b63\u7406\u89e3\u8f6f\u4ef6\u5de5\u7a0b\u7684\u5168\u8c8c\uff0c\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\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\">GStack<\/span>\n <\/div>\n<div class=\"comment-content\">gstack turns Claude Code from one generic assistant into a team of specialists you can summon on demand. Six opinionated workflow skills for Claude Code. Plan review, code review, one-command shipping, browser automation, and engineering retrospectives \u2014 all as slash commands.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<blockquote>\n<p>“Planning is not review. Review is not shipping. Founder taste is not engineering rigor. If you blur all of that together, you usually get a mediocre blend of all four.”<\/p>\n<\/blockquote>\n<p>I resonate with this so hard. Agents (like humans) can’t perform as well when they wear too many hats. The future is coordinating teams of specialized agents like this with just the right amount of human in the loop.<\/p>\n<\/p>\n<blockquote>\n<p>That means you can have one session running \/qa on staging, another doing \/review on a PR, a third implementing a feature, and seven more working on other branches. All at the same time.<\/p>\n<\/blockquote>\n<p>It’s a freeing feeling when your workflows reach this level of parallelization. The productivity gains are insane.<\/p>\n<p>Can’t wait to try these out in Birdhouse. Thanks for sharing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been using Claude Code with MCP for about a year now and keep iterating on my setup. Curious what’s in Garry’s stack \u2014 is it mostly about the MCP server configuration or also specific prompt engineering patterns? The biggest unlock for me was getting file system + browser MCP tools working together. Does GStack cover the agentic workflow side or is it primarily IDE-focused?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The slash command approach resonates with how we’ve been running Claude Code autonomously. We built 100+ SKILL.md files over 108 hours of unattended operation and the key insight was exactly this: specialized roles outperform a single generic agent. The biggest win was separating “plan review” from “code review” \u2014 when Claude tries to do both in one pass, it either rubber-stamps or gets lost in details. Question for the team: does GStack handle context window pressure when running multiple skills in sequence? That’s been our main scaling challenge.<\/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\/@yurukusa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yurukusa<\/a> The context window pressure with sequential skills is real \u2014 we hit the same wall. The other layer we found: even with perfect skills, the agent still doesn’t know why the codebase is structured the way it is. That lives in tribal knowledge, not in any SKILL.MD. Curious whether your 100+ skills encode any of that historical reasoning or if it’s purely procedural?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Why is this on Product Hunt?<br \/>This is a bunch of prompts. You have got to be kidding.<\/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\/@sherveen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sherveen<\/a> Actually I use a bun runtime and it does a lot to make headless browser useful. This one for instance will import your login cookies securely from ALL the browsers on your Mac.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Splitting Claude Code into role-specific slash commands like plan review, code review, and shipping is a practical pattern \u2014 it enforces structure that most developers skip when using a single generic agent. How opinionated are the workflow skills under the hood \u2014 are they rigid step-by-step procedures, or do they adapt based on the codebase context and project size?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Just got here to support the legend Garry who\u2019s now back to coding like he\u2019s 21. Keep up the great momentum G!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is amazing, Garry!<\/p>\n<p>I am curious how you use it. do you usually run things sequentially, or is it parallel most of the time? And in the parallel case, how do you keep the flow in sync when each sub-agent is continuously making changes- do you use git worktree?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Go @garrytan \ud83d\udd25\ud83e\udd1f\ud83c\udffb<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>can’t wait to dive into this this weekend<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Fastest easiest path to level up with CC<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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! GStack is exactly what the Claude Code ecosystem needed \u2014 role-based specialization instead of one generic mode.<\/p>\n<p>One thing worth adding to this setup: a seatbelt layer.<\/p>\n<p>We ran GStack-style autonomous sessions and hit Case #001: a Claude Code agent looped for 70 minutes, repeatedly injecting a staging URL into a production config file. Every log showed exit code 0. All green. The deviation was invisible because nothing had recorded what the agent <em>intended<\/em> to do before it acted.<\/p>\n<p>Built K9 Audit to fix this \u2014 a deterministic, non-LLM causal auditing layer that drops directly into .claude\/settings.json (zero code changes, fully compatible with GStack). It records a cryptographically hashed 5-tuple of declared intent vs actual outcome. When something goes wrong, k9log trace –last gives root cause in under a second.<\/p>\n<p>GStack for velocity. K9 Audit as the seatbelt.<\/p>\n<p>Repo: <a href=\"https:\/\/github.com\/liuhaotian2024-prog\/K9Audit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/liuhaotian2024-prog\/K9Audit<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool to see you launching this! Very useful too – I’ve already pulled in a few of these for my setup. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Nice to see Gary get the founder spotlight again. The amount of products he\u2019s hunted and helped push to #1 is crazy.<\/p>\n<p>I\u2019ll be giving this stack a try! Congrats on the launch.<\/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>love the name xD<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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’ve been using Claude Code for months and my setup is held together with scattered markdown files and random <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> instructions. The idea of a curated, tested configuration from someone who actually pushes it hard is appealing. My main question: how opinionated is this? Half the value of Claude Code is customizing it to your specific codebase. If this overwrites my existing <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> and memory files, that’s a dealbreaker. Does it layer on top of existing config or replace 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>the slash command approach is really smart. I’ve been using Claude Code for a while and the biggest friction is always starting from scratch with context every time. having pre-built workflows for common tasks like code review and shipping saves so much time. curious if you’re planning to add custom skill creation so teams can build their own workflows too?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love seeing developer environment setups shared like this.<\/p>\n<p>Is this mainly optimized for Claude Code workflows or does it also work well with Cursor \/ other AI coding tools?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>cool! easy setup! thanks gary <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/OAXP2EP2SGFCTI\" class=\"app-title\">Pinnacle<\/a><\/p>\n<div class=\"one-liner\">Turn your phone into a brain performance coach<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">288<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pinnacle\u662f\u4e00\u6b3eAI\u5927\u8111\u8868\u73b0\u6559\u7ec3\u5e94\u7528\uff0c\u5b83\u5229\u7528iPhone\u5185\u7f6e\u4f20\u611f\u5668\u6d4b\u91cf\u7528\u6237\u751f\u7406\u6570\u636e\uff0c\u901a\u8fc7\u81ea\u7136\u5bf9\u8bdd\u63d0\u4f9b\u4e2a\u6027\u5316\u8bad\u7ec3\uff0c\u5e2e\u52a9\u9ad8\u538b\u4e0b\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\u5728\u65e5\u5e38\u573a\u666f\u4e2d\u63d0\u5347\u4e13\u6ce8\u529b\u3001\u6062\u590d\u529b\u4e0e\u6574\u4f53\u8868\u73b0\uff0c\u7f13\u89e3\u538b\u529b\u3001\u75b2\u52b3\u548c\u6ce8\u610f\u529b\u5206\u6563\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b443694-5c22-496c-989d-a0fcffe937da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2fd055aa-c69c-4167-9d5d-02af2ab0de59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/03e98d02-1cba-4311-878e-adce087a90c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3eb5b7c6-373a-4bea-9038-30d1aa0cce8d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41ef2607-d601-40c2-8d30-dec4bc9130fa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9fd93342-643d-4289-80f3-6b19a83c3576.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f7ed8a81-0a1a-4e6e-bc24-31a25fbb7b7a.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\/d919a2b3-42e0-4c2a-8ace-6e753c4046ca.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/PQ9yTcJjj_A\"><source src=\"https:\/\/youtu.be\/PQ9yTcJjj_A\" 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\">Health<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5fc3\u7406\u5065\u5eb7<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u6210\u957f<\/span><br \/>\n <span class=\"tag\">AI\u6559\u7ec3<\/span><br \/>\n <span class=\"tag\">\u751f\u7269\u8bc6\u522b<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u8ffd\u8e2a<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u529b\u8bad\u7ec3<\/span><br \/>\n <span class=\"tag\">\u538b\u529b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u7a7f\u6234\u8bbe\u5907<\/span><br \/>\n <span class=\"tag\">\u79d1\u5b66\u5065\u8eab<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u65e0\u9700\u989d\u5916\u786c\u4ef6\u7684\u4fbf\u6377\u6027\u3001\u4f18\u79c0\u7684UX\u8bbe\u8ba1\u548c\u5b9e\u9645\u6548\u679c\uff08\u5982\u6539\u5584\u7761\u7720\u3001\u4e13\u6ce8\u529b\uff09\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u60c5\u7eea\/\u8ba4\u77e5\u72b6\u6001\u68c0\u6d4b\u7684\u51c6\u786e\u6027\u3001\u6570\u636e\u9690\u79c1\uff08\u5c24\u5176\u662f\u5373\u5c06\u4e0a\u7ebf\u7684\u6ce8\u610f\u529b\u8ffd\u8e2a\uff09\u3001\u4e0e\u4e13\u4e1a\u8bbe\u5907\uff08\u5982EEG\uff09\u7684\u9a8c\u8bc1\u5bf9\u6bd4\u3001AI\u5bf9\u8bdd\u7684\u5f15\u5bfc\u5e73\u8861\u6027\uff0c\u4ee5\u53ca\u5982\u4f55\u4e0e\u901a\u7528LLM\u5f62\u6210\u5dee\u5f02\u5316\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 Pinnacle\u7684\u91ce\u5fc3\u5728\u4e8e\u5c06\u667a\u80fd\u624b\u673a\u4ece\u201c\u6ce8\u610f\u529b\u6d88\u8017\u8005\u201d\u91cd\u5851\u4e3a\u201c\u8ba4\u77e5\u589e\u5f3a\u5668\u201d\uff0c\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u521b\u65b0\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5bf9\u73b0\u6709\u6280\u672f\uff08\u624b\u673a\u4f20\u611f\u5668\u3001LLM\uff09\u8fdb\u884c\u6781\u5177\u6d1e\u5bdf\u529b\u7684\u573a\u666f\u5316\u91cd\u7ec4\u4e0e\u4f53\u9a8c\u91cd\u6784\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u654f\u9510\u5730\u5207\u4e2d\u4e86\u9ad8\u7aef\u5065\u5eb7\u7a7f\u6234\u8bbe\u5907\uff08\u5982Whoop\uff09\u4e0e\u901a\u7528\u51a5\u60f3\u5e94\u7528\uff08\u5982Calm\uff09\u4e4b\u95f4\u7684\u5e02\u573a\u7a7a\u767d\uff1a\u524d\u8005\u63d0\u4f9b\u786c\u6570\u636e\u4f46\u7f3a\u4e4f\u5fc3\u7406\u7ef4\u5ea6\u548c\u6df1\u5ea6\u6307\u5bfc\uff0c\u540e\u8005\u63d0\u4f9b\u6807\u51c6\u5316\u5185\u5bb9\u4f46\u7f3a\u4e4f\u4e2a\u6027\u5316\u4e0e\u91cf\u5316\u53cd\u9988\u3002Pinnacle\u8bd5\u56fe\u7528\u624b\u673a\u8fd9\u4e00\u6700\u9ad8\u9891\u89e6\u70b9\uff0c\u63d0\u4f9b\u4e00\u79cd\u201c\u8f7b\u91cf\u5316\u4f46\u4e2a\u6027\u5316\u201d\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u7a7f\u6234\u8bbe\u5907\u201d\u7b56\u7565\u662f\u53cc\u5203\u5251\uff1a\u5b83\u6781\u5927\u5730\u964d\u4f4e\u4e86\u4f53\u9a8c\u95e8\u69db\uff0c\u662f\u4ea7\u54c1\u65e9\u671f\u589e\u957f\u7684\u5173\u952e\u6760\u6746\uff1b\u4f46\u540c\u65f6\u4e5f\u5c06\u5176\u7f6e\u4e8e\u79d1\u5b66\u4e25\u8c28\u6027\u7684\u8d28\u7591\u98ce\u66b4\u773c\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u6444\u50cf\u5934\u6d4bHRV\u548c\u60c5\u7eea\u8bc6\u522b\u7684\u51c6\u786e\u6027\u8d28\u7591\uff0c\u76f4\u6307\u5176\u4ea7\u54c1\u7acb\u547d\u7684\u6839\u672c\u2014\u2014\u5982\u679c\u6570\u636e\u6e90\u5934\u53ef\u4fe1\u5ea6\u5b58\u7591\uff0c\u540e\u7eed\u6240\u6709AI\u5206\u6790\u548c\u6559\u7ec3\u5efa\u8bae\u90fd\u5c06\u6ca6\u4e3a\u201c\u7cbe\u81f4\u7684\u5e9f\u8bdd\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e2\u961f\u56de\u590d\u4e2d\u900f\u9732\u7684\u201c\u5728\u8bbe\u5907\u7aef\u5904\u7406\u56fe\u50cf\u201d\u548c\u201c\u6784\u5efa\u79d1\u5b66\u6559\u7ec3\u6846\u67b6\u201d\u662f\u5e94\u5bf9\u4e4b\u7b56\uff0c\u4f46\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5728\u4e8e\u957f\u671f\u3001\u4e25\u8c28\u7684\u7b97\u6cd5\u9a8c\u8bc1\u4e0e\u4e34\u5e8a\u7814\u7a76\uff0c\u4ee5\u53ca\u7531\u6b64\u79ef\u7d2f\u7684\u4e13\u5c5e\u6570\u636e\u96c6\u3002\u53e6\u4e00\u4e2a\u4eae\u70b9\u662f\u5176\u5bf9\u201c\u7528\u6237\u4f53\u9a8c\u201d\u7684\u6df1\u523b\u7406\u89e3\uff0c\u4ece\u201c\u51cf\u8f7b\u8ba4\u77e5\u8d1f\u8377\u201d\u7684\u8bbe\u8ba1\u54f2\u5b66\u5230AI\u201c\u4e3b\u52a8\u4ecb\u5165\u201d\u7684\u4ea4\u4e92\u6a21\u5f0f\uff0c\u90fd\u65e8\u5728\u8ba9\u63d0\u5347\u201c\u8868\u73b0\u201d\u8fd9\u4ef6\u4e8b\u672c\u8eab\u4e0d\u518d\u6210\u4e3a\u4e00\u79cd\u8d1f\u62c5\u3002\u8fd9\u4f7f\u5176\u533a\u522b\u4e8e\u751f\u786c\u7684\u5de5\u5177\u578b\u5e94\u7528\u548c\u9700\u8981\u7528\u6237\u4e3b\u52a8\u9a71\u52a8\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\uff1a\u4f5c\u4e3a\u8ba2\u9605\u5236\u670d\u52a1\uff0c\u5b83\u9700\u8981\u8bc1\u660e\u81ea\u5df1\u4e0d\u4ec5\u80fd\u63d0\u4f9b\u6109\u60a6\u7684\u4f53\u9a8c\u548c\u5373\u65f6\u7684\u5b89\u6170\u5242\u6548\u5e94\uff0c\u66f4\u80fd\u4ea7\u751f\u53ef\u611f\u77e5\u3001\u53ef\u6301\u7eed\u7684\u201c\u6027\u80fd\u63d0\u5347\u201d\u6548\u679c\uff0c\u8fd9\u79cd\u6548\u679c\u7684\u8bc1\u660e\u8fdc\u6bd4\u8bb0\u5f55\u7761\u7720\u65f6\u957f\u590d\u6742\u5f97\u591a\u3002\u5b83\u6700\u7ec8\u53ef\u80fd\u4e0d\u4f1a\u53d6\u4ee3\u4e13\u4e1a\u6cbb\u7597\u6216\u9ad8\u7aef\u751f\u7269\u53cd\u9988\u8bbe\u5907\uff0c\u4f46\u6709\u671b\u6210\u4e3a\u5927\u4f17\u8ba4\u77e5\u81ea\u6211\u3001\u8fdb\u884c\u65e5\u5e38\u5fc3\u7406\u5065\u8eab\u7684\u9996\u4e2a\u6570\u5b57\u5316\u89e6\u70b9\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5176\u5728\u201c\u79d1\u5b66\u4e25\u8c28\u6027\u201d\u4e0e\u201c\u7528\u6237\u4f53\u9a8c\u53cb\u597d\u5ea6\u201d\u8fd9\u6761\u94a2\u4e1d\u4e0a\u884c\u8d70\u7684\u957f\u671f\u5e73\u8861\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\">Pinnacle<\/span>\n <\/div>\n<div class=\"comment-content\">Pinnacle is an AI agent that measures your brain using built-in iPhone sensors and trains you through natural conversation. Get real-time insights to improve focus, resilience, energy, and performance – using science-backed tools.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Joel, co-founder of Pinnacle!<\/p>\n<\/p>\n<p><strong>The Problem<\/strong><\/p>\n<p>Our world today is overwhelming. Always-on culture and increasing demands have created an epidemic of stress, fatigue, distraction and burnout. Yet the tools available aren\u2019t built to help people perform at their best under daily pressure. <\/p>\n<ul>\n<li>\n<p><em>Therapy<\/em> is incredibly valuable for mental health support, but it’s expensive and geared more towards processing past experiences rather than future-focussed personal growth.<\/p>\n<\/li>\n<li>\n<p><em>Coaching<\/em> is more relevant to performance enhancement but still expensive, decentralised and lacking quantified measures to track progress.<\/p>\n<\/li>\n<li>\n<p><em>Meditation<\/em> apps teach profound mindfulness practice, but these experiences are impersonal and static, lacking adaption over time or a deep understanding of the user.<\/p>\n<\/li>\n<li>\n<p><em>Smart Wearables<\/em> measure your body but don\u2019t measure your mind. Insights are limited to physiological indicators, lacking a more complete psychological picture.<\/p>\n<\/li>\n<\/ul>\n<p><strong>The Pinnacle Solution<\/strong><\/p>\n<p>Pinnacle turns your iPhone into a tool for understanding and training your mind.<\/p>\n<ul>\n<li>\n<p>Using the sensors already built into your phone, our AI reads real-time biometrics, interprets your emotional state, and pulls everything together into a clear picture of how you’re actually performing.<\/p>\n<\/li>\n<li>\n<p>Instead of raw data, you get simple, actionable insights you can use throughout your day. With Pinnacle, you can track and improve your focus, HRV, emotions, sleep, and overall performance.<\/p>\n<\/li>\n<li>\n<p>Think of Pinnacle as a mirror for your inner world. It surfaces patterns you wouldn\u2019t normally notice and helps you make small, meaningful changes that add up over time, so you can perform better day after day.<\/p>\n<\/li>\n<li>\n<p>For the first time, if you have an iPhone, you can truly quantify and upgrade your mind.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who is this for?<\/strong><\/p>\n<p>If you’re a knowledge worker experiencing high pressure and feeling stressed, fatigued or distracted, Pinnacle helps you build resilience and thrive under pressure. Upgrade your brain with Pinnacle.<\/p>\n<p><strong>Get started today<\/strong><\/p>\n<p>From today, the Product Hunt community gets access to Pinnacle Core for free. Try Pinnacle at <a href=\"http:\/\/pinnacle.co\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">pinnacle.co<\/a> and see what you can achieve.<\/p>\n<p>In the future, Pinnacle will start charging a monthly subscription. If you love Pinnacle, please message us directly with PHLOVE. The first 50 folks to do that before Saturday March 14th will get their first year of Pinnacle Core for free.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joel_jackson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_jackson1<\/a> 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<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joel_jackson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_jackson1<\/a> What I am curious about is how accurately emotional or cognitive states can be interpreted just from phone sensors. How do you ensure the insights stay reliable and meaningful over time as user behavior and context keep changing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@joel_jackson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_jackson1<\/a> Super interesting! Just installed and try ot out today, thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I\u2019ve been using Pinnacle as a beta user for the past few months. It\u2019s been a great tool for me to handle my energy and anxiety levels throughout my pregnancy and postpartum journey. I love that it allows me to measure my mental state and keep track of it over time with the \u201cperformance score\u201d. The app design is very intuitive and easy to use. The breath work exercises are unlike any other meditation app I have tried – it perfectly syncs the audio so you can follow along with eyes closed. The voice chat is so good already, feels very close to a human performance coach!<br \/>\nI strongly recommend people to try!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mahima_jain1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mahima_jain1<\/a> Hi Mahima, it’s great to have you on the Pinnacle system – I am glad you enjoy the app.<\/p>\n<\/p>\n<p>If you’re open to sharing, it would be great to learn about a particular scenario where Pinnacle helped you with your energy or anxiety!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@rishab_mehra yes sure – bad sleep was a constant struggle throughout pregnancy, I used Pinnacle\u2019s breath work exercises and a few more actions recommended by the coach everyday to help me sleep better which helped improve my energy levels throughout the day!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mahima_jain1 so great to hear since this is exactly the reason we started Pinnacle – to incorporate science backed practices into your daily routines. <\/p>\n<p>Did you try to quantify your sleep or was the improvement subjective?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge fan of Pinnacle. Genuinely one of the best UXs I\u2019ve seen<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tanaykothari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaykothari<\/a> massively appreciate the support through this journey!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@tanaykothari Thanks so much Tanay! That means a lot.<br \/>\nAs the product designer, I spent a lot of time with the team trying to strip away the noise, keep focus on the user’s actual output and create visual calm. Anything that stood out to you? Really appreciate the feedback!<\/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\/@tanaykothari\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tanaykothari<\/a> Thank you Tanay. We pay very close attention to making the experience as slick as possible, smoothing down friction wherever we can. I think it pays off in the various different interactions across the app.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch! Tools that focus on improving real workplace interactions are always interesting to see. I\u2019m curious how the AI balances providing guidance while still keeping conversations natural and unobtrusive.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@angelaaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelaaa<\/a> That insight is spot on. The hardest part of building the system was finding that balance: guiding users toward the right tools while respecting their original intent, all without making the interaction feel force-fitted.<\/p>\n<\/p>\n<p>Do let us know what you think about the level of “push” vs “pull” once you try the system!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using the iPhone’s built-in camera for HRV measurement without requiring a wearable removes a huge adoption barrier \u2014 most brain performance tools fail because they add hardware friction before delivering any value. With the attention tracking feature coming soon, how are you thinking about privacy given that it likely requires continuous camera access during work sessions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> We’ve worked hard to break down any friction in our performance measurement tools. Privacy is a key concern with Pinnacle. All image processing takes place on device, and only the distilled performance data is retained. We’re always upfront about when and why we are using capture devices.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@svyat_dvoretski Thats a killer feature. Cant wait for the android version!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> attention tracking is a one off test where you can track how well you can manage your inherent attention rather than concentrating on a task.<\/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>Love the concept. I\u2019ve tried prompting chatgpt to be my coach but it hasn\u2019t led to great results. What\u2019s your approach that\u2019s differentiated from existing LLMs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@upasna_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@upasna_mehta<\/a> This is a great question, and an important one for Pinnacle. We empower the LLM with multiple layers of biometric and performance-related data, psychological analysis and a sophisticated framework of science-backed coaching tools which other platforms don’t have access to. The result is a system which has a deep understanding of what peak performance means for <em>you<\/em>, and has the methods to get you there.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hi <a href=\"https:\/\/www.producthunt.com\/@upasna_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@upasna_mehta<\/a>. Thanks for the feedback! Jumping in on the design\/UX side of Chris’s point\u2014the biggest difference is ‘agency.’<\/p>\n<p>When you prompt a standard LLM, the burden is on you to know what to ask. We designed Pinnacle to remove that cognitive load. It doesn’t wait for a prompt; it uses those biometric and performance signals to ‘lean in’ at the right moment.<\/p>\n<p>Think of it like the difference between a textbook (ChatGPT) and a coach standing next to you (Pinnacle). One has the information, the other has the <strong>context<\/strong> of your current state. This is what Pinnacle offers that other LLMs currently do not.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@upasna_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@upasna_mehta<\/a> we’ve spent the last year with our performance director, Neil, to develop an architecture around coaching framework. Our AI system uses this architecture to inform LLMs, rather than prompting them directly, leading to a much more smooth coaching conversation!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>have been an early user! I’m impressed with how far its come. The interface and interaction is sci-fi and love the HRV and emotional detection features. What’s next on the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sumon_sadhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sumon_sadhu<\/a> it’s been great having you as a beta user Sumon – you’ve really helped shape the direction of this company.<\/p>\n<\/p>\n<p>Next up we are bringing our attention tracking into the production system! Can’t wait for a wider audience to be able to measure and train their focus objectively day after day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sumon_sadhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sumon_sadhu<\/a> Thank you for the feedback! We really appreciate your thoughts on our HRV tracking and emotional detection features. You input has been very valuable throughout the journey. As you\u2019ve experienced through the coaching at Pinnacle, the system builds a profile over time to better understand each user, enabling more personalised insights and now coaching directly through the app.<\/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>Thanks <a href=\"https:\/\/www.producthunt.com\/@sumon_sadhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sumon_sadhu<\/a>. Your feedback has been invaluable in helping to shape the product. More exciting things to come! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So it’s like Whoop for the brain? Love the idea. This will go big. Turn your phone from brain rot to brain healer. Good luck team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> I’ve always wanted to call it “Whoop for the mind”, which it is except we don’t require a hardware device strapped to your head. I think it’s more “Runna for the mind”!<\/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>Cheers <a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a>. Yes that’s exactly the spirit of what we were going for! Much appreciated \ud83d\ude4f <\/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>Interior designer and working mum here\u2014my life is basically a constant battle against physical and mental clutter. I\u2019m naturally skeptical of ‘performance’ tools because they usually just add more noise to an already loud day.<\/p>\n<p>Pinnacle feels different. From a design perspective, the spatial hierarchy and use of negative space is calming, like walking into a clean studio after a chaotic morning with the kids. Was ‘mental load reduction’ a core part of the brief, or did the minimalist UI just happen to solve that for us busy parents? Love using the app so far!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>This is such a thoughtful observation <a href=\"https:\/\/www.producthunt.com\/@stef_hacking\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@stef_hacking<\/a>. To answer your question: Mental load reduction wasn’t just part of the brief; it was the entire reason we built this.<\/p>\n<p>Having spent a long time in design studios, I realised we often over-design for ‘utility’ and under-design for ‘cognition.’ We intentionally used that negative space to create ‘breathing room’ for your thoughts\u2014much like a physical clean studio as you mentioned.<\/p>\n<p>We wanted the AI to feel like a calm curator rather than another voice shouting for your attention. So glad to hear it\u2019s resonating with your workflow \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I\u2019ve been using EEG-based feedback apps for years, and the friction of carrying a headset kills the habit. If Pinnacle can really pull cognitive-state detection from nothing but the IMU and camera I already stick in my face every morning, that\u2019s a 100x convenience win\u2014would love to hear how you validated signal fidelity against a clinical-grade device.<\/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\/@lliora\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> <\/p>\n<\/p>\n<p>Hi Liora, that was exactly our thesis from the start! The friction of dedicated hardware is the biggest barrier. To address your question on validation, here is how we\u2019re currently bridging that gap:<\/p>\n<ul>\n<li>\n<p>Our primary overlap with EEG is tracking “attention state” (launching in the coming weeks). We\u2019ve validated our algorithm by benchmarking perceived attention levels against publicly available EEG hardware, with very high correlation. We do want to do full scale medical studies here in the future.<\/p>\n<\/li>\n<li>\n<p>We have other measurements built in as well:<\/p>\n<ul>\n<li>\n<p>HRV: Captured via the back camera. We can achieve accuracy very close to the best wearable hardware out there (we validated against Polar Band).<\/p>\n<\/li>\n<li>\n<p>Psychological State: We extract this from voice data during your conversations with Pinnacle AI.<\/p>\n<\/li>\n<li>\n<p>Wearable Integration: We sync with your existing Apple Health data.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>We combine all these inputs to understand the full cognitive state and help you find optimal paths to optimize your performance. Please do give the system a try!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joel_jackson1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joel_jackson1<\/a> Congrats on the launch! The angle of using sensors already on your iPhone (no wearable required) is a winner for me. Curious: how are you handling the calibration challenge? iPhone camera-based HRV readings can vary a lot based on placement, lighting, and stillness. What does your accuracy benchmark look like ?<\/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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> I agree, computer vision inherently has these challenge. We have a calibration pipelines built for each computer vision system to try to minimize the friction for users. <\/p>\n<\/p>\n<p>For HRV specifically, finger placement on camera is crucial and we guide users through this, as we detect the failure points. Lighting is less of a challenge here, since we can use the iPhone flash. In terms of benchmarks, we have been able to achieve over 90% accuracy (when the user is in a stable position) compared to a Polar Band strapped to your chest.<\/p>\n<\/p>\n<p>We have a separate computer vision system for attention tracking launching in a few weeks. The calibration question is much more complicated for that system, and we have a patent pending for it! Let’s discuss this in depth when we unveil this feature.<\/p>\n<\/p>\n<p>Hope you enjoy the system.<\/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>Turning a phone into a brain performance coach is a cool idea.<\/p>\n<p>Are the exercises based on neuroscience research or more behavioral training?<\/p>\n<p>Would love to know how the progress tracking works.<\/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\/@aroido\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aroido<\/a> Great question! It\u2019s a mix of both:<\/p>\n<ul>\n<li>\n<p>We use science-backed exercises (breathwork, microbreaks) to regulate your nervous system.<\/p>\n<\/li>\n<li>\n<p>The AI creates targeted action plans and helps build routines to apply your learnings in your day to day life<\/p>\n<\/li>\n<\/ul>\n<p>For tracking, we have a proprietary performance score, which is tracked alongside your wearable data (sleep, HRV, etc.) for a holistic view. We are also launching a feature soon to track your attention just using your iPhone – imagine meditating and knowing how well you did during the session!<\/p>\n<\/p>\n<p>Would love to hear your feedback once you’ve had a chance to dive in.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Been using Pinnacle for a few months and it’s one of the few (if not only) products which has a demonstrable impact on focus \ud83d\ude00<\/p>\n<p>Big fan and hope many more people improve their lives through this launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@eeshita_pande\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eeshita_pande<\/a> thanks Eeshita – always great to hear when the system brings real impact! Do try this new system – it’s a big upgrade from the previous beta!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@eeshita_pande\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eeshita_pande<\/a> Thank you Eeshita \u2013 we really do aim to make a meaningful difference in people’s lives, so this is great to hear.<\/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\/@eeshita_pande\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eeshita_pande<\/a> hi Eeshita hope you’re well and thanks for your feedback! Great to hear that the system is helping you with your focus! Do try out the new app to experience the new features, we hope you like it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@kevinbensmith thank you!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Cheers<a href=\"https:\/\/www.producthunt.com\/@kevinbensmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevinbensmith<\/a>! It’s great to have people trying out the app \ud83d\ude4c <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kevinbensmith\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevinbensmith<\/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>This looks great! Does it have a fairly easy ramp up where you can try a small thing for a while and feel its impact before trying more?<\/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\/@twostraws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@twostraws<\/a> Hi Paul, absolutely! <\/p>\n<\/p>\n<p>We have gone through many iterations of the product with varying challenge levels for users. At the end what we realized is that we need to meet the user where they’re at and that’s what the current system is optimized around.<\/p>\n<\/p>\n<p>Let us know what you think once you try the onboarding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@twostraws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@twostraws<\/a> Spot on, Paul. That ‘ramp up’ was actually a big design challenge. We spent a lot of time thinking about ‘meaningful friction’\u2014ensuring the first time you use Pinnacle, you get a win in around 60 seconds without being overwhelmed by the AI logic.<\/p>\n<p>Would love to hear your thoughts on how the app feels once you’re in; we’re obsessing over making it feel as intuitive and lightweight as possible! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@twostraws\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@twostraws<\/a> Thanks Paul. The onboarding was a crucial part of getting the UX right, and the chat interface we landed on gave us the power & flexibility to fully explore the space & its opportunities. It was also great fun to build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Why do only the iPhone users get the good stuff?! \ud83d\ude2d <\/p>\n<p>Any thoughts on how Pinnacle can help deal with phone addiction? <\/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\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> We hear you! While we\u2019re starting on iOS to nail the high-fidelity experience, Android is definitely on the future roadmap.<\/p>\n<\/p>\n<p>Regarding phone addiction: It sounds counterintuitive for an app designer to say, but we actually built features to help you <strong>put the phone down<\/strong>. We have routines specifically for sleep that focus on reducing blue light exposure and reminders to step away from all screens.<\/p>\n<\/p>\n<p>We believe a performance coach should help you master your environment, not just your device. Mastering the ‘off-switch’ is a core part of modern performance.<\/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\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> We\u2019d really love to make it cross platform. Right now we\u2019re a small team and our computer vision models run fully on Apple\u2019s Metal framework, so iPhone was the fastest way for us to ship something that actually works well. Expanding beyond iOS is definitely something we want to do, it\u2019ll just take a bit of time, sorry! <\/p>\n<\/p>\n<p>Phone addiction is a tricky one – a lot of apps try to solve it tactically with screen-time limits or blocking, which can help but usually just treats the symptom. With Pinnacle we go deeper to find the root case. Through conversation you can set a goal like reducing phone use, reflect on what\u2019s actually driving the habit (boredom, stress, avoidance, etc.), and then work with Pinnacle to address the root cause rather than just the behavior. That being said, do try a tactical solution like <a href=\"https:\/\/one-sec.app\/platforms\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">One Sec<\/a> until Pinnacle comes to Android!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Beautiful app. Intuitive UX. I\u2019ve only just started using it \u2014 as a first time dad to help manage my time, stress and workload. Early days, but it\u2019s already helped to bring a sense of calm into my day. Excited to see where Pinnacle will take this.<\/div>\n<div class=\"comment-actions\">\n<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>Sounds simple, but my eyes by default feel “tired” how does Pinnacle adapt to understand that’s my normal eye expression? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting concept: turning your phone into a brain performance coach using real-time signals sounds super futuristic. Congrats on the launch! Which sensor or signal has been the most useful for understanding someone\u2019s focus or mental state so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, Joel! Really impressive to see how you’re leveraging on-device sensors for these kinds of emotional insights. The focus on performance and resilience for knowledge workers hits home. <\/p>\n<p>Quick question: what sensors on the device are you using?<\/p>\n<p>Would love to see how this evolves. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Looks really cool. <br \/>I in France and it doesn’t seem to be available here. Will it be anytime soon ? <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@olivierbinet_code\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivierbinet_code<\/a> we are resolving some App Store regulations for EU – you should be able to use within 1-2 weeks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@olivierbinet_code\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@olivierbinet_code<\/a> We are now live in your region: <a href=\"https:\/\/apps.apple.com\/fr\/app\/pinnacle-upgrade-your-mind\/id6498899043\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/fr\/app\/pinnacle-upgrade-your-mind\/id6498899043<\/a> . Hope you enjoy the app, let us know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DF2BM2NRE4AHO4\" class=\"app-title\">Perfectly<\/a><\/p>\n<div class=\"one-liner\">The first AI-native recruiting agency. Fill roles in days.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">179<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Perfectly\u662f\u4e00\u6b3eAI\u539f\u751f\u62db\u8058\u4ee3\u7406\uff0c\u901a\u8fc7\u540d\u4e3aPaul\u7684AI\u667a\u80fd\u4f53\uff0c\u5728\u521b\u4e1a\u516c\u53f8\u9700\u8981\u5feb\u901f\u62db\u8058\u7684\u573a\u666f\u4e0b\uff0c\u5168\u81ea\u52a8\u5904\u7406\u5bfb\u6e90\u3001\u89e6\u8fbe\u3001\u7b5b\u9009\u548c\u8d44\u683c\u8bc4\u4f30\uff0c\u5c06\u9762\u8bd5\u5c31\u7eea\u7684\u5019\u9009\u4eba\u76f4\u63a5\u63a8\u9001\u81f3Slack\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u62db\u8058\u6d41\u7a0b\u7e41\u7410\u3001\u8017\u65f6\u4e14\u6210\u672c\u9ad8\u6602\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\/c6bcbeb3-1ae1-4d67-849a-23542c5baf56.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f961279b-868d-4e9a-a9ba-95340b5f61dc.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\/38bf4292-65a2-4654-a020-4795a7582cb2.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\/8e4d258b-442f-443f-b333-c5b33b1f5839.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\/e932eec6-0dc3-43bb-922b-d3fc3c9990a9.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2c42791b-eb5d-45bc-b3dd-fc78930cd7f5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BiAyAGuWQAc\"><source src=\"https:\/\/www.youtube.com\/watch?v=BiAyAGuWQAc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hiring<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u62db\u8058<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u62db\u8058\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u624d\u5339\u914d\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u4f01\u4e1a\u62db\u8058<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u9a71\u52a8<\/span><br \/>\n <span class=\"tag\">\u65e0\u754c\u9762\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u5019\u9009\u4eba\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u5173\u6ce8\u4ea7\u54c1\u7ec6\u8282\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1aAI\u5982\u4f55\u5904\u7406\u6587\u5316\u5951\u5408\u7b49\u8f6f\u6027\u4fe1\u53f7\u3001\u80fd\u5426\u540c\u65f6\u5904\u7406\u591a\u804c\u4f4d\u62db\u8058\u3001\u51b7\u542f\u52a8\u95ee\u9898\u5982\u4f55\u89e3\u51b3\u3001\u662f\u5426\u63a5\u89e6\u88ab\u52a8\u5019\u9009\u4eba\u3001\u6700\u4f73\u9002\u7528\u516c\u53f8\u89c4\u6a21\uff0c\u4ee5\u53ca\u8bed\u97f3\u7b80\u62a5\u7684\u5177\u4f53\u7528\u9014\u3002\u56e2\u961f\u56de\u590d\u5c55\u73b0\u4e86\u6280\u672f\u81ea\u4fe1\u4e0e\u5b9e\u64cd\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 Perfectly\u5c06\u63a8\u8350\u7cfb\u7edf\u903b\u8f91\u5e94\u7528\u4e8e\u62db\u8058\uff0c\u5176\u5ba3\u79f0\u7684\u201c10\u500d\u5019\u9009\u4eba\u91cf\u201d\u548c\u201c2\u500d\u9762\u8bd5\u901a\u8fc7\u7387\u201d\u82e5\u7ecf\u5f97\u8d77\u9a8c\u8bc1\uff0c\u786e\u5b9e\u76f4\u51fb\u4e86\u4f20\u7edf\u62db\u8058\u201c\u4eba\u6548\u74f6\u9888\u201d\u4e0e\u201c\u5339\u914d\u7384\u5b66\u201d\u7684\u53cc\u91cd\u75db\u70b9\u3002\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u6d41\u7a0b\u81ea\u52a8\u5316\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u6784\u5efa\u7684\u201c\u6301\u7eed\u6821\u51c6\u201d\u5339\u914d\u5f15\u64ce\u2014\u2014\u8fd9\u6a21\u4eff\u4e86TikTok\u5185\u5bb9\u5206\u53d1\u7684\u7cbe\u9ad3\uff0c\u5373\u901a\u8fc7\u53cd\u9988\u5faa\u73af\u4e0d\u65ad\u4f18\u5316\u6a21\u578b\uff0c\u5c06\u62db\u8058\u4ece\u4e00\u6b21\u6027\u641c\u7d22\u53d8\u4e3a\u6301\u7eed\u4f18\u5316\u7684\u7cfb\u7edf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\uff08\u524dTikTok\u63a8\u8350\u7b97\u6cd5\u5de5\u7a0b\u5e08\u6253\u9020\uff09\u4e4b\u4e0b\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u62db\u8058\u7684\u672c\u8d28\u662f\u590d\u6742\u51b3\u7b56\uff0c\u5c24\u5176\u5728\u65e9\u671f\u56e2\u961f\u4e2d\uff0c\u201c vibe\u5339\u914d\u201d\u6d89\u53ca\u5927\u91cf\u975e\u7ed3\u6784\u5316\u3001\u751a\u81f3\u521b\u59cb\u4eba\u81ea\u5df1\u4e5f\u96be\u4ee5\u8a00\u660e\u7684\u9690\u6027\u77e5\u8bc6\u3002\u4ec5\u51ed5\u5206\u949f\u8bed\u97f3\u7b80\u62a5\u548c\u7f51\u7edc\u6570\u636e\uff0cAI\u80fd\u5426\u771f\u6b63\u6355\u6349\u5e76\u91cf\u5316\u8fd9\u79cd\u201c\u7075\u9b42\u201d\uff1f\u8bc4\u8bba\u4e2d\u5bf9\u201c\u6587\u5316\u5951\u5408\u201d\u548c\u201c\u521b\u59cb\u4eba\u7279\u5b9a\u6c14\u573a\u201d\u7684\u62c5\u5fe7\u6b63\u662f\u4e8e\u6b64\u3002\u5176\u6b21\uff0c\u5176\u5546\u4e1a\u5b9a\u4f4d\u770b\u4f3c\u7cbe\u51c6\uff08\u6c42\u5feb\u6c42\u6548\u7684\u521d\u521b\u516c\u53f8\uff09\uff0c\u4f46\u521d\u521b\u516c\u53f8\u7684\u62db\u8058\u9700\u6c42\u5f80\u5f80\u975e\u5e38\u89c4\u3001\u591a\u53d8\u91cf\u4e14\u5feb\u901f\u6f14\u53d8\uff0cAI\u7cfb\u7edf\u5904\u7406\u6781\u7aef\u201c\u975e\u6807\u201d\u89d2\u8272\u7684\u80fd\u529b\u6709\u5f85\u8003\u9a8c\u3002\u56e2\u961f\u5f3a\u8c03\u201c\u51b7\u542f\u52a8\u53cb\u597d\u201d\uff0c\u4f46\u8fd9\u66f4\u591a\u662f\u6280\u672f\u5c42\u9762\u7684\u81ea\u4fe1\uff0c\u5728\u771f\u5b9e\u5546\u4e1a\u573a\u666f\u4e2d\uff0c\u4fe1\u4efb\u7684\u5efa\u7acb\u548c\u6d41\u7a0b\u7684\u78e8\u5408\u672c\u8eab\u5c31\u9700\u8981\u65f6\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u98a0\u8986\u6027\u5728\u4e8e\u5176\u201cAI\u539f\u751f\u201d\u67b6\u6784\u2014\u2014\u5e76\u975e\u5728\u65e7\u6d41\u7a0b\u4e0a\u53e0\u52a0AI\u5de5\u5177\uff0c\u800c\u662f\u7528\u667a\u80fd\u4f53\u5f7b\u5e95\u91cd\u6784\u6d41\u7a0b\uff0c\u5b9e\u73b0\u201c\u96f6UI\u5de5\u4f5c\u6d41\u201d\u3002\u8fd9\u5e26\u6765\u4e86\u6548\u7387\u7684\u6781\u81f4\u60f3\u8c61\uff0c\u4f46\u4e5f\u5c06\u62db\u8058\u8fd9\u4e00\u9ad8\u5ea6\u4f9d\u8d56\u4eba\u9645\u6d1e\u5bdf\u7684\u6d3b\u52a8\u5f7b\u5e95\u9ed1\u76d2\u5316\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u6700\u7ec8\u5c06\u53d6\u51b3\u4e8e\u4e00\u4e2a\u6838\u5fc3\u6307\u6807\uff1a\u5728\u5254\u9664\u6389\u6240\u6709\u6d41\u7a0b\u6548\u7387\u589e\u76ca\u540e\uff0c\u5176AI\u5339\u914d\u5f15\u64ce\u7684\u201c\u7cbe\u51c6\u5ea6\u201d\u80fd\u5426\u6301\u7eed\u8d85\u8d8a\u6216\u6bd4\u80a9\u4f18\u79c0\u4eba\u7c7b\u62db\u8058\u5b98\u7684\u76f4\u89c9\u4e0e\u7f51\u7edc\u3002\u76ee\u524d\u6765\u770b\uff0c\u5b83\u662f\u4e00\u4e2a\u6781\u5177\u91ce\u5fc3\u3001\u5de5\u7a0b\u601d\u8def\u6e05\u6670\u7684\u5927\u80c6\u5b9e\u9a8c\uff0c\u4f46\u8ddd\u79bb\u6210\u4e3a\u53ef\u9760\u7684\u57fa\u7840\u8bbe\u65bd\uff0c\u4ecd\u9700\u5728\u771f\u5b9e\u4e16\u754c\u7684\u590d\u6742\u6027\u4e0e\u6a21\u7cca\u6027\u4e2d\u5b8c\u6210\u5b83\u7684\u201c\u6301\u7eed\u6821\u51c6\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Perfectly<\/span>\n <\/div>\n<div class=\"comment-content\">Perfectly is an AI-native recruiting agency that automates sourcing, outreach, screening, and qualification. Our agent Paul delivers interview-ready candidates directly to Slack and gives every candidate white-glove treatment to improve close rates. Built by ex-TikTok recommendation MLE for startups that need to hire fast.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! We’re the team behind Perfectly, the AI-native recruiting agency. <\/p>\n<p>Our launch today, Paul, replaces the entire recruiting function with one agent that understands candidates deeper to make more reliable matches.<\/p>\n<p>Since starting YC, we’ve filled 4x faster for top startups like Corgi, Giga, LlamaIndex, Porter, and Mintlify. By removing the human bottleneck, we provide candidates at up to 10x the volume. The amazing thing is, our candidates are 2x more likely to pass interviews.<\/p>\n<p>Paul is an AI-native recruiting agent that treats hiring like a matching engine:<br \/>\n– Voice-to-Stack: Give Paul a 5min voice brief. He captures the “vibe” and technical nuance human recruiters miss.<br \/>\n– Zero-UI Workflow: Paul sources, screens, and nurtures candidates autonomously. Interview-ready talent just drops into your Slack.<br \/>\n– Continuous Calibration: Like a recommendation system, Paul learns from your feedback to sharpen every subsequent match.<\/p>\n<p>We know the struggle of hiring great talent, having conducted 600+ technical interviews as founding ML Scientist at TikTok.<\/p>\n<p>We\u2019re here for the ultimate “stress test” from this community. Ask us anything about the workflow, our ML approach, or how we\u2019re killing the “recruiting tax.”<br \/>\nLet\u2019s build (and hire) faster!<br \/>\n\u2014 Victor & the Perfectly Team<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victor_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_luo<\/a> Congrats on the launch! I really appreciate the Voice-to-Stack feature! I\u2019m curious about this handles roles where the signal is contextual \u2014 like early founding engineer hires where culture fit and trajectory matter as much as the tech stack? Does the continuous calibration loop handle that nuance over time, or is there a human-in-the-loop moment there?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victor_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_luo<\/a> good luck \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@victor_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_luo<\/a> Hey, congrats on this to you and your team! I have one question tho; how does Perfectly handle niche roles like sales leaders for B2B startups; does it capture founder-specific “vibes” from voice briefs as well as it does technical stacks, and what’s one quick calibration hack for first-time users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey! Can Paul handle hiring for multiple roles at once, or just one at a 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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Framing recruiting as a recommendation engine problem rather than a search problem is a meaningful distinction \u2014 the continuous calibration loop from interview feedback is exactly how TikTok’s content matching works, and it makes sense applied to hiring. How does Paul handle the cold start problem for a new client with zero historical feedback \u2014 does it bootstrap from the voice brief alone, or is there a broader signal it pulls from?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Hi Sviatoslav,<\/p>\n<p>That\u2019s a great observation! You hit the nail on the head regarding the TikTok comparison, which is the core of the product is indeed that continuous calibration loop.<\/p>\n<p>As for cold-start problem:<\/p>\n<p>Deep Alignment: You\u2019re spot on. By leveraging LLMs’ internal knowledge, Perfectly can effectively bootstrap from the job description and the hiring manager\u2019s voice brief alone.<\/p>\n<p>Broader Signals: Beyond the brief, the agent pulls from extensive web data and market signals to establish a high-quality baseline before the first piece of feedback from hiring manager even hits the system.<\/p>\n<p>Snippets AI is cool btw! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting idea: replacing the traditional recruiting pipeline with an AI agent that handles sourcing, outreach, and screening could save startups a huge amount of time. Congrats on the launch! How does Paul decide which candidates are the best match after the initial sourcing and screening steps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Sometimes the best candidates are the ones that aren’t actively searching right now but could be potentially “poached”. Does Perfectly consider these types of candidates as part of its “Outreach” process? Or are the candidates only the ones that are actively searching?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 \u201crecruiting tax\u201d framing hits hard \u2014 every founder I know has lost weeks to sourcing, screening, and chasing candidates<\/p>\n<p>Question: at what company size does Paul perform best right now? Curious if the calibration model needs a certain volume of interview feedback before the matches get really sharp, or if even a 3-person team can get value from day one.<\/p>\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Great question, Jacklyn. The short answer is: a 3-person team can absolutely get value from day one.<\/p>\n<p>We actually built Paul to be “cold-start” native. Because we combine the JD and your voice brief with extensive web data and the LLM’s own internal knowledge, Paul doesn’t need a mountain of historical data to understand what you’re looking for. It hits a high-quality baseline almost immediately.<\/p>\n<p>It also helps that my co-founder, <a href=\"https:\/\/www.producthunt.com\/@huimin_xie\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"huimin_xie\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@huimin_xie<\/a> is an ex-TikTok MLE who specifically specialized in solving the cold-start problem for recommendation engines. We\u2019ve baked that expertise directly into how Paul calibrates with very little feedback.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That fork like the microphone holder. I can’t. \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<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> Haha, good eye, Nika! <\/p>\n<p>That was peak “founder engineering”. Sometimes the best tools for the job are already sitting in the kitchen. Honestly, those scrappy DIY moments are half the fun of “creating” something from scratch. Glad it gave you a laugh! \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>“Voice-to-Stack” sounds like a massive time-saver. Does Paul actually draft the JD based on that 5-minute brief, or just use it for internal search parameters?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jinhao_bai2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jinhao_bai2<\/a> Hey Jinhao, good catch.Actually we use the voice brief and the JD as the primary sourcing “soul,” but we also layer in web data to enrich the profile based on what your company actually does.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/ZUT3BCZCSHT7BB\" class=\"app-title\">Parker by Perfectly<\/a><\/p>\n<div class=\"one-liner\">Your AI career super-connector<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">148<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Parker\u662f\u4e00\u6b3e\u96c6\u6210\u4e8eiMessage\u4e0eWhatsApp\u7684AI\u804c\u4e1a\u8d85\u7ea7\u8fde\u63a5\u5668\uff0c\u901a\u8fc7\u667a\u80fd\u63a8\u8350\u5173\u952e\u8054\u7cfb\u4eba\u3001\u4ee3\u62df\u4e2a\u6027\u5316\u6c9f\u901a\u6587\u6848\uff0c\u5e2e\u52a9\u6c42\u804c\u8005\u5728\u804c\u4f4d\u516c\u5f00\u524d\u901a\u8fc7\u5185\u63a8\u6e20\u9053\u83b7\u5f97\u9876\u5c16\u79d1\u6280\u516c\u53f8\u7684\u5de5\u4f5c\u673a\u4f1a\uff0c\u89e3\u51b3\u201c\u4fe1\u606f\u4e0d\u5bf9\u7b49\u3001\u4eba\u8109\u4e0d\u8db3\u201d\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/721a8d8c-540b-47f6-ab92-3e37b0293c2d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=S8kbBnTUYr0\"><source src=\"https:\/\/www.youtube.com\/watch?v=S8kbBnTUYr0\" 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\/2c4e2afc-cd9e-4713-b23a-840512bf53bd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/64154886-0bb6-4ca4-8dae-fb6e6e2bc4ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ab48786-4bad-4e5b-9d0b-091cd50c09a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/41e08bb8-9a79-43fb-9a96-c2fbfb2fdcf9.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\">Hiring<\/span><br \/>\n <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6c42\u804c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4eba\u8109\u62d3\u5c55\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u63a8\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6c9f\u901a\u64b0\u5199<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u901a\u8baf\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u53d1\u5c55<\/span><br \/>\n <span class=\"tag\">\u62db\u8058\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168\u8003\u91cf<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u6c42\u804c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u4e8e\u529f\u80fd\u5ef6\u4f38\u4e0e\u6838\u5fc3\u673a\u5236\u8be2\u95ee\uff1a\u5efa\u8bae\u589e\u52a0\u8054\u7cfb\u63d0\u9192\u529f\u80fd\uff08\u5df2\u83b7\u56de\u5e94\u6b63\u5728\u6d4b\u8bd5\uff09\uff1b\u8be2\u95ee\u5bf9\u8bdd\u72b6\u6001\u8ddf\u8e2a\u3001\u65e0\u804c\u4f4d\u65f6\u7684\u516c\u53f8\u76d1\u63a7\u4e0e\u81ea\u8350\u3001\u9632\u9a9a\u6270\u7684\u6c9f\u901a\u8d28\u91cf\u9608\u503c\u3001AI\u5b66\u4e60\u201c\u4e2a\u4eba\u8bed\u6c14\u201d\u7684\u6570\u636e\u6e90\u53ca\u6570\u636e\u9690\u79c1\u5b89\u5168\u3002\u56e2\u961f\u5bf9\u90e8\u5206\u95ee\u9898\u8fdb\u884c\u4e86\u79ef\u6781\u56de\u590d\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 Parker\u7684\u4ea7\u54c1\u903b\u8f91\u76f4\u51fb\u4e86\u79d1\u6280\u62db\u8058\u4e2d\u201c\u9690\u85cf\u5e02\u573a\u201d\u7684\u547d\u8109\u2014\u2014\u5185\u63a8\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4e0d\u5728\u4e8eAI\u4ee3\u5199\u4fe1\u606f\uff0c\u800c\u5728\u4e8e\u5c06\u4f5c\u6218\u9635\u5730\u524d\u7f6e\u5e76\u5d4c\u5165\u7528\u6237\u6700\u9ad8\u9891\u7684\u901a\u4fe1\u573a\u666f\uff08iMessage\/WhatsApp\uff09\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5bf9\u6c42\u804c\u6d41\u7a0b\u7684\u4e00\u6b21\u201c\u53bb\u5e73\u53f0\u5316\u201d\u91cd\u6784\u3002\u5b83\u8bd5\u56fe\u5c06\u4f20\u7edf\u7684\u3001\u5206\u6563\u7684\u3001\u4f9d\u8d56\u4e2a\u4eba\u793e\u4ea4\u80c6\u8bc6\u4e0e\u6280\u5de7\u7684 networking \u884c\u4e3a\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u53ef\u5206\u6790\u3001\u53ef\u6267\u884c\u3001\u53ef\u89c4\u6a21\u5316\u7684\u6570\u636e\u9a71\u52a8\u6d41\u7a0b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u4e0e\u6f5c\u5728\u98ce\u9669\u540c\u6837\u5c16\u9510\u3002\u5176\u4e00\uff0c\u201c\u5b66\u4e60\u4f60\u7684\u58f0\u97f3\u201d\u4e0e\u9690\u79c1\u5b89\u5168\u7684\u5e73\u8861\u662f\u8106\u5f31\u7684\u3002\u82e5\u4ec5\u5206\u6790\u672c\u5730\u804a\u5929\u8bb0\u5f55\uff0c\u5176\u4e2a\u6027\u5316\u7a0b\u5ea6\u6709\u9650\uff1b\u82e5\u63a5\u5165LinkedIn\u7b49\u5916\u90e8\u6570\u636e\uff0c\u5219\u9762\u4e34\u4e25\u5cfb\u7684\u6570\u636e\u5408\u89c4\u4e0e\u7528\u6237\u4fe1\u4efb\u6311\u6218\u3002\u5176\u4e8c\uff0c\u4ea7\u54c1\u53ef\u80fd\u9677\u5165\u201c\u6548\u7387\u4e0e\u9a9a\u6270\u201d\u7684\u6096\u8bba\u3002\u5f53AI\u964d\u4f4e\u4e86\u4e00\u5bf9\u4e00\u6c9f\u901a\u7684\u6210\u672c\uff0c\u4e5f\u53ef\u80fd\u50ac\u751f\u6d77\u91cf\u201c\u7cbe\u51c6\u4f46\u51b0\u51b7\u201d\u7684\u62db\u547c\u4fe1\u606f\uff0c\u7a00\u91ca\u771f\u6b63\u201c\u6e29\u6696\u8fde\u63a5\u201d\u7684\u4ef7\u503c\uff0c\u5176\u58f0\u79f0\u7684\u9632\u5783\u573e\u90ae\u4ef6\u9608\u503c\u673a\u5236\u5c06\u662f\u5173\u952e\uff0c\u4f46\u8bc4\u8bba\u663e\u793a\u5176\u76ee\u524d\u7ec6\u8282\u6a21\u7cca\u3002\u5176\u4e09\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u5b58\u5728\u5185\u5728\u77db\u76fe\uff1a\u65e2\u670d\u52a1\u4e8e\u6c42\u804c\u8005\uff08\u5e2e\u5176\u5185\u63a8\uff09\uff0c\u53c8\u670d\u52a1\u4e8e\u4f01\u4e1a\uff08\u76f4\u63a5\u62db\u8058\uff09\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4\u6700\u4f18\u673a\u4f1a\u4f18\u5148\u6d41\u5411\u4ed8\u8d39\u4f01\u4e1a\u5ba2\u6237\uff0c\u800c\u975e\u514d\u8d39\u6c42\u804c\u8005\uff0c\u524a\u5f31\u5176\u5bf9C\u7aef\u7528\u6237\u7684\u521d\u59cb\u627f\u8bfa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cParker\u662f\u4e00\u6b3e\u601d\u8def\u7cbe\u51c6\u3001\u5207\u5165\u5de7\u5999\u7684\u5de5\u5177\uff0c\u4f46\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u6760\u6746\u653e\u5927\u5668\u201d\u3002\u5b83\u653e\u5927\u4e86\u9ad8\u6548\u6c42\u804c\u8005\u7684\u4f18\u52bf\uff0c\u5374\u672a\u5fc5\u80fd\u586b\u8865\u6c42\u804c\u8005\u6838\u5fc3\u80fd\u529b\u4e0e\u80cc\u666f\u7684\u77ed\u677f\u3002\u5b83\u7684\u6210\u529f\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u6587\u6848\u662f\u5426\u8db3\u591f\u201c\u50cf\u4eba\u201d\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u6269\u5927\u7f51\u7edc\u89c4\u6a21\u7684\u540c\u65f6\uff0c\u4e25\u8c28\u5730\u5b88\u62a4\u6c9f\u901a\u8d28\u91cf\u4e0e\u6570\u636e\u5b89\u5168\u7684\u751f\u547d\u7ebf\uff0c\u5426\u5219\u6781\u6613\u4ece\u201c\u8d85\u7ea7\u8fde\u63a5\u5668\u201d\u6ed1\u843d\u4e3a\u201c\u667a\u80fd\u9a9a\u6270\u53d1\u751f\u5668\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Parker by Perfectly<\/span>\n <\/div>\n<div class=\"comment-content\">70-80% of tech jobs are filled through referrals before they hit a job board. If you’re not talking to the right people, the best opportunities will never find you. Meet Parker \u2014 your AI career super-connector on iMessage & WhatsApp \ud83d\udd25 Parker maps out exactly who you should talk to, drafts personalized outreach that actually sounds like you, and gets you in the door. Companies also come to us to hire directly \u2014 so the best roles find you. Try Parker free \u2192 https:\/\/candidate.perfectly.so\/<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">We originally started on the hiring manager side (Meet Paul: <a href=\"https:\/\/hm.perfectly.so\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/hm.perfectly.so\/<\/a>) to help companies hire. But we kept seeing the same heartbreaking pattern: brilliant candidates stuck in the wrong roles simply because no one helped them find the place they truly belong.<\/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>It might be helpful to add reminders for when to reconnect with someone after the first msg. <\/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\/@derek_julian\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@derek_julian<\/a> Hey Derek, you’re absolutely right, we’re already testing this feature!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on your launch. Beyond the initial outreach, does Parker help track the status of these conversations, or is it primarily focused on getting the “foot in the door” initially?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@charlenechen_123\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlenechen_123<\/a> Yes, we track them, so next time when you talk with Parker, he will follow up.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If there isn’t an active role available but it’s at a company that I’d be interested in joining, are there ways that Parker can either (a) monitor for when a relevant posting appears or (b) help me craft outreach that could get me in the door even though there isn’t an active job posting?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Meeting people where they already are \u2014 iMessage and WhatsApp instead of yet another app \u2014 is the right distribution call, since the 70-80% referral stat means the real leverage is in warm intros, not cold applications. How does Parker differentiate between a genuine networking opportunity and a connection that would feel spammy to the recipient \u2014 is there a signal quality threshold before it suggests reaching out?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on this <a href=\"https:\/\/www.producthunt.com\/@victor_luo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@victor_luo<\/a> The iMessage + WhatsApp angle is underrated. Every other AI career tool puts you in yet another dashboard you have to remember to open. When Parker drafts personalized outreach that \u2018sounds like you\u2019 \u2014 how does it actually learn your voice? Is it from the iMessage\/WhatsApp chat history alone, or does it analyze LinkedIn activity, past writing samples, etc.?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 does Parker handle data privacy? Mapping out who to talk to sounds powerful, but I want to ensure my professional network data stays completely secure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/IA4U5PYSUQMTBX\" class=\"app-title\">Pre<\/a><\/p>\n<div class=\"one-liner\">Pre makes anybody an operator.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">133<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Pre\u662f\u4e00\u6b3e\u4e3a\u521d\u521b\u516c\u53f8\u521b\u59cb\u4eba\u8bbe\u8ba1\u7684AI\u95ee\u8d23\u4e0e\u805a\u7126\u5de5\u5177\uff0c\u901a\u8fc7\u8fde\u63a5\u5173\u952e\u6570\u636e\u3001\u8bbe\u5b9a\u5317\u6781\u661f\u6307\u6807\u548c\u5f3a\u5236\u53d1\u9001\u672a\u7ecf\u4fee\u9970\u7684\u5468\u62a5\uff0c\u89e3\u51b3\u521b\u59cb\u4eba\u56e0\u7f3a\u4e4f\u52a8\u529b\u3001\u81ea\u6211\u6b3a\u9a97\u548c\u504f\u79bb\u6838\u5fc3\u76ee\u6807\u800c\u5bfc\u81f4\u9879\u76ee\u5931\u8d25\u6216\u505c\u6ede\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\/cfb538c3-3724-40d4-a72d-3439ee47152b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d4348ed9-dc77-4240-9958-f63f92aa6a23.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/55b23a4f-f2d9-4fb3-9137-1f2f4481514a.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\">Startup Lessons<\/span><br \/>\n <span class=\"tag\">Operations<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u95ee\u8d23\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u521b\u59cb\u4eba\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u76ee\u6807\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/span><br \/>\n <span class=\"tag\">\u521d\u521b\u516c\u53f8\u8f85\u5bfc<\/span><br \/>\n <span class=\"tag\">YC\u65b9\u6cd5\u8bba<\/span><br \/>\n <span class=\"tag\">\u8fdb\u5ea6\u900f\u660e\u5316<\/span><br \/>\n <span class=\"tag\">\u5317\u6781\u661f\u6307\u6807<\/span><br \/>\n <span class=\"tag\">\u5468\u5ea6\u590d\u76d8<\/span><br \/>\n <span class=\"tag\">\u9632\u81ea\u6211\u6b3a\u9a97<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u201c\u65e0\u4fee\u9970\u5468\u62a5\u201d\u7684\u5f3a\u5236\u95ee\u8d23\u673a\u5236\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1aAI\u987e\u95ee\u662f\u5426\u5b9e\u65f6\u6311\u6218\u76ee\u6807\u8bbe\u5b9a\u3001\u5982\u4f55\u5904\u7406\u590d\u6742\u6280\u672f\u8fd0\u7ef4\u7684\u8fb9\u7f18\u6848\u4f8b\uff0c\u4ee5\u53ca\u4e2a\u6027\u5316\u53cd\u9988\u7684\u6df1\u5ea6\u3002\u521b\u59cb\u4eba\u56de\u590d\u79f0\u6b63\u5f00\u53d1\u4e3b\u52a8\u5206\u6790\u529f\u80fd\uff0c\u5e76\u660e\u786e\u4ea7\u54c1\u805a\u7126\u4e8e\u5546\u4e1a\u8fd0\u8425\u800c\u975e\u6280\u672f\u8fd0\u7ef4\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 Pre\u8bd5\u56fe\u4ea7\u54c1\u5316YC\u529e\u516c\u5ba4\u5c0f\u65f6\u7684\u6b8b\u9177\u8bda\u5b9e\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u76ee\u6807\u8ddf\u8e2a\u5de5\u5177\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u53cd\u81ea\u6211\u5408\u7406\u5316\u201d\u7684\u7cfb\u7edf\u3002\u521b\u59cb\u4ebaDarius\u7684\u7ecf\u5386\u76f4\u6307\u521b\u4e1a\u6838\u5fc3\u60b2\u5267\uff1a\u6211\u4eec\u5584\u4e8e\u7f16\u7ec7\u53d9\u4e8b\uff0c\u5c06\u201c\u7565\u6709\u8d77\u8272\u201d\u7f8e\u5316\u4e3a\u201c\u5373\u5c06\u7a81\u7834\u201d\u3002Pre\u7684\u950b\u5229\u4e4b\u5904\u5728\u4e8e\uff0c\u5b83\u7528\u6570\u636e\u8fde\u63a5\uff08\u5982Stripe\u3001Supabase\uff09\u5265\u593a\u4e86\u8fd9\u79cd\u53d9\u4e8b\u6743\uff0c\u8ba9\u5ba2\u89c2\u6307\u6807\u8bf4\u8bdd\uff0c\u5e76\u901a\u8fc7\u793e\u4ea4\u538b\u529b\uff08\u5468\u62a5\u53d1\u9001\u7ed9\u201c\u4f60\u4e0d\u60f3\u8ba9\u5176\u5931\u671b\u7684\u4eba\u201d\uff09\u5b8c\u6210\u6700\u540e\u4e00\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e0e\u6f5c\u529b\u5e76\u5b58\u3002\u6311\u6218\u5728\u4e8e\uff1a\u7b2c\u4e00\uff0c\u201c\u5317\u6781\u661f\u6307\u6807\u201d\u7684\u8bbe\u5b9a\u672c\u8eab\u662f\u6218\u7565\u827a\u672f\uff0cAI\u80fd\u5426\u771f\u6b63\u7406\u89e3\u4e1a\u52a1\u672c\u8d28\u5e76\u9632\u6b62\u201c\u4f18\u5316\u865a\u8363\u6307\u6807\u201d\u7684\u5386\u53f2\u91cd\u6f14\uff1f\u7b2c\u4e8c\uff0c\u5bf9\u65e9\u671f\u521b\u59cb\u4eba\uff0c\u5c24\u5176\u662f\u5355\u6253\u72ec\u6597\u8005\uff0c\u6700\u5927\u7684\u75db\u82e6\u5e38\u662f\u5b64\u72ec\u4e0e\u51b3\u7b56\u6a21\u7cca\uff0cPre\u7684\u201cAI\u987e\u95ee\u201d\u82e5\u4ec5\u505c\u7559\u5728\u76ee\u6807-\u6570\u636e\u5bf9\u9f50\u7684\u5ba1\u8ba1\u5c42\u9762\uff0c\u5219\u4ecd\u672a\u89e6\u53ca\u6700\u9ad8\u4ef7\u503c\u7684\u201c\u6218\u7565\u5171\u9e23\u201d\u4e0e\u201c\u7075\u611f\u6fc0\u53d1\u201d\u3002\u7b2c\u4e09\uff0c\u5176\u6a21\u578b\u5047\u8bbe\u201c\u8fde\u63a5\u6570\u636e\u201d\u7b49\u4e8e\u201c\u771f\u5b9e\u60c5\u51b5\u201d\uff0c\u4f46\u8bb8\u591a\u5173\u952e\u8fdb\u5c55\uff08\u5982\u5ba2\u6237\u8bbf\u8c08\u6d1e\u5bdf\u3001\u56e2\u961f\u58eb\u6c14\uff09\u96be\u4ee5\u6570\u636e\u5316\uff0c\u5b58\u5728\u76f2\u533a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6f5c\u529b\u5219\u5728\u4e8e\uff0c\u5b83\u53ef\u80fd\u6f14\u5316\u6210\u9996\u4e2a\u201c\u521b\u59cb\u4eba\u5fc3\u667a\u5916\u90e8\u7f13\u5b58\u201d\u3002\u4f18\u79c0\u7684\u6295\u8d44\u8005\u6216\u8054\u521b\u80fd\u63d0\u4f9b\u7684\u6b63\u662f\u8fd9\u79cd\u65e0\u60c5\u7684\u7126\u70b9\u7ef4\u62a4\u4e0e\u73b0\u5b9e\u68c0\u9a8c\u3002Pre\u82e5\u80fd\u6df1\u5316\u5176AI\u5bf9\u884c\u4e1a\u4e0a\u4e0b\u6587\u4e0e\u521b\u4e1a\u9636\u6bb5\u7684\u7406\u89e3\uff0c\u4ece\u201c\u5ba1\u8ba1\u5b98\u201d\u8fdb\u9636\u4e3a\u201c\u6a21\u62df\u8054\u521b\u201d\uff0c\u5176\u4ef7\u503c\u5c06\u6307\u6570\u7ea7\u589e\u957f\u3002\u5f53\u524d\u7248\u672c\u662f\u4e00\u4e2a\u5f3a\u6548\u7684\u201c\u9632\u5760\u843d\u7f51\u201d\uff0c\u4f46\u521b\u4e1a\u8005\u6700\u7ec8\u9700\u8981\u7684\uff0c\u4e0d\u4ec5\u662f\u9632\u6b62\u5760\u843d\uff0c\u66f4\u662f\u5982\u4f55\u98de\u5f97\u66f4\u9ad8\u66f4\u51c6\u7684\u5bfc\u822a\u7cfb\u7edf\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\">Pre<\/span>\n <\/div>\n<div class=\"comment-content\">Lack of momentum kills startups. I’ve done YC 3 times and built Pre to productize the focus and accountability of batch office hours. Pre’s AI agent knows exactly how you’re really doing from your connected data. Set your North Star, commit to weekly goals that move the needle, and every week it sends a no-spin progress report to whoever you don’t want to disappoint. No editing. No excuses.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Howzit \ud83e\udd19\ud83c\udffc <\/p>\n<p>I’m Darius (Bubs). 3x YC founder and have exited for 8 & 9 figures. And I built Pre because even experienced founders fall into the same startup traps.<\/p>\n<p>My first startup I chased the wrong vanity metrics, and wasn’t honest enough to kill things that were “kinda working” for NINE YEARS. We finally saw where there was real product market fit and pivoted… we were acquired 11mo later. Overnight success that took nearly a decade.<\/p>\n<p>My last startup grew thru Series B with 120+ employees and then imploded… We were scaling a model that was fundamentally broken and should have been something we were laser focused on making right in the beginning.<\/p>\n<p>So I built a system that makes it structurally impossible to bullshit yourself. You set a North Star metric. You commit to weekly goals that actually move the needle. Pre’s AI advisor challenges your reasoning instead of just validating it. And every Friday it sends a no-edit truth report to whoever you’ve given permission to hold you accountable. Raw data. What you shipped. What you didn’t.<\/p>\n<p>This is the same honest and direct framework you get during a YC batch… Now it’s something anyone can use. Try it free for 10 days.<\/p>\n<p>Would love your feedback, especially from founders who have tried every system and keep ending up in the same spot. That’s exactly who I built this for.<\/p>\n<p>What’s the best way you keep yourself totally honest about what’s working and what isn’t as a founder? \ud83d\udc47<\/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\/@bubs\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bubs<\/a> Pre has been awesome keeping me on task with what actually matters. It\u2019s a no brainer for solo founders like myself!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>As someone who just spent 3 hours debugging a deployment because our junior dev didn’t understand the difference between staging and production variables, I can see why you’d want to abstract away the operator role entirely. The real question is: how do you handle the edge cases where someone needs to SSH into a box at 3am because the automated rollback failed, or when the “simple” deployment requires understanding the intricate dependencies between your Redis cluster and PostgreSQL replicas?<\/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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> Ugh. That’s a rough one. Our focus is on the operations (ideation, talking to customers, getting validation, founder led sales, etc.) of early stage startups, not the Dev Ops. But I imagine the coding agents will get smarter as services are integrated into them so they understand the full dev environment and test and debug end to end.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The no-edit Friday report sent to someone you don’t want to disappoint is a clever forcing function \u2014 most accountability tools fail because founders can reframe their own narrative before sharing it. Does the AI advisor push back in real-time when you set weekly goals that are clearly too safe or disconnected from your North Star, or does it only surface that gap in the weekly report?<\/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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Totally agree, we’re great at spinning things but that doesn’t give the <strong>real<\/strong> story. And yep it sure can. MVP form is an “audit” button for each goal, we’re making that a proactive analysis\/audit this week. So Pre will automatically push back when you’re setting goals that don’t matter, or aren’t specifically driving your North Star. <\/p>\n<p>+D<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdbd8d20-d58f-4417-8874-fbc229f1ae7e.jpeg?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> its so good!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve been watching this product since its early concept days and I’m super impressed with the newest version. It has always provided accountability for founders, but this latest version makes it so much easier to get going \u2013 and keep going. Great work!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@turoczy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@turoczy<\/a> Thanks Rick, every founder deserves somebody supportive like you in their corner… we’ll do our best to make the Pre agent as Rick as possible. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the system get context with regards to where I am at in my startup journey? Are they solely based upon the “north star” I set or are there ways to get more personalized feedback once it understands the industry and product that I’m trying to sell? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> You connect Pre to your data… Supabase, Stripe, etc. So your agent knows not just what you’re building and who it’s for… it knows if the work you’re doing every week is actually moving the numbers.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is launch of the week for me. Love this product and plan for our team to use it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love seeing all the progress, Bubs! This is such a great idea and needed product. Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting concept: an AI chief of staff that tracks your real progress and sends honest weekly updates could be huge for founders trying to stay accountable. Congrats on the launch! How does Pre decide what data signals actually matter when measuring whether someone is making real progress toward their North Star? \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/PBJC3XAVDZNMHC\" class=\"app-title\">Fowel by Hackmamba<\/a><\/p>\n<div class=\"one-liner\">Reduce documentation review time by 80% instantly<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">121<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Fowel\u662f\u4e00\u6b3e\u96c6\u6210\u4e8eGitHub\u7684AI\u5de5\u5177\uff0c\u80fd\u5728\u4ee3\u7801\u5408\u5e76\u8bf7\u6c42\u4e2d\u81ea\u52a8\u5ba1\u67e5\u6587\u6863\uff0c\u5373\u65f6\u6355\u6349\u9519\u8bef\u3001\u7f3a\u5931\u4e0a\u4e0b\u6587\u548c\u8fc7\u65f6\u4ee3\u7801\u793a\u4f8b\uff0c\u5c06\u6587\u6863\u5ba1\u67e5\u65f6\u95f4\u51cf\u5c1180%\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u56e2\u961f\u5728\u5feb\u901f\u8fed\u4ee3\u4e2d\u786e\u4fdd\u6587\u6863\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\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\/5b6c8347-899c-48f8-bc9e-6557a0dda723.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/896ca58d-aca5-491f-9c32-1dcaee0070c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1085b3a-9994-4d29-a396-566aaedbd2f1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b4259bcd-7e3c-4968-baea-99c7dc2bffa7.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\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u6863\u81ea\u52a8\u5316\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7801\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">GitHub\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6280\u672f\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8d28\u91cf\u4fdd\u969c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u5ba1\u6838<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u89e3\u51b3\u6587\u6863\u5ba1\u67e5\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u63d0\u51fa\u4e86\u5177\u4f53\u95ee\u9898\uff1a\u80fd\u5426\u68c0\u6d4b\u5916\u90e8API\/\u7b2c\u4e09\u65b9\u5e93\u7684\u7834\u574f\u6027\u53d8\u66f4\uff1f\u662f\u5426\u652f\u6301\u591a\u8bed\u8a00\u6587\u6863\uff1f\u80fd\u5426\u5b66\u4e60\u4ed3\u5e93\u73b0\u6709\u98ce\u683c\u6216\u8de8\u4ed3\u5e93\u7406\u89e3\u4f9d\u8d56\uff1f\u5982\u4f55\u9002\u5e94\u98ce\u683c\u6307\u5357\u7684\u957f\u671f\u6f02\u79fb\uff1f\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 Fowel\u7684\u8bde\u751f\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u6781\u5177\u8c61\u5f81\u610f\u4e49\u7684AI\u65f6\u4ee3\u5bd3\u8a00\uff1a\u4e00\u5bb6\u6280\u672f\u5185\u5bb9\u4ee3\u7406\u673a\u6784\u56e0\u5ba2\u6237\u8f6c\u5411Claude Code\u800c\u4e22\u5931\u5408\u540c\uff0c\u88ab\u8feb\u4ece\u670d\u52a1\u5546\u8f6c\u578b\u4e3a\u5de5\u5177\u5efa\u9020\u8005\u3002\u8fd9\u7cbe\u51c6\u63ed\u793a\u4e86\u5f53\u524dAI\u6e17\u900f\u4e0b\u7684\u4ef7\u503c\u8f6c\u79fb\u2014\u2014\u5f53\u5185\u5bb9\u751f\u6210\u65e5\u76ca\u5ec9\u4ef7\u4e14\u81ea\u52a8\u5316\u65f6\uff0c\u6838\u5fc3\u4ef7\u503c\u6b63\u4ece\u201c\u521b\u4f5c\u201d\u4e0a\u79fb\u81f3\u201c\u8d28\u91cf\u4fdd\u969c\u4e0e\u89c4\u8303\u6267\u884c\u201d\u3002\u4ea7\u54c1\u5b9a\u4f4d\u806a\u660e\u5730\u6293\u4f4f\u4e86\u8fd9\u4e00\u7f1d\u9699\u5e02\u573a\uff1a\u4e0d\u505a\u6587\u6863\u751f\u6210\u7684\u7ea2\u6d77\u7ade\u4e89\uff0c\u800c\u662f\u505a\u751f\u6210\u540e\u7684\u201c\u5b88\u95e8\u4eba\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u768480%\u65f6\u95f4\u8282\u7701\u9887\u5177\u5438\u5f15\u529b\uff0c\u4f46\u6df1\u5c42\u4ef7\u503c\u5728\u4e8e\u5c06\u56e2\u961f\u5185\u90e8\u7684\u3001\u9690\u6027\u7684\u6587\u6863\u5ba1\u67e5\u77e5\u8bc6\uff08\u5982\u98ce\u683c\u6307\u5357\u3001\u6280\u672f\u51c6\u786e\u6027\u903b\u8f91\u3001\u672f\u8bed\u4e00\u81f4\u6027\uff09\u7f16\u7801\u4e3a\u53ef\u91cd\u590d\u3001\u53ef\u6269\u5c55\u7684\u7cfb\u7edf\u3002\u8fd9\u5b9e\u8d28\u4e0a\u662f\u5c06\u201c\u8d44\u6df1\u6280\u672f\u4f5c\u5bb6\u7684\u7ecf\u9a8c\u201d\u4ea7\u54c1\u5316\u3002\u7136\u800c\uff0c\u4ece\u8bc4\u8bba\u66b4\u9732\u7684\u5173\u5207\u6765\u770b\uff0c\u5176\u5f53\u524d\u80fd\u529b\u8fb9\u754c\u6e05\u6670\uff1a\u5b83\u66f4\u50cf\u4e00\u4e2a\u57fa\u4e8e\u9884\u8bbe\u89c4\u5219\u4e0e\u4e0a\u4e0b\u6587\u7684\u201c\u9759\u6001\u5206\u6790\u5668\u201d\uff0c\u800c\u975e\u52a8\u6001\u7684\u201c\u6267\u884c\u73af\u5883\u201d\u3002\u65e0\u6cd5\u8fd0\u884c\u4ee3\u7801\u4ee5\u68c0\u6d4b\u7834\u574f\u6027\u53d8\u66f4\u3001\u5bf9\u591a\u8bed\u8a00\u652f\u6301\u4e0d\u660e\u3001\u8de8\u4ed3\u5e93\u4e0a\u4e0b\u6587\u7406\u89e3\u5b58\u7591\uff0c\u8fd9\u4e9b\u6b63\u662f\u5176\u4ece\u201c\u6709\u7528\u5de5\u5177\u201d\u8fc8\u5411\u201c\u4e0d\u53ef\u6216\u7f3a\u57fa\u7840\u8bbe\u65bd\u201d\u5fc5\u987b\u8de8\u8d8a\u7684\u9e3f\u6c9f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u5927\u7684\u6311\u6218\u6216\u8bb8\u5728\u4e8e\u201c\u9002\u5e94\u6027\u201d\u3002\u6587\u6863\u98ce\u683c\u548c\u9879\u76ee\u89c4\u8303\u662f\u6d41\u52a8\u7684\uff0c\u5de5\u5177\u5982\u4f55\u907f\u514d\u6210\u4e3a\u65b0\u7684\u6280\u672f\u503a\u6765\u6e90\uff1f\u662f\u4f9d\u8d56\u624b\u52a8\u66f4\u65b0\u63d0\u793a\u8bcd\uff0c\u8fd8\u662f\u5177\u5907\u67d0\u79cd\u5b66\u4e60\u673a\u5236\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5176\u957f\u671f\u7ef4\u62a4\u6210\u672c\u4e0e\u5b9e\u7528\u6027\u3002\u603b\u4f53\u800c\u8a00\uff0cFowel\u662f\u4e00\u6b21\u7cbe\u51c6\u7684\u8d5b\u9053\u5361\u4f4d\uff0c\u5b83\u9a8c\u8bc1\u4e86\u201cAI\u751f\u6210\u65f6\u4ee3\uff0c\u5ba1\u6838\u4e0e\u6cbb\u7406\u5de5\u5177\u5c06\u5d1b\u8d77\u201d\u7684\u8d8b\u52bf\u5224\u65ad\u3002\u4f46\u5176\u6280\u672f\u6df1\u5ea6\u4e0e\u53ef\u6269\u5c55\u6027\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u6210\u4e3a\u5f00\u53d1\u8005\u5de5\u4f5c\u6d41\u4e2d\u77ed\u6682\u7684\u8fc7\u6e21\u65b9\u6848\uff0c\u8fd8\u662f\u672a\u6765\u4eba\u673a\u534f\u4f5c\u6587\u6863\u5de5\u4f5c\u6d41\u7684\u57fa\u77f3\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Fowel by Hackmamba<\/span>\n <\/div>\n<div class=\"comment-content\">Fowel automatically reviews documentation in every GitHub pull request \u2013 catching inaccuracies, missing context, outdated code samples, and structural gaps before they reach production. Install in 30 seconds and scale across unlimited repositories.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Last week I got hit by a client with “sorry we took all the docs work your team did over the last 3 months which was great, fed it to Claude Code and we’re good going forward”. $5k+ MRR up in smoke.<\/p>\n<p>I think that’s when I might have finally gotten past the denial stage, that AI is coming for my company, <a href=\"https:\/\/www.linkedin.com\/company\/hackmamba-io\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Hackmamba<\/strong><\/a>, a technical content agency, even though we’re focused on authenticity and technical creativity.<\/p>\n<p>As an engineer and technical writer (now double-screwed I guess) I’m a big purporter that AI is like electricity, making things better, but the last 2 weeks have been, shocking (pun intended). Maybe I’d just been slow, doing too much talking and less doing. <\/p>\n<p>So what did I do after <em>J<\/em> hit me with the contract cancellation line, I started looking for ways to do more with AI without crossing the blurry line that is generating slop. As a former PM, the first culprits of my evaluation were anything we spent more than 10 hours per month doing.<\/p>\n<p>Technical reviews came up first. We work in teams shipping fast and need to get docs ready for developers and agents. Documentation is the ground truth before MCPs etc take over. So we spend a good amount of time reviewing docs PRs sent in by technical writers for accuracy, tone, shit code, typos, consistency with the overall style, persona match, clarity for sales and marketing usage etc. <\/p>\n<p>So I did the next logical thing a software engineer (bless that job title) would do; I made a system prompt with everything we know and documented internally, plus everything I know about docs, individual frameworks, patterns etc. Then I built <a href=\"http:\/\/Fowel.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Fowel.ai<\/strong><\/a> (should sound like vowel, not foul) with it to handle deep GitHub PR reviews on documentation that was both written by a human or AI generated. <\/p>\n<p>Frankly, I don’t care at this point. If the end goal is to ship great docs for humans and agents, why care deeply about who wrote it. AI agents don’t care, and I’ve worked with writers worse than GPT 5.4. We likely won’t need documentation in the future too when we fix agent<>agent comms \ud83e\udee0 <\/p>\n<p>Maybe I’m cooked for making such mental shift towards building the guardrails and quality enforcements. Time will tell. <\/p>\n<p>We’ve seen a huge reduction in time to get PRs into production by about 80%, which I love. Do try Fowel if you’re looking at the speed of getting great docs content out, and I appreciate any feedback shared. <strong>It’s free to use<\/strong>.<br \/>Thanks in advance and let me know if this is shit too. <\/p>\n<p>I don’t mind brutal feedback.<\/p>\n<\/p>\n<p>William.<\/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\/@ichuloo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ichuloo<\/a> inspiring story – and neat product. keep up the great work, Will \ud83d\udc4f\ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ichuloo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ichuloo<\/a> Wait, they paid your agency 5k\/m to do this job? \ud83d\ude42 I didn’t even know, that there was an agency niche for that. But sounds like classical agency -> SaaS path, solving problem in a niche, you know the best. Good luck to you and the team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is honestly such a smart pivot. Doc review is one of those things that eats up so much time but nobody really talks about it. We’ve had PRs sit for days just because the docs changes needed back and forth on tone and accuracy.<\/p>\n<p>Curious about one thing though, does Fowel handle docs that reference external APIs or third party libraries? Like if a code sample imports something from a package that just shipped a breaking change, would it flag that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> thanks for the kind words. Great question too. That may be something we support in the future, right now we’re focused on the content and don’t run the code in a sandbox. We have that tech internally, maybe we’ll just add it to Fowel \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agency-to-SaaS pivot triggered by a client replacing your work with Claude Code is painfully honest and exactly the kind of signal that validates the product direction \u2014 if AI can write the docs, the value shifts to reviewing and enforcing quality standards. Does Fowel learn from a repo’s existing documentation style over time, or does each PR review start from a generic baseline regardless of how much context already exists?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 resonates hard. I maintain 440+ open-source developer tools and the docs review bottleneck is real \u2014 outdated code samples slip through PRs constantly. The fact that Fowel catches structural gaps (not just typos) is the key differentiator. Most linters stop at formatting. Curious: does it handle multi-language docs, like when a project has both English and Japanese README files?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Since I rely so heavily on Claude to help me with development work these days, I find myself questioning if the documentation that I write up is detailed enough or if I missed a key detail. <\/p>\n<p>Is Fowel able to build upon context across different repositories that share dependencies? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>An 80% reduction in doc review time is ambitious, but I’d accept it for certain use cases. Most of the time reviewing docs is spent on consistency checks and finding outdated references, and that’s tedious work a human shouldn’t be doing. I maintain docs for a SaaS with 5 language localizations and the drift between versions is constant. Does this handle multilingual documentation or just English?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 80% review time reduction tracks with what I’ve seen when you encode institutional knowledge into the prompt rather than relying on generic LLM behavior. How are you handling style guide drift over time? Like when a client updates their tone or deprecates certain terminology, is that a manual prompt update or do you have a way to version that context?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/WEKGWUEKLA5C5L\" class=\"app-title\">ReplylessAI<\/a><\/p>\n<div class=\"one-liner\">AI Email app that’s affordable, Hit Inbox Zero<\/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>ReplylessAI\u662f\u4e00\u6b3e\u7ecf\u6d4e\u5b9e\u60e0\u7684AI\u90ae\u4ef6\u5e94\u7528\uff0c\u901a\u8fc7\u81ea\u52a8\u667a\u80fd\u5206\u7c7b\u548c\u4f18\u5148\u6392\u5e8f\uff0c\u5e2e\u52a9\u90ae\u4ef6\u8fc7\u8f7d\u7684\u7528\u6237\u5728\u590d\u6742\u6536\u4ef6\u7bb1\u4e2d\u5feb\u901f\u8bc6\u522b\u91cd\u8981\u4fe1\u606f\uff0c\u5b9e\u73b0\u201c\u6536\u4ef6\u7bb1\u6e05\u6670\u201d\uff0c\u800c\u975e\u5355\u7eaf\u8ffd\u6c42\u96f6\u90ae\u4ef6\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\/db3ab186-0972-42a3-9af9-f0f29f301e5a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/113ed975-989d-4e80-b9cc-4a4a3a002de4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8cb626a0-89ed-44e1-8f0d-382117ccfe55.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8a6b42c2-0359-4ae8-b77d-7a5f811d1041.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\/b6741580-e18d-4d6b-9f96-80e9bb8c6063.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/indSoMbojIs\"><source src=\"https:\/\/youtu.be\/indSoMbojIs\" 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\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u90ae\u4ef6\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u6536\u4ef6\u7bb1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u81ea\u52a8\u5206\u7c7b<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u6027\u4ef7\u6bd4<\/span><br \/>\n <span class=\"tag\">\u66ff\u4ee3Superhuman<\/span><br \/>\n <span class=\"tag\">\u90ae\u4ef6\u8fc7\u8f7d<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u6536\u4ef6\u7bb1\u6e05\u6670\u201d\u7684\u4ef7\u503c\u5b9a\u4f4d\u4e0e\u81ea\u52a8\u5206\u7c7b\u529f\u80fd\uff0c\u5bf9\u201c\u53ef\u67e5\u8be2\u65c5\u884c\u8ba1\u5212\u201d\u7684\u52a9\u7406\u529f\u80fd\u5174\u8da3\u6d53\u539a\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u591a\u8d26\u6237\u652f\u6301\u7ec6\u8282\u3001\u4e0e\u7ade\u54c1\u7684\u6027\u80fd\u5bf9\u6bd4\u3001\u8bef\u5206\u7c7b\u53cd\u9988\u673a\u5236\u3001\u65b0\u95fb\u7b80\u62a5\u6c47\u603b\u80fd\u529b\uff0c\u4ee5\u53ca\u4fee\u6539Logo\u7684\u8bbe\u8ba1\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ReplylessAI\u7684\u4eae\u76f8\uff0c\u7cbe\u51c6\u523a\u4e2d\u4e86\u5f53\u524dAI\u90ae\u4ef6\u5de5\u5177\u5e02\u573a\u7684\u4e24\u4e2a\u8f6f\u808b\uff1a\u9ad8\u6602\u7684\u8ba2\u9605\u4ef7\u683c\u4e0e\u7e41\u7410\u7684\u521d\u59cb\u8bbe\u7f6e\u3002\u5b83\u8bd5\u56fe\u5c06\u53d9\u4e8b\u4ece\u201c\u6548\u7387\u81f3\u4e0a\u201d\u7684\u201c\u6536\u4ef6\u7bb1\u5f52\u96f6\u201d\uff0c\u626d\u8f6c\u4e3a\u201c\u5fc3\u667a\u51cf\u8d1f\u201d\u7684\u201c\u6536\u4ef6\u7bb1\u6e05\u6670\u201d\uff0c\u8fd9\u662f\u4e00\u4e2a\u66f4\u8d34\u5408\u7528\u6237\u771f\u5b9e\u7126\u8651\u2014\u2014\u5bb3\u6015\u9519\u8fc7\u91cd\u8981\u4fe1\u606f\u2014\u2014\u7684\u806a\u660e\u5b9a\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u950b\u8292\uff0c\u5e76\u975e\u505c\u7559\u5728\u57fa\u7840\u7684\u81ea\u52a8\u5206\u7c7b\uff0c\u800c\u5728\u4e8e\u5176\u5c06\u6536\u4ef6\u7bb1\u91cd\u6784\u4e3a\u201c\u53ef\u67e5\u8be2\u7684\u77e5\u8bc6\u5e93\u201d\u3002\u5982\u201c\u67e5\u8be2\u65c5\u884c\u8ba1\u5212\u201d\u7684\u6f14\u793a\u6240\u793a\uff0c\u5b83\u610f\u56fe\u8ba9\u9759\u6001\u3001\u6742\u4e71\u7684\u90ae\u4ef6\u6570\u636e\u6d41\u52a8\u8d77\u6765\uff0c\u6210\u4e3a\u53ef\u4ea4\u4e92\u7684\u667a\u80fd\u4f53\u3002\u8fd9\u8df3\u51fa\u4e86\u4f20\u7edf\u90ae\u4ef6\u5ba2\u6237\u7aef\u201c\u6574\u7406-\u5f52\u6863\u201d\u7684\u8303\u5f0f\uff0c\u6307\u5411\u4e86\u672a\u6765\u4e2a\u4eba\u4fe1\u606f\u7ba1\u7406\u7684\u5f62\u6001\uff1a\u4e00\u4e2a\u96c6\u4e2d\u3001\u7406\u89e3\u5e76\u4e3b\u52a8\u6574\u5408\u8de8\u5e73\u53f0\u4fe1\u606f\u7684AI\u4e2d\u67a2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u7ecf\u6d4e\u5b9e\u60e0\u201d\u662f\u5176\u5207\u5165\u5e02\u573a\u7684\u6954\u5b50\uff0c\u4f46\u957f\u671f\u9700\u8bc1\u660e\u5728\u6838\u5fc3AI\u5206\u7c7b\u4e0e\u7406\u89e3\u51c6\u786e\u7387\u4e0a\uff0c\u80fd\u4e0eSuperhuman\u7b49\u9ad8\u7aef\u73a9\u5bb6\u5ab2\u7f8e\uff0c\u5c24\u5176\u5728\u5904\u7406\u6a21\u7cca\u3001\u4e13\u4e1a\u6216\u9ad8\u5ea6\u4e2a\u4eba\u5316\u7684\u90ae\u4ef6\u8bed\u5883\u65f6\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u8bef\u5206\u7c7b\u53cd\u9988\u5faa\u73af\u7684\u63d0\u95ee\uff0c\u76f4\u6307AI\u4ea7\u54c1\u5b9e\u7528\u5316\u7684\u547d\u95e8\u2014\u2014\u4e2a\u6027\u5316\u9002\u5e94\u80fd\u529b\u3002\u5176\u6b21\uff0c\u201c\u591a\u8d26\u6237\u5dee\u5f02\u5316\u7ba1\u7406\u201d\u529f\u80fd\u88ab\u7f6e\u4e8e\u4ed8\u8d39\u5899\u540e\uff0c\u8fd9\u867d\u662f\u5176\u5546\u4e1a\u6a21\u5f0f\uff0c\u4f46\u4e5f\u53ef\u80fd\u5c06\u90e8\u5206\u6838\u5fc3\u7528\u6237\uff08\u5982\u521b\u4e1a\u8005\uff09\u6321\u5728\u95e8\u5916\uff0c\u524a\u5f31\u5176\u89e3\u51b3\u201c\u6df7\u5408\u6536\u4ef6\u7bb1\u201d\u75db\u70b9\u7684\u5ba3\u79f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cReplylessAI\u5c55\u73b0\u4e86\u4e00\u4e2a\u9887\u5177\u6f5c\u529b\u7684\u65b9\u5411\uff1a\u4e0d\u505a\u6700\u5f3a\u5927\u7684\u901a\u7528AI\uff0c\u800c\u662f\u6210\u4e3a\u6700\u7406\u89e3\u4f60\u4e2a\u4eba\u90ae\u4ef6\u7684\u3001\u4e70\u5f97\u8d77\u7684\u4e13\u5c5e\u52a9\u7406\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176AI\u6a21\u578b\u5728\u771f\u5b9e\u4e16\u754c\u6742\u4e71\u6570\u636e\u4e2d\u7684\u9c81\u68d2\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u8db3\u591f\u6df1\u7684\u4e2a\u6027\u5316\u62a4\u57ce\u6cb3\u3002\u5e02\u573a\u9700\u8981\u53e6\u4e00\u4e2a\u90ae\u4ef6\u5ba2\u6237\u7aef\uff0c\u4f46\u53ef\u80fd\u6b63\u6e34\u671b\u4e00\u4e2a\u771f\u6b63\u667a\u80fd\u7684\u6536\u4ef6\u7bb1\u201c\u7834\u58c1\u8005\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ReplylessAI<\/span>\n <\/div>\n<div class=\"comment-content\">ReplylessAI is a powerful AI email app that helps you hit ‘Inbox Zero’ and beautifully sorts emails into categories. Finally a solid AI Email Inbox with all the features of popular email apps, and don’t burn your pocket. No need to pay expensive subscriptions to Superhuman nor triage emails through clunky command line chats.<\/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\u2019m Sree, the maker of Replyless.<\/p>\n<p>Over the years I\u2019ve built a few internet products, including Superpage(exit to YC backed company), and one thing that kept coming up from both creators and productivity enthusiasts was the same complaint: “email overload”.<\/p>\n<p>Whether you\u2019re a internet power user, creator, founder or just someone who receives a lot of email, the inbox becomes a mix of everything \u2014 important conversations, newsletters, payments, marketing junk & many more \u2014 all living in the same place.<\/p>\n<p>Some tools try to solve this well (Superhuman comes to mind), but they can be expensive and still rely heavily on manual workflows like labels and triage.<\/p>\n<p>I started building ReplylessAI to explore a simpler idea:<\/p>\n<p>“What if AI could actually separate signal from noise automatically?”<\/p>\n<p>Replyless focuses on:<br \/>\n\u2022 prioritizing the emails that matter<br \/>\n\u2022 categorizing messages intelligently<br \/>\n\u2022 helping you respond faster<br \/>\n– personal email assistant(just ask ‘what are my travel plans’ & it should pull up info from air ticket bookings to airbnb confirmations & chart out a quick gist)<\/p>\n<p>The goal isn\u2019t inbox zero(even though replyless does this very well). It\u2019s majorly inbox clarity — “yes! I’ve reviewed all important emails that arrived today!”<\/p>\n<p>This is my third product on the internet, and I\u2019m still learning every day from users. I\u2019d genuinely love feedback from the PH community.<\/p>\n<p>A couple things I\u2019m curious about:<\/p>\n<p>* What\u2019s the biggest pain in your inbox today?<br \/>\n* Do you use any AI tools for email yet?<br \/>\n* What would make email actually feel manageable again?<\/p>\n<p>Thanks for checking it out \ud83d\ude4f<br \/>\nHappy to answer questions and hear your thoughts.<\/p>\n<p>Our early users absolutely love the clean email experience Replyless brings out of the box. As a token of love, we’re offering special discount to Product Hunt users! \u2764\ufe0f<\/p>\n<p>See you on the other side,<br \/>\nSree.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@srivatsa_mudumby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srivatsa_mudumby<\/a> Asking my inbox about travel plans and getting a consolidated view from tickets plus Airbnb… that’s the kind of thing I’d use daily. Most AI email tools still need label setup or manual rules first. Automatic signal separation without the config work is what makes these tools stick, especially for people who won’t touch 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@srivatsa_mudumby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srivatsa_mudumby<\/a> It’s really excellent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@srivatsa_mudumby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srivatsa_mudumby<\/a> Congrats on this! The reframe from inbox zero to inbox clarity genuinely resonates. As a founder managing product feedback, partnerships, and investor threads all in one inbox, the anxiety isn\u2019t that I haven\u2019t deleted emails \u2014 it\u2019s that I\u2019m not sure I\u2019ve seen the important ones. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">this is cool, please consider changing your logo. all love!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The personal assistant angle \u2014 asking “what are my travel plans” and getting a consolidated view from booking emails \u2014 is a much stronger value prop than just inbox sorting, because it turns email from a chore into a queryable knowledge base. How does Replyless handle multi-account setups where someone has work and personal email with very different categorization needs?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@svyat_dvoretski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@svyat_dvoretski<\/a> Thanks for the good words. Users can connect multiple accounts and setup different categorizations entirely, the best part is you can manage all from one account – like an account switcher on Instagram. <\/p>\n<\/p>\n<p>This feature is available on premium plans. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really interesting, but I’m curious about the quality benchmark \u2014 in what specific scenarios does ReplylessAI outperform Superhuman, and where would you honestly say it’s not there 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of my biggest issues is that I subscribe to too many newsletters that I mean to read but never have time for. Are there ways for Replyless to help generate summaries and pull out key insights from an aggregation of newsletters from the week?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Currently, you can chat with the AI assistant & it gives you cumulative summaries about newsletters – just mention its name. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@srivatsa_mudumby\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"srivatsa_mudumby\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@srivatsa_mudumby<\/a> This is real time saver. Quick question: how does Replyless handle false positives? If the AI miscategorizes something important as noise, is there a feedback loop to help it learn your preferences over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Yes, drag and drop emails into a different category and AI engine learns user preferences over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/LBOM7AONE5PQTJ\" class=\"app-title\">Manus Agents for Telegram<\/a><\/p>\n<div class=\"one-liner\">Personal AI Agent in Your Chat<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">107<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u529f\u80fd\u5b8c\u6574\u7684AI\u667a\u80fd\u4f53\u5d4c\u5165Telegram\u804a\u5929\u73af\u5883\u7684\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u65e0\u9700\u5207\u6362\u5e94\u7528\u6216\u7ba1\u7406\u590d\u6742\u914d\u7f6e\uff0c\u5373\u53ef\u5728\u719f\u6089\u7684\u804a\u5929\u754c\u9762\u4e2d\u76f4\u63a5\u6267\u884c\u591a\u6b65\u9aa4\u590d\u6742\u4efb\u52a1\u3001\u7814\u7a76\u548c\u6587\u4ef6\u5904\u7406\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u5e73\u53f0\u95f4\u5207\u6362\u548c\u64cd\u4f5c\u7e41\u7410\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0e4d2a28-22eb-418c-979e-e30c31c3aa75.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/439986b3-8a07-4e02-aa18-c3249ca237d2.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/edf5f6d3-f2a8-4912-a19f-805f21072a9a.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9a2cadd0-298b-42bf-a4ec-538aec9607b3.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Messaging<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">Telegram\u673a\u5668\u4eba<\/span><br \/>\n <span class=\"tag\">\u804a\u5929\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u591a\u6b65\u9aa4\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u6587\u4ef6\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4ebaAI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5373\u65f6\u901a\u8baf\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u4e3b\u8981\u80af\u5b9a\u5176\u4f9d\u6258Telegram\u751f\u6001\u7684\u201c\u667a\u80fd\u5206\u53d1\u201d\u7b56\u7565\uff0c\u5229\u7528\u7528\u6237\u5df2\u517b\u6210\u7684\u673a\u5668\u4eba\u4f7f\u7528\u4e60\u60ef\u3002\u6838\u5fc3\u63d0\u95ee\u96c6\u4e2d\u5728\u6027\u80fd\u4e0e\u529f\u80fd\u6298\u8877\u4e0a\uff1a\u4e0e\u539f\u751f\u5e73\u53f0\u76f8\u6bd4\uff0c\u5728Telegram\u5185\u8fd0\u884c\u591a\u6b65\u9aa4\u4efb\u52a1\u7684\u5ef6\u8fdf\u5982\u4f55\uff1f\u662f\u5426\u5b58\u5728\u80fd\u529b\u9650\u5236\uff1f\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 Manus Agents for Telegram \u7684\u672c\u8d28\uff0c\u5e76\u975e\u4e00\u6b21\u7b80\u5355\u7684\u529f\u80fd\u8fc1\u79fb\uff0c\u800c\u662f\u4e00\u6b21\u5bf9AI\u667a\u80fd\u4f53\u5206\u53d1\u4e0e\u4ea4\u4e92\u8303\u5f0f\u7684\u7cbe\u51c6\u72d9\u51fb\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7a81\u7834\uff0c\u800c\u5728\u4e8e\u5bf9\u201c\u573a\u666f\u5bc4\u751f\u201d\u7b56\u7565\u7684\u5a34\u719f\u8fd0\u7528\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0eChatGPT\u7b49\u8d85\u7ea7\u5e94\u7528\u6b63\u9762\u7ade\u4e89\uff0c\u8f6c\u800c\u5bc4\u751f\u5728\u62e5\u6709\u5e9e\u5927\u3001\u6d3b\u8dc3\u4e14\u5df2\u6df1\u5ea6\u4e60\u60ef\u201c\u804a\u5929\u5185\u81ea\u52a8\u5316\u201d\u7684\u7528\u6237\u751f\u6001\u2014\u2014Telegram\u3002\u8fd9\u89e3\u51b3\u4e86AI\u5e94\u7528\u7684\u4e24\u4e2a\u6838\u5fc3\u96be\u9898\uff1a\u7528\u6237\u83b7\u53d6\u6210\u672c\u4e0e\u65e5\u5e38\u4f7f\u7528\u9891\u7387\u3002\u7528\u6237\u65e0\u9700\u4e0b\u8f7d\u65b0\u5e94\u7528\u3001\u8bb0\u4f4f\u65b0\u7f51\u5740\uff0cAI\u80fd\u529b\u88ab\u65e0\u7f1d\u690d\u5165\u9ad8\u9891\u901a\u4fe1\u573a\u666f\uff0c\u8fd9\u6781\u5927\u5730\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\u548c\u5fc3\u7406\u963b\u529b\uff0c\u63d0\u5347\u4e86\u667a\u80fd\u4f53\u7684\u201c\u53ef\u8fbe\u6027\u201d\u4e0e\u201c\u5373\u7528\u6027\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u5c16\u9510\u7684\u63d0\u95ee\u6070\u6070\u70b9\u7834\u4e86\u6f5c\u5728\u9690\u60a3\uff1a\u8fd9\u79cd\u201c\u5bc4\u751f\u201d\u662f\u5426\u610f\u5473\u7740\u201c\u9609\u5272\u201d\uff1f\u901a\u8fc7Telegram Bot API\u7684\u4ea4\u4e92\u5fc5\u7136\u5b58\u5728\u5ef6\u8fdf\u4e0e\u529f\u80fd\u8fb9\u754c\u3002\u590d\u6742\u7684\u591a\u6a21\u6001\u5904\u7406\u3001\u957f\u4e0a\u4e0b\u6587\u627f\u8f7d\u3001\u4ee5\u53ca\u9700\u8981\u6781\u9ad8\u7a33\u5b9a\u6027\u7684\u94fe\u5f0f\u63a8\u7406\uff0c\u5728\u53d7\u9650\u4e8e\u7b2c\u4e09\u65b9\u804a\u5929\u5e73\u53f0\u7684\u4e2d\u8f6c\u4e0b\uff0c\u6027\u80fd\u635f\u8017\u548c\u53ef\u9760\u6027\u98ce\u9669\u662f\u5fc5\u987b\u56de\u7b54\u7684\u95ee\u9898\u3002\u5b83\u53ef\u80fd\u51fa\u8272\u5730\u5904\u7406\u201c\u8f7b\u91cf\u7ea7\u81ea\u52a8\u5316\u201d\u548c\u201c\u4fe1\u606f\u4e2d\u4ecb\u201d\u4efb\u52a1\uff0c\u4f46\u9762\u5bf9\u771f\u6b63\u91cd\u578b\u3001\u4e13\u4e1a\u7684AI\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\uff0c\u5176\u80fd\u529b\u5929\u82b1\u677f\u53ef\u80fd\u5f88\u5feb\u89e6\u9876\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0c\u8fd9\u6b3e\u4ea7\u54c1\u7684\u5b9a\u4f4d\u66f4\u50cf\u662f\u201cAI\u5e73\u6c11\u5316\u201d\u7684\u5feb\u6377\u901a\u9053\uff0c\u800c\u975e\u4e13\u4e1a\u7528\u6237\u7684\u7ec8\u6781\u6b66\u5668\u3002\u5b83\u7528\u4fbf\u5229\u6027\u6362\u53d6\u90e8\u5206\u6027\u80fd\u4e0e\u6df1\u5ea6\uff0c\u7528\u573a\u666f\u878d\u5408\u66ff\u4ee3\u72ec\u7acb\u4f53\u9a8c\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728Telegram\u7684\u6846\u67b6\u5185\uff0c\u627e\u5230\u590d\u6742\u80fd\u529b\u4e0e\u6d41\u7545\u4f53\u9a8c\u7684\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5e76\u8bc1\u660e\u8fd9\u79cd\u201c\u8f7b\u91cf\u5316\u667a\u80fd\u4f53\u201d\u8db3\u4ee5\u8986\u76d6\u5927\u90e8\u5206\u7528\u6237\u7684\u65e5\u5e38\u9700\u6c42\uff0c\u800c\u975e\u53ea\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u73a9\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Manus Agents for Telegram<\/span>\n <\/div>\n<div class=\"comment-content\">Access your full AI agent capabilities directly in Telegram. Connect in seconds with a QR code, then run complex multi-step tasks, research, file handling, and more from chat. No terminals, config files, or APIs to manage. Your personal AI, wherever you communicate.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Embedding a full AI agent inside Telegram instead of building yet another standalone app is a smart distribution play \u2014 Telegram’s bot ecosystem already trained users to expect automated workflows in chat. What’s the latency like for multi-step tasks compared to using Manus directly, and are there any capability trade-offs from running through the Telegram interface versus the native platform?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/RLCZO7TJ542IAG\" class=\"app-title\">Window View<\/a><\/p>\n<div class=\"one-liner\">Step inside any building on Google Earth to see the view<\/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>\u4e00\u6b3e\u57fa\u4e8eGoogle Earth 3D\u6570\u636e\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u80fd\u5728\u79df\u623f\u6216\u8d2d\u623f\u524d\uff0c\u865a\u62df\u8fdb\u5165\u5efa\u7b51\u7269\u5185\u90e8\uff0c\u67e5\u770b\u7279\u5b9a\u697c\u5c42\u548c\u671d\u5411\u7684\u7a97\u5916\u666f\u89c2\u3001\u906e\u6321\u60c5\u51b5\u53ca\u5168\u5e74\u65e5\u7167\u8def\u5f84\uff0c\u89e3\u51b3\u56e0\u4fe1\u606f\u4e0d\u900f\u660e\u5bfc\u81f4\u7684\u201c\u89c6\u56fe\u76f2\u76d2\u201d\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\/17dbc085-6b2f-4cf9-ad3a-6dbaaee45e04.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ca384e1-2b72-4202-ba5d-2ec3dc790b4b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cbf60542-b4ac-4035-acf3-f151dda370e3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef611746-72cb-4ea7-968f-60051c285d03.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\/ad42dcc5-35f7-482e-9fa4-0dabcb99d4dc.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=wpz91UN5EzE\"><source src=\"https:\/\/www.youtube.com\/watch?v=wpz91UN5EzE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Maps<\/span><br \/>\n <span class=\"tag\">Neighborhood<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u623f\u5730\u4ea7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">3D\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u79df\u623f\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u5730\u7403<\/span><br \/>\n <span class=\"tag\">\u65e5\u7167\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u89c6\u56fe\u6a21\u62df<\/span><br \/>\n <span class=\"tag\">\u51b3\u7b56\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u4ea7\u54c1\u521b\u610f\u6781\u4f73\uff0c\u89e3\u51b3\u4e86\u771f\u5b9e\u75db\u70b9\u3002\u4e3b\u8981\u5efa\u8bae\/\u95ee\u9898\u5305\u62ec\uff1a\u5546\u4e1a\u6a21\u5f0f\u7591\u95ee\u3001\u5e0c\u671b\u4e0e\u623f\u4ea7\u5e73\u53f0\u96c6\u6210\u3001\u589e\u52a0\u623f\u6e90\u5bf9\u6bd4\u6a21\u5f0f\u3001\u5173\u5fc33D\u6570\u636e\u8fc7\u65f6\u5982\u4f55\u5904\u7406\u3002\u5f00\u53d1\u8005\u56de\u590d\u4fdd\u6301\u5f00\u6e90\u514d\u8d39\uff0c\u6682\u4e0d\u8ba1\u5212\u96c6\u6210\uff0c\u5e76\u627f\u8ba4\u6570\u636e\u66f4\u65b0\u4f9d\u8d56\u7b2c\u4e09\u65b9\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 Window View \u5de7\u5999\u5730\u626e\u6f14\u4e86\u4e00\u4e2a\u201c\u6570\u5b57\u65f6\u4ee3\u79df\u623f\u4fa6\u5bdf\u5175\u201d\u7684\u89d2\u8272\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u4e0a\u7684\u98a0\u8986\u2014\u2014\u5176\u6839\u57fa\u662fGoogle Earth\u548cCesiumJS\u8fd9\u4e9b\u73b0\u6210\u76843D\u56fe\u5c42\u2014\u2014\u800c\u5728\u4e8e\u7cbe\u51c6\u5730\u7f1d\u5408\u4e86\u4e00\u4e2a\u957f\u671f\u5b58\u5728\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5728\u623f\u4ea7\u4ea4\u6613\u4e2d\uff0c\u5173\u4e8e\u201c\u7a97\u5916\u662f\u4ec0\u4e48\u201d\u8fd9\u4e00\u5173\u952e\u4fe1\u606f\u7684\u4e25\u91cd\u4e0d\u5bf9\u79f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u6233\u7834\u4e86\u623f\u4ea7\u63cf\u8ff0\u4e2d\u201c\u57ce\u5e02\u666f\u89c2\u201d\u3001\u201c\u6cb3\u666f\u201d\u7b49\u8425\u9500\u8bdd\u672f\u7684\u6ce1\u6cab\uff0c\u5c06\u51b3\u7b56\u4f9d\u636e\u4ece\u6a21\u7cca\u7684\u6587\u5b57\u548c\u7cbe\u5fc3\u6784\u56fe\u7684\u7167\u7247\uff0c\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u3001\u53ef\u5206\u4eab\u7684\u7a7a\u95f4\u6570\u636e\uff08\u697c\u5c42\u3001\u671d\u5411\u3001\u65e5\u7167\u8def\u5f84\uff09\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5c06\u4e00\u79cd\u5c5e\u4e8e\u9ad8\u7aef\u623f\u4ea7\u7684\u3001\u6602\u8d35\u7684\u53ef\u89c6\u5316\u54a8\u8be2\u670d\u52a1\uff0c\u901a\u8fc7\u6280\u672f\u6c11\u4e3b\u5316\u4e3a\u96f6\u6210\u672c\u7684\u81ea\u52a9\u5de5\u5177\u3002\u5176\u5f00\u6e90\u5c5e\u6027\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u8fd9\u79cd\u201c\u516c\u5171\u6548\u7528\u201d\u7684\u8272\u5f69\uff0c\u4f46\u4e5f\u76f4\u63a5\u5f15\u51fa\u4e86\u5176\u6838\u5fc3\u6311\u6218\uff1a\u4f5c\u4e3a\u5de5\u5177\u800c\u975e\u5e73\u53f0\uff0c\u5b83\u96be\u4ee5\u76f4\u63a5\u8d27\u5e01\u5316\uff0c\u66f4\u50cf\u4e00\u4e2a\u5145\u6ee1\u60c5\u6000\u7684\u4e2a\u4eba\u9879\u76ee\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u7684\u8bc4\u8bba\u63ed\u793a\u4e86\u5176\u7406\u60f3\u4e0e\u73b0\u5b9e\u7684\u5f20\u529b\u3002\u4e00\u65b9\u9762\uff0c\u4eba\u4eec\u671f\u5f85\u5b83\u80fd\u66f4\u6df1\u5730\u5d4c\u5165\u4ea4\u6613\u94fe\u6761\uff08\u5982\u5bf9\u63a5Zillow\uff09\uff0c\u6216\u589e\u52a0\u66f4\u590d\u6742\u7684\u5bf9\u6bd4\u529f\u80fd\uff0c\u8fd9\u6697\u793a\u4e86\u5e02\u573a\u5bf9\u5176\u5de5\u5177\u5c5e\u6027\u4e4b\u5916\uff0c\u6210\u4e3a\u201c\u57fa\u7840\u8bbe\u65bd\u201d\u7684\u6f5c\u5728\u9700\u6c42\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5f00\u53d1\u8005\u5bf9\u6570\u636e\u8fc7\u65f6\u95ee\u9898\u7684\u5766\u8bda\uff0c\u5219\u66b4\u9732\u4e86\u5176\u547d\u95e8\u2014\u2014\u5b83\u7684\u4f53\u9a8c\u5b8c\u5168\u4e0a\u6e38\u4f9d\u8d56\u3002\u5f53\u8c37\u6b4c\u76843D\u6570\u636e\u6ede\u540e\u4e8e\u57ce\u5e02\u5efa\u8bbe\u65f6\uff0c\u5de5\u5177\u7684\u53ef\u9760\u6027\u4fbf\u5927\u6253\u6298\u6263\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cWindow View\u76ee\u524d\u662f\u4e00\u4e2a\u6781\u5176\u950b\u5229\u7684\u201c\u5355\u70b9\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u8bc1\u660e\u4e86\u9700\u6c42\u7684\u771f\u5b9e\u5b58\u5728\u548c\u89e3\u51b3\u65b9\u6848\u7684\u53ef\u884c\u6027\u3002\u4f46\u5b83\u82e5\u8981\u4ece\u5c0f\u4f17\u5229\u5668\u6210\u957f\u4e3a\u5177\u6709\u6301\u4e45\u5f71\u54cd\u529b\u7684\u670d\u52a1\uff0c\u5fc5\u987b\u8de8\u8d8a\u4e24\u5927\u9e3f\u6c9f\uff1a\u4e00\u662f\u6784\u5efa\u66f4\u7a33\u5b9a\u3001\u6216\u81f3\u5c11\u80fd\u6807\u6ce8\u6570\u636e\u65f6\u6548\u6027\u7684\u6570\u636e\u6e90\u7b56\u7565\uff1b\u4e8c\u662f\u5728\u201c\u514d\u8d39\u5f00\u6e90\u5de5\u5177\u201d\u4e0e\u53ef\u6301\u7eed\u7684\u751f\u6001\u89d2\u8272\u4e4b\u95f4\uff0c\u627e\u5230\u66f4\u6e05\u6670\u7684\u5b9a\u4f4d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u6700\u7ec8\u53ea\u662f\u4e3a\u66f4\u5927\u7684\u5e73\u53f0\u505a\u4e86\u4e00\u6b21\u5b8c\u7f8e\u7684\u9700\u6c42\u9a8c\u8bc1\u548c\u5e02\u573a\u6559\u80b2\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\">Window View<\/span>\n <\/div>\n<div class=\"comment-content\">Ever shown up to an apartment only to find the “city view” is a brick wall? Window View lets you step inside any building on Google Earth and look out the window. Pick a floor, drop a window on any wall, and see exactly what’s outside. A sun path overlay shows you when sunlight actually hits throughout the year. Free, open source, no account needed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>I built this from my own apartment hunt needs, as I was surprised that there are no similar tools online at all! With this tool, I was finally able to check exactly which floors and units of the apartment building have satisfactory view, privacy and sunlight, without having to guess.<\/p>\n<p>Now, for your apartment hunt, you can:<\/p>\n<ul>\n<li>\n<p>\ud83d\udc40 See the outside view from a specific floor or unit.<\/p>\n<\/li>\n<li>\n<p>\ud83c\udfd9 Check obstructions by other buildings.<\/p>\n<\/li>\n<li>\n<p>\u2600 View year-round daily sun exposure.<\/p>\n<\/li>\n<li>\n<p>\ud83d\udd17 Send the exact 3D view to roommates or brokers via URL.<\/p>\n<\/li>\n<\/ul>\n<p>Window View is powered by Google Maps Photorealistic 3D Tiles (through Cesium ion) and CesiumJS. Feel free to contribute or open issues for any features you want to see! <a href=\"https:\/\/github.com\/wengh\/window-view\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/github.com\/wengh\/window-…<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So cool. How do you plan to monetize it? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> I’d like to keep it open source and free!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 shareable URL for roommates and brokers is really helpful. Are you planning to integrate directly with listing platforms like Zillow or <a href=\"http:\/\/Realtor.ca\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Realtor.ca<\/a> ? Also a \u201ccompare units\u201d mode where you can pull up two apartments side by side would be cool. Congrats on this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> <\/p>\n<blockquote>\n<p>\u201ccompare units\u201d mode<\/p>\n<\/blockquote>\n<p>You can do this by opening 2 tabs on the browser and placing them side by side!<\/p>\n<\/p>\n<blockquote>\n<p>integrate directly with listing platforms<\/p>\n<\/blockquote>\n<p>No plan to do this so far.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of those \u201cwhy didn\u2019t this exist already\u201d products. Renting an apartment and being burned by a listing photo that conveniently hid the parking garage wall outside the window? Not ideal. Congrats on your launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Haoyu, that frustration of having no way to check the view before signing a lease is such a real problem. Was there a specific apartment you almost took or actually moved into where the view or sunlight turned out way worse than you expected?<\/div>\n<div class=\"comment-actions\">\n<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\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> <\/p>\n<blockquote>\n<p>Was there a specific apartment you almost took or actually moved into where the view or sunlight turned out way worse than you expected?<\/p>\n<\/blockquote>\n<p>Yes! I visited a apartment building that claimed “river view” only to find out that it faces a more recently built office tower right next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is genuinely impressive. I just spent way too much time playing with it\u2014it feels more like an immersive travel experience than a utility tool. Using Google Earth 3D tiles for something as practical as checking apartment views is a brilliant execution. Does it currently support sunlight simulation for specific seasons, or is it based on the current date?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@linapok\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@linapok<\/a> Thanks for trying it! The sunlight simulation plots the path of the sun for every day over the year.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting idea. I like the concept of checking the view before renting.<\/p>\n<p>Curious: how do you handle cases where Google Earth data is outdated or buildings have changed? Does the tool account for that in any way?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cosmin1907\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cosmin1907<\/a> I don’t know any good way to handle outdated 3D tiles data. I guess you could replace Google Earth with any other more up-to-date 3D tiles Cesium asset that you find for the city you’re interested in, by changing the Cesium Ion asset ID in the source code.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/CG4GU674RDY7DT\" class=\"app-title\">doXmind<\/a><\/p>\n<div class=\"one-liner\">The AI editor Notion should have built<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">103<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>doXmind\u662f\u4e00\u6b3e\u96c6\u6210\u4e86\u591a\u667a\u80fd\u4f53AI\u7cfb\u7edf\u7684\u6587\u6863\u7f16\u8f91\u5668\uff0c\u901a\u8fc7Notion\u5f0f\u7684\u6570\u636e\u5e93\u5757\u3001\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f\u7b49\u529f\u80fd\uff0c\u5728\u77e5\u8bc6\u7ba1\u7406\u3001\u5185\u5bb9\u521b\u4f5c\u548c\u56e2\u961f\u534f\u4f5c\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5904\u7406\u7ed3\u6784\u5316\u6570\u636e\u4e0e\u590d\u6742\u601d\u7ef4\u4efb\u52a1\u65f6\u5de5\u5177\u5272\u88c2\u3001AI\u8f85\u52a9\u6d41\u4e8e\u8868\u9762\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\/c9999163-4890-4f20-93ee-9091fd5c50f2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c475ab07-633d-4d6e-81c1-6a4b63a96b0d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb5c0ce0-143b-43ec-abff-c07994022539.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c8d362ff-b148-4007-a736-f83aff5c3532.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5e8031e-e9b9-4c2c-88d7-05a26d509ecf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0ea62e00-395e-4f8d-a35b-41b7e9783a13.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8927320a-01d7-46cd-95e1-80e2f5b26b68.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5d81f387-f718-4329-9547-e6f9a4a28c1c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7b720540-470e-4980-9a0c-2aba35c460a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/241d5221-8618-402d-be82-568ce1f7b491.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2226fa73-72e4-4640-a714-ef948d9c91b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7ed21e02-6a4b-4161-85bc-6894d5e234e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1c0ab6cb-3873-469f-ae22-324c807fb562.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fa6d2552-2be9-4340-ba49-1949ebe9c4e0.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\">Notion<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6587\u6863\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u7ba1\u7406\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Notion\u66ff\u4ee3\u54c1<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53AI<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u601d\u8003\u6a21\u5f0f<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u6280\u80fd\u7cfb\u7edf\u4e0eUI\u7684\u5dee\u5f02\u5316\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u957f\u6587\u6863\/\u591a\u7248\u672c\u4fee\u8ba2\u7684\u4e0a\u4e0b\u6587\u4fdd\u7559\u673a\u5236\u3001\u540c\u65f6\u5f15\u7528\u591a\u6570\u636e\u5e93\u5757\u65f6\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u5904\u7406\u3001\u4ee5\u53ca\u672a\u6765\u589e\u52a0Notion\u5bfc\u5165\u529f\u80fd\u4ee5\u964d\u4f4e\u8fc1\u79fb\u6210\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 doXmind\u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u4e8e\u505a\u4e00\u4e2a\u201cAI\u7248Notion\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5185\u6838\uff0c\u5728\u4e8e\u8bd5\u56fe\u7528\u591a\u667a\u80fd\u4f53AI\u7cfb\u7edf\u91cd\u65b0\u5b9a\u4e49\u201c\u7f16\u8f91\u201d\u884c\u4e3a\u672c\u8eab\uff0c\u5c06\u6570\u636e\u5e93\u64cd\u4f5c\u3001\u5185\u5bb9\u751f\u6210\u4e0e\u590d\u6742\u63a8\u7406\u7f16\u7ec7\u6210\u4e00\u4e2a\u8fde\u8d2f\u7684\u667a\u80fd\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u4ece\u201c\u6587\u6863\u7f16\u8f91\u5668\u201d\u5411\u201c\u6570\u636e\u5e93\u201d\u529f\u80fd\u7684\u6fc0\u8fdb\u6269\u5c55\uff0c\u63ed\u793a\u4e86\u5176\u6218\u7565\u610f\u56fe\uff1a\u5360\u9886\u7ed3\u6784\u5316\u77e5\u8bc6\uff08\u800c\u4e0d\u4ec5\u662f\u975e\u7ed3\u6784\u5316\u6587\u672c\uff09\u7684AI\u5904\u7406\u9ad8\u5730\u3002\u8fd9\u6233\u4e2d\u4e86\u5f53\u524dAI\u5199\u4f5c\u5de5\u5177\u7684\u666e\u904d\u8f6f\u808b\u2014\u2014\u5b83\u4eec\u5927\u591a\u662f\u4e0e\u6587\u6863\u5185\u5bb9\u5272\u88c2\u7684\u201c\u804a\u5929\u4fa7\u8fb9\u680f\u201d\uff0c\u65e0\u6cd5\u6df1\u5ea6\u7406\u89e3\u548c\u64cd\u4f5c\u6587\u6863\u5185\u90e8\u7684\u7ed3\u6784\u5316\u4fe1\u606f\u3002doXmind\u7684\u201c\u6570\u636e\u5e93\u5757\u201d\u4e0eAI\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u6b63\u662f\u5bf9\u6b64\u7684\u7cbe\u51c6\u53cd\u51fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u5b98\u65b9\u56de\u590d\u4e2d\u900f\u9732\u7684\u201c\u4f18\u5148\u7ea7\u7ba1\u9053\u201d\u548c\u201c\u9009\u62e9\u6027\u52a0\u8f7d\u201d\u4e0a\u4e0b\u6587\u7b56\u7565\uff0c\u867d\u663e\u52a1\u5b9e\uff0c\u4f46\u4e5f\u627f\u8ba4\u4e86\u6280\u672f\u5929\u82b1\u677f\u7684\u5b58\u5728\u3002\u5728\u73b0\u6709\u6a21\u578b\u8bed\u5883\u7a97\u53e3\u548c\u7b97\u529b\u6210\u672c\u7684\u7ea6\u675f\u4e0b\uff0c\u5982\u4f55\u667a\u80fd\u5730\u5728\u6d77\u91cf\u5173\u8054\u6570\u636e\u5757\u4e2d\u52a8\u6001\u8c03\u5ea6\u9ad8\u4ef7\u503c\u4fe1\u606f\uff0c\u662f\u51b3\u5b9a\u5176\u201c\u601d\u8003\u6a21\u5f0f\u201d\u4e0a\u9650\u7684\u5173\u952e\u3002\u8fd9\u5e76\u975e\u5355\u7eaf\u7684\u5de5\u7a0b\u95ee\u9898\uff0c\u66f4\u662f\u5bf9\u4ea7\u54c1\u201c\u667a\u80fd\u201d\u6df1\u5ea6\u7684\u7ec8\u6781\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5feb\u901f\u8fed\u4ee3\uff086\u54688\u66f4\u65b0\uff09\u5f70\u663e\u4e86\u6267\u884c\u529b\uff0c\u4f46\u529f\u80fd\u5806\u780c\u4e5f\u53ef\u80fd\u6a21\u7cca\u6838\u5fc3\u5b9a\u4f4d\u3002\u5728Notion\u7684\u751f\u6001\u58c1\u5792\u548cC\u7aef\u7528\u6237\u7684\u8fc1\u79fb\u60f0\u6027\u9762\u524d\uff0cdoXmind\u5fc5\u987b\u8bc1\u660e\u5176AI\u5de5\u4f5c\u6d41\u80fd\u5e26\u6765\u4e00\u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a\u7684\u6548\u7387\u63d0\u5347\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u4f53\u9a8c\u4f18\u5316\u3002\u5b83\u9700\u8981\u5c06\u201cAI\u601d\u7ef4\u6a21\u5f0f\u201d\u4ece\u7279\u8272\u529f\u80fd\u5347\u7ef4\u4e3a\u4e0d\u53ef\u66ff\u4ee3\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u5426\u5219\u6781\u6613\u9677\u5165\u4e0e\u4f17\u591a\u201c\u73b0\u4ee3\u5316\u7f16\u8f91\u5668\u201d\u7684\u540c\u8d28\u5316\u7ade\u4e89\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\">doXmind<\/span>\n <\/div>\n<div class=\"comment-content\">Since our February launch, doXmind has evolved dramatically: Database Blocks \u2014 Notion-style databases with table, board, gallery & list views, custom properties, and CSV export. \ud83d\udcac Inline Comments \u2014 Highlight text to leave comments with resolve\/unresolve tracking. Multi-Column Layouts \u2014 Arrange content in 2-4 flexible columns. AI Thinking Mode \u2014 Deeper reasoning for complex requests. Pro & Max Plans \u2014 Premium themes, animated frames, and expanded AI credits.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters! \ud83d\udc4b<\/p>\n<p>Back in February we launched doXmind as an AI-powered document editor. Your feedback was incredible \u2014 and we listened.<\/p>\n<p>The #1 request? Structured data. So we built Database Blocks from scratch: full table, board, gallery, and list views with custom properties and CSV export. Think Notion databases, but tightly integrated with our multi-agent AI system.<\/p>\n<p>We also added inline comments for collaboration, multi-column layouts for richer pages, cover images, page linking with live title sync, and web bookmark embeds with auto-preview.<\/p>\n<p>On the AI side, we introduced Thinking Mode \u2014 the AI takes extra time to reason through complex problems \u2014 plus chat @mentions so you can reference any document or data file in conversation.<\/p>\n<p>We’ve launched Pro and Max subscription plans with premium themes, animated avatar frames, and expanded AI credits. And for our users in China, we’ve added full regional support with dedicated infrastructure.<\/p>\n<p>This is v1.1, and we’re just getting started. Would love your feedback \u2014 what should we build next?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mentions\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mentions<\/a> <a href=\"https:\/\/www.producthunt.com\/@wangzhang_wu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wangzhang_wu<\/a> Bloody congrats on the launch to you and your team! Just one doubt; how does doXmind handle context retention across long docs or multiple revisions, especially when blending uploaded research with deeper reasoning tasks?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So proud to see this go live! \ud83c\udf89 The team has been shipping non-stop since February \u2014 Database Blocks, Inline Comments, Multi-Column Layouts, AI Thinking Mode \u2014 every feature came from real user feedback. Excited to see what the PH community thinks. Happy to answer any questions! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pei_lin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pei_lin1<\/a> Thank you Pei!! \ud83e\udd1d Couldn’t have shipped this fast without the whole team grinding together. v0.1 to v1.1 in 6 weeks \u2014 and honestly, the best features came from listening to what real users kept asking for. Let’s keep building!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried a bunch of “AI writing tools” this year and they all feel the same -chat window on the left, doc on the right, hope for the best. The skill system here is what’s actually different. Great job on the UI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@spunchev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@spunchev<\/a> Thanks so much, Serge \u2014 really appreciate this.<br \/>That\u2019s exactly the problem we wanted to solve. Most AI writing tools feel like the same wrapper, so we built Doxmind around skills to make the workflow actually different. Glad the UI stood out too.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@wangzhang_wu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wangzhang_wu<\/a> Congrats on this! With thinking Mode now handling complex reasoning, how are you approaching context windows when the AI is referencing multiple database blocks and documents simultaneously?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Great question Jacklyn! Context management is one of the hardest problems we’ve tackled.<\/p>\n<p>Our approach: we don’t dump everything into one prompt. When the AI references database blocks and documents simultaneously, we use a prioritization pipeline \u2014 the system first identifies which blocks and KB files are most relevant to the current query (using embeddings + relevance scoring), then selectively loads only the high-signal content into context.<\/p>\n<p>For Thinking Mode specifically, the AI gets a structured summary of available data sources first, then “pulls in” specific blocks\/documents as needed during its reasoning chain \u2014 similar to how a researcher would consult references while writing, rather than reading every paper upfront.<\/p>\n<p>It’s still an evolving system \u2014 we’re constantly tuning the retrieval to balance completeness vs. context efficiency.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>\u201c8 updates in 6 weeks\u201d is the kind of shipping cadence that tells you everything about a team\u2019s conviction. Congrats on this <a href=\"https:\/\/www.producthunt.com\/@wangzhang_wu\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"wangzhang_wu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wangzhang_wu<\/a> Are you planning a Notion import feature so users can migrate their existing workspace?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Thanks Jeremiah! That means a lot \ud83d\ude4f<\/p>\n<p>Notion import is definitely on our radar. We know migration friction is a real barrier \u2014 nobody wants to start from scratch. We’re planning to support Markdown and CSV import first (CSV is already live in v1.1), and Notion export-to-Markdown is a natural bridge.<\/p>\n<p>A dedicated Notion importer that preserves database structures and page hierarchy is something we want to build properly, not just partially. It’s on the roadmap for a future release.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NX6KDDPMKAX2XR\" class=\"app-title\">MTIA 300<\/a><\/p>\n<div class=\"one-liner\">Meta’s 3rd-gen custom AI chips for GenAI inference<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">96<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Meta\u63a8\u51fa\u7684\u7b2c\u4e09\u4ee3\u5b9a\u5236AI\u63a8\u7406\u82af\u7247MTIA 300\uff0c\u4e13\u6ce8\u4e8e\u5927\u89c4\u6a21\u751f\u6210\u5f0fAI\u63a8\u7406\u573a\u666f\uff0c\u65e8\u5728\u4ee5\u66f4\u4f4e\u6210\u672c\u9ad8\u6548\u652f\u6491\u5176\u6d77\u91cf\u6d88\u8d39\u7ea7AI\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\/eedc6d00-6ade-4d30-916e-5e46b3433202.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/02abb39f-8c85-4218-9767-5da036705c89.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\/4ca3174c-e595-495e-b4dd-15c148b375cc.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\/7d9463b8-1307-424b-a8c2-a28f30928934.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cdfd4425-f75d-4c44-880a-25b8e7d85980.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/957b6250-e178-48a5-9df9-24a2224896bf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef328089-5de8-42e2-93c6-ba98588733ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/eb15f852-f6fe-4da9-9a7a-b3e015ee4ce2.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\/b1df19fd-13ab-4890-90e9-de8d47c451d2.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\">Hardware<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u82af\u7247<\/span><br \/>\n <span class=\"tag\">\u5b9a\u5236\u7845<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u82af\u7247<\/span><br \/>\n <span class=\"tag\">\u751f\u6210\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u786c\u4ef6\u52a0\u901f<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u6548\u76ca<\/span><br \/>\n <span class=\"tag\">PyTorch\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u5927\u89c4\u6a21\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">Meta\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u82af\u7247\u7ec4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6307\u51faMeta\u867d\u4ecd\u662f\u82f1\u4f1f\u8fbe\u5927\u5ba2\u6237\uff0c\u4f46\u6b63\u5168\u529b\u6295\u5165\u81ea\u7814\u82af\u7247\uff1b\u5176\u6218\u7565\u91cd\u5fc3\u4ece\u5de8\u578b\u9884\u8bad\u7ec3\u8f6c\u5411\u63a8\u7406\u4f18\u5148\uff0c\u5e76\u501f\u52a9\u6a21\u5757\u5316\u5c0f\u82af\u7247\u548c\u53ef\u590d\u7528\u673a\u67b6\u8bbe\u8ba1\uff0c\u5b9e\u73b0\u7ea6\u534a\u5e74\u4e00\u6b21\u7684\u5feb\u901f\u8fed\u4ee3\uff0c\u7a81\u7834\u4e86\u4f20\u7edf\u82af\u7247\u6f2b\u957f\u5468\u671f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MTIA 300\u7684\u53d1\u5e03\uff0c\u8fdc\u975e\u4e00\u6b21\u7b80\u5355\u7684\u786c\u4ef6\u8fed\u4ee3\uff0c\u5b83\u63ed\u793a\u4e86Meta\u5728AI\u57fa\u7840\u8bbe\u65bd\u7ade\u8d5b\u4e2d\u7684\u6df1\u5c42\u6218\u7565\u8f6c\u5411\uff1a\u4ece\u201c\u8bad\u7ec3\u81f3\u4e0a\u201d\u7684\u76f2\u76ee\u8ffd\u9010\uff0c\u8f6c\u5411\u201c\u63a8\u7406\u4f18\u5148\u201d\u7684\u52a1\u5b9e\u8ba1\u7b97\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5355\u4e00\u82af\u7247\u7684\u6027\u80fd\u53c2\u6570\uff0c\u800c\u5728\u4e8e\u5176\u80cc\u540e\u4e00\u6574\u5957\u5feb\u901f\u8fed\u4ee3\u7684\u786c\u4ef6\u4f53\u7cfb\u2014\u2014\u6a21\u5757\u5316\u5c0f\u82af\u7247\u8bbe\u8ba1\u4e0e\u53ef\u590d\u7528\u673a\u67b6\uff0c\u5c06\u82af\u7247\u5f00\u53d1\u5468\u671f\u538b\u7f29\u81f3\u534a\u5e74\u3002\u8fd9\u6807\u5fd7\u7740Meta\u6b63\u8bd5\u56fe\u5c06\u4e92\u8054\u7f51\u65f6\u4ee3\u7684\u654f\u6377\u5f00\u53d1\u903b\u8f91\uff0c\u786c\u751f\u751f\u690d\u5165\u5230\u4f20\u7edf\u5468\u671f\u6f2b\u957f\u3001\u58c1\u5792\u9ad8\u7b51\u7684\u534a\u5bfc\u4f53\u4ea7\u4e1a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u4e3e\u76f4\u6307\u5f53\u524dAI\u72c2\u6f6e\u4e2d\u6700\u73b0\u5b9e\u7684\u75db\u70b9\uff1a\u5929\u4ef7\u63a8\u7406\u6210\u672c\u3002\u5f53\u884c\u4e1a\u6c89\u8ff7\u4e8e\u7528\u5929\u4ef7\u82f1\u4f1f\u8fbeGPU\u5806\u780c\u5e9e\u5927\u6a21\u578b\u65f6\uff0cMeta\u6e05\u9192\u5730\u610f\u8bc6\u5230\uff0c\u771f\u6b63\u51b3\u5b9aAI\u4ea7\u54c1\u751f\u6b7b\u4e0e\u666e\u53ca\u5ea6\u7684\uff0c\u662f\u6a21\u578b\u90e8\u7f72\u540e\u6bcf\u4e00\u6b21\u4e0e\u7528\u6237\u4ea4\u4e92\u6240\u4ea7\u751f\u7684\u63a8\u7406\u6210\u672c\u3002MTIA\u7cfb\u5217\u6b63\u662f\u4e3a\u89c4\u6a21\u5316\u3001\u5e73\u6c11\u5316\u7684\u751f\u6210\u5f0fAI\u4f53\u9a8c\u6240\u6253\u9020\u7684\u201c\u7ecf\u6d4e\u578b\u5f15\u64ce\u201d\u3002\u5176\u539f\u751fPyTorch\u96c6\u6210\uff0c\u5219\u662f\u5728\u8f6f\u4ef6\u6808\u4e0a\u6784\u7b51\u62a4\u57ce\u6cb3\uff0c\u5c06\u5f00\u53d1\u8005\u751f\u6001\u7262\u7262\u7ed1\u5b9a\u4e8e\u81ea\u8eab\u786c\u4ef6\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u4e13\u7528\u63a8\u7406\u82af\u7247\u7684\u6548\u80fd\uff0c\u9ad8\u5ea6\u4f9d\u8d56\u4e8eMeta\u81ea\u8eab\u5de5\u4f5c\u8d1f\u8f7d\u7684\u7a33\u5b9a\u6027\u4e0e\u8f6f\u4ef6\u4f18\u5316\u7684\u6df1\u5ea6\uff0c\u5176\u901a\u7528\u6027\u5b58\u7591\u3002\u5728\u82f1\u4f1f\u8fbeCUDA\u751f\u6001\u5df2\u5982\u64cd\u4f5c\u7cfb\u7edf\u822c\u7a33\u56fa\u7684\u5f53\u4e0b\uff0cMTIA\u80fd\u5426\u5728Meta\u751f\u6001\u5916\u5f00\u8f9f\u5929\u5730\uff1f\u8fd8\u662f\u6700\u7ec8\u6ca6\u4e3a\u4e00\u5ea7\u6027\u80fd\u5353\u8d8a\u4f46\u5c01\u95ed\u7684\u201c\u7845\u57fa\u5b64\u5c9b\u201d\uff1fMeta\u7684\u201c\u5168\u6808\u81ea\u7814\u201d\u8c6a\u8d4c\uff0c\u6210\u8d25\u5173\u952e\u5728\u4e8e\u80fd\u5426\u5728\u964d\u4f4e\u81ea\u8eab\u6210\u672c\u4e0e\u6784\u5efa\u5f00\u653e\u751f\u6001\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5426\u5219\u5176\u82af\u7247\u518d\u5feb\uff0c\u4e5f\u6050\u96be\u9003\u4e3a\u5e9e\u5927\u5e94\u7528\u5185\u90e8\u6d88\u5316\u3001\u5bf9\u5916\u754c\u6d9f\u6f2a\u6709\u9650\u7684\u547d\u8fd0\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\">MTIA 300<\/span>\n <\/div>\n<div class=\"comment-content\">Meta is accelerating its custom silicon roadmap with four new MTIA chips in two years. Built with an inference-first focus and native PyTorch integration, they are designed to cost-effectively power GenAI at a massive consumer scale.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone!<\/p>\n<p>Even though Meta is still one of NVIDIA\u2019s biggest customers, they had already been going all-in on their own silicon \u2014 and will clearly continue to do so.<\/p>\n<p>Meta is explicitly going inference-first instead of building only for giant pretraining jobs, and they can now ship a new MTIA chip (300 \u2192 500) roughly every six months using modular chiplets and a reusable rack design. That is a very different posture from the usual multi-year silicon cycle.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/XOSGJHPNZQV3EG\" class=\"app-title\">GhostDesk<\/a><\/p>\n<div class=\"one-liner\">Real-time AI overlay for meetings & invisible to screenshare<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GhostDesk\u662f\u4e00\u6b3e\u8fd0\u884c\u4e8eWindows\u7cfb\u7edf\u7684\u514d\u8d39AI\u60ac\u6d6e\u52a9\u624b\uff0c\u53ef\u5728\u4f1a\u8bae\u3001\u9762\u8bd5\u7b49\u5c4f\u5e55\u5171\u4eab\u573a\u666f\u4e2d\u5b9e\u65f6\u63d0\u4f9b\u5bf9\u8bdd\u8f6c\u5f55\u4e0e\u667a\u80fd\u5efa\u8bae\uff0c\u4e14\u5176\u754c\u9762\u5bf9\u4ed6\u65b9\u4e0d\u53ef\u89c1\uff0c\u89e3\u51b3\u4e86\u4e13\u4e1a\u4eba\u58eb\u5728\u7ebf\u4e0a\u6c9f\u901a\u4e2d\u9700\u9690\u79d8\u83b7\u53d6\u4fe1\u606f\u652f\u6301\u3001\u907f\u514d\u5207\u6362\u7a97\u53e3\u6253\u65ad\u6d41\u7a0b\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/191e2879-f24a-4972-ac13-6572d0f9f30a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ab96c7b-3a26-4686-9e35-41eb27c11310.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/593abc62-b161-4fdd-9fcd-4293cffdf845.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cecb59a9-3278-4240-a6c7-14e60df74793.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\">Remote Work<\/span><br \/>\n <span class=\"tag\">Career<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u529e\u516c\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u5c4f\u5e55\u5171\u4eab\u9690\u8eab<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Windows\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">GPT-4.1<\/span><br \/>\n <span class=\"tag\">Llama<\/span><br \/>\n <span class=\"tag\">\u9762\u8bd5\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u65e0\u5e72\u6270\u53e0\u52a0\u5c42<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u9690\u8eab\u201d\u8bbe\u8ba1\u89e3\u51b3\u4e86\u4f1a\u8bae\u4e2d\u5c34\u5c2c\u641c\u7d22\u7684\u75db\u70b9\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u4e0e\u7ade\u54c1\u5dee\u5f02\u3001\u91cd\u53e3\u97f3\u8bc6\u522b\u3001\u81ea\u5b9a\u4e49\u77e5\u8bc6\u5e93\uff09\u3002\u4e3b\u8981\u62c5\u5fe7\u96c6\u4e2d\u4e8e\u9053\u5fb7\u8fb9\u754c\uff0c\u5982\u5728\u9762\u8bd5\u4e2d\u4f7f\u7528\u53ef\u80fd\u5f15\u53d1\u4e89\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n GhostDesk\u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u65e5\u76ca\u589e\u957f\u7684\u7070\u8272\u9700\u6c42\u5e02\u573a\uff1a\u5728\u9ad8\u5ea6\u8868\u6f14\u6027\u7684\u5b9e\u65f6\u7ebf\u4e0a\u4ea4\u4e92\u4e2d\uff0c\u63d0\u4f9b\u4e0d\u88ab\u5bdf\u89c9\u7684\u201c\u63d0\u8bcd\u5668\u201d\u4e0e\u201c\u667a\u6167\u5916\u8111\u201d\u3002\u5176\u771f\u6b63\u7684\u6280\u672f\u521b\u65b0\u4e0d\u5728\u4e8eAI\u6a21\u578b\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u5229\u7528Windows\u5e95\u5c42\u53e0\u52a0\u5c42\u4e0e\u5c4f\u5e55\u6355\u83b7API\u7684\u89c4\u907f\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u201c\u5728\u573a\u5374\u4e0d\u53ef\u89c1\u201d\u7684\u9b54\u6cd5\u3002\u8fd9\u4f7f\u5176\u4ef7\u503c\u8d85\u8d8a\u4e86\u7b80\u5355\u7684\u6548\u7387\u5de5\u5177\uff0c\u5347\u7ef4\u4e3a\u4e00\u79cd\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u6c9f\u901a\u589e\u5f3a\u88c5\u5907\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5149\u73af\u4e4b\u4e0b\u9634\u5f71\u6d53\u91cd\u3002\u4ea7\u54c1\u5c06\u201c\u9690\u8eab\u201d\u4f5c\u4e3a\u6838\u5fc3\u5356\u70b9\uff0c\u5b9e\u8d28\u4e0a\u662f\u5728\u9f13\u52b1\u7528\u6237\uff08\u5c24\u5176\u662f\u9762\u8bd5\u8005\u3001\u9500\u552e\uff09\u5728\u5bf9\u65b9\u4e0d\u77e5\u60c5\u7684\u60c5\u51b5\u4e0b\u83b7\u5f97\u4e0d\u5bf9\u79f0\u4fe1\u606f\u4f18\u52bf\uff0c\u8fd9\u76f4\u63a5\u51b2\u51fb\u4e86\u4fe1\u4efb\u57fa\u77f3\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9762\u8bd5\u4f26\u7406\u7684\u8d28\u7591\uff0c\u6070\u6070\u70b9\u4e2d\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u2014\u2014\u5b83\u53ef\u80fd\u56e0\u5e2e\u52a9\u201c\u4f5c\u5f0a\u201d\u800c\u6d41\u884c\uff0c\u4e5f\u6781\u53ef\u80fd\u56e0\u5e73\u53f0\uff08\u5982\u62db\u8058\u516c\u53f8\u3001Zoom\uff09\u7684\u6280\u672f\u5c01\u6740\u6216\u89c4\u5219\u7981\u6b62\u800c\u731d\u6b7b\u3002\u4ece\u957f\u8fdc\u770b\uff0c\u8fd9\u79cd\u6e38\u8d70\u4e8e\u4f26\u7406\u8fb9\u7f18\u7684\u5de5\u5177\uff0c\u5176\u53d1\u5c55\u8def\u5f84\u5c06\u4e25\u91cd\u4f9d\u8d56\u4e8e\u5404\u5e73\u53f0\u5bf9\u201c\u8f85\u52a9\u201d\u4e0e\u201c\u4f5c\u5f0a\u201d\u7684\u754c\u5b9a\u4e0e\u76d1\u7ba1\u529b\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5e94\u7528\u573a\u666f\u867d\u7784\u51c6\u201c\u9ad8\u538b\u201d\uff0c\u4f46\u5b9e\u5219\u8106\u5f31\u3002\u5728\u4e25\u8083\u7684\u6280\u672f\u9762\u8bd5\u6216\u5546\u4e1a\u8c08\u5224\u4e2d\uff0c\u4f9d\u8d56AI\u751f\u6210\u201c\u6b63\u786e\u56de\u7b54\u201d\u6781\u6613\u5bfc\u81f4\u5bf9\u8bdd\u6d41\u4e8e\u8868\u9762\u3001\u7f3a\u4e4f\u6df1\u5ea6\u6d1e\u5bdf\uff0c\u53cd\u800c\u66b4\u9732\u4f7f\u7528\u8005\u51c6\u5907\u4e0d\u8db3\u3002\u5b83\u7684\u7406\u60f3\u7528\u6237\u753b\u50cf\uff0c\u6216\u8bb8\u662f\u90a3\u4e9b\u5df2\u5177\u5907\u624e\u5b9e\u57fa\u7840\u3001\u4ec5\u9700\u5173\u952e\u65f6\u523b\u63d0\u793a\u4ee5\u907f\u514d\u8111\u7a7a\u767d\u7684\u4e13\u4e1a\u4eba\u58eb\uff0c\u4f46\u8fd9\u4e00\u5b9a\u4f4d\u53c8\u4e0e\u5176\u8bd5\u56fe\u8986\u76d6\u7684\u5e7f\u6cdb\u4eba\u7fa4\u76f8\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4e4b\uff0cGhostDesk\u662f\u4e00\u6b3e\u6280\u672f\u6784\u601d\u5de7\u5999\u3001\u76f4\u51fb\u5f53\u4e0b\u8fdc\u7a0b\u534f\u4f5c\u75d2\u70b9\u7684\u6fc0\u8fdb\u4ea7\u54c1\u3002\u5b83\u662f\u4e00\u9762\u955c\u5b50\uff0c\u6620\u7167\u51fa\u804c\u573a\u4eba\u5bf9\u6548\u7387\u7684\u6781\u81f4\u8ffd\u6c42\u4e0e\u4f34\u968f\u800c\u6765\u7684\u9053\u5fb7\u7126\u8651\u3002\u5176\u6210\u8d25\u5c06\u4e0d\u53d6\u51b3\u4e8eAI\u7684\u51c6\u786e\u6027\uff0c\u800c\u53d6\u51b3\u4e8e\u793e\u4f1a\u80fd\u5426\u63a5\u7eb3\u4e00\u4e2a\u201c\u9690\u8eab\u52a9\u624b\u201d\u5e38\u6001\u5316\u7684\u3001\u66f4\u4e3a\u590d\u6742\u7684\u6570\u5b57\u6c9f\u901a\u4f26\u7406\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">GhostDesk<\/span>\n <\/div>\n<div class=\"comment-content\">GhostDesk is a free AI overlay assistant for Windows that floats above any app and stays invisible during screen shares, Zoom calls, and recordings. No tab switching, no distraction \u2014 powered by Llama and GPT-4.1.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">GhostDesk is a Windows AI overlay that sits on top of any meeting or interview \u2014 and is completely invisible to screen share, OBS, and recording software.<br \/>\nIt transcribes both sides of the conversation in real time using Deepgram Nova-3, then feeds context to GPT-4.1 and Llama 4 Scout to surface relevant answers, talking points, and suggestions \u2014 all without the other party ever seeing it.<br \/>\nBuilt for:<br \/>\nSoftware engineers in technical interviews<br \/>\nProfessionals in high-stakes sales calls or client meetings<br \/>\nAnyone who wants an AI co-pilot without the awkwardness of alt-tabbing<\/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>Looks cool, but I wonder how companies feel about candidates using an AI overlay during interviews, might be a tricky line. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 is it different from old Cluely? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who’s had to awkwardly pause screenshares to search docs mid-call, the invisible overlay concept is brilliant. Being able to silently pull up relevant client data or talking points without breaking flow would save me from those “let me just…” moments that kill momentum.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>TThhee iinnvviissiibbllee–ttoo–ssccrreeeennsshhaarree aapppprrooaacchh uussiinngg aO SW-ilnedvoewls oovveerrllaayy rtehnadte rbiynpga sisse st escchrneiecna lclayp tculreev eArP I\u2014 sm oisst tAeIc hmneiectailnlgy acslseivsetra n\u2014 tmso satr eA Ie imteheetri nvgi saisbslies ttaon tesv earryeo nvei soirb lree qtuoi reev etraybo-nsew iwthcihcihn gl itmhiatts bhroenaeksst yuosuarg ef.l oCwu.r iCouursi oaubso uatb otuhte tehteh iectahli cbso uanndgalrey: hheorwe :d od oy oyuo us esee ec otmhpiasn ipersi maanrdi liyn taesr vai epwreerpsa rraetsipoonn dtionogl afso rt hheisgeh -tsotoalkse sb eccoonmvee rmsoartei ocnosm,m oonr, aarned uisse rtsh earles oa rmuondnei ntgh aitt mtaok egse tG hroesatlD-etsikm ev iasnisbwleer sf odru rtirnagn slpiavree ntte cuhsnei ccaals eisn tleirkvei eswasl?es prep?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 href=\"https:\/\/www.producthunt.com\/@mit_parikh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mit_parikh<\/a> Congratulations on this! I really resonate with the no tab switching. Curious how GhostDesk handles heavy accents or fast speakers? Would love to know what your real-world WER looks like in noisy call environments.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 <a href=\"https:\/\/www.producthunt.com\/@mit_parikh\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mit_parikh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mit_parikh<\/a> I appreciate the ease and accessibility of this! Does GhostDesk support custom knowledge bases? For example, could I feed it my product docs, or research notes so it surfaces my specific answers rather than generic GPT responses?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/4KIACSO4E26UIQ\" class=\"app-title\">ClawMote<\/a><\/p>\n<div class=\"one-liner\">One-hand OpenClaw control via voice<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">95<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ClawMote\u662f\u4e00\u6b3e\u901a\u8fc7\u5c06\u952e\u76d8\u5feb\u6377\u952e\u6620\u5c04\u5230\u624b\u6301\u8bbe\u5907\uff08\u5982\u9f20\u6807\uff09\u6309\u94ae\u4e0a\uff0c\u5b9e\u73b0\u5355\u624b\u3001\u8fdc\u8ddd\u79bb\u63a7\u5236Mac\u7684\u83dc\u5355\u680f\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4f7f\u7528Wispr Flow\u3001OpenClaw\u7b49AI\u5de5\u5177\u65f6\u88ab\u201c\u62f4\u5728\u201d\u952e\u76d8\u548c\u684c\u524d\u7684\u75db\u70b9\uff0c\u8ba9\u5de5\u4f5c\u6d41\u7a0b\u66f4\u81ea\u7531\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\/86621c6c-94b3-47ad-8aae-fc93359c8482.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e55d1e8a-4c84-450d-92b4-4d056e04293f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/280be552-a0b1-4416-8530-2866e327dc85.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6a69e9d4-bf5b-4c98-afea-5768ca30c0ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b1ce536b-1cf0-4a02-96ab-2ef8d9f8454f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/521da2f9-3a10-4433-a373-ebc1dd43f1ae.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aac826ea-f89a-4e71-9477-afb63d343905.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\/8a284e16-f8e1-49a6-968b-1577004e953a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/5tlzsK2Vknk\"><source src=\"https:\/\/youtu.be\/5tlzsK2Vknk\" 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\">Menu Bar Apps<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u952e\u6620\u5c04<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">Mac\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5355\u624b\u64cd\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">\u952e\u9f20\u589e\u5f3a<\/span><br \/>\n <span class=\"tag\">\u4e00\u6b21\u6027\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u83dc\u5355\u680f\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u89e3\u653e\u5de5\u4f5c\u6d41\u7a0b\u7684\u6838\u5fc3\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8e\u529f\u80fd\u8fb9\u754c\uff1a\u662f\u5426\u652f\u6301\u591a\u8bbe\u5907\u914d\u7f6e\/\u60c5\u666f\u6a21\u5f0f\uff0c\u4ee5\u53ca\u662f\u5426\u5c40\u9650\u4e8e\u7279\u5b9a\u5e94\u7528\u3002\u5f00\u53d1\u8005\u6f84\u6e05\u5176\u7cfb\u7edf\u5168\u5c40\u6027\uff0c\u5e76\u786e\u8ba4\u53ef\u6620\u5c04\u4efb\u4f55\u952e\u76d8\u5feb\u6377\u952e\uff0c\u6697\u793a\u672a\u6765\u53ef\u80fd\u8003\u8651\u60c5\u666f\u6a21\u5f0f\u529f\u80fd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ClawMote\u654f\u9510\u5730\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u9ad8\u9636\u751f\u4ea7\u529b\u573a\u666f\u4e0b\u7684\u201c\u6700\u540e\u4e00\u7c73\u201d\u75db\u70b9\uff1a\u5f53\u8bed\u97f3\u8f93\u5165\u548cAI\u52a9\u624b\u5df2\u5c06\u6211\u4eec\u4ece\u952e\u76d8\u6253\u5b57\u4e2d\u89e3\u653e\u51fa\u6765\u65f6\uff0c\u89e6\u53d1\u5b83\u4eec\u7684\u90a3\u4e2a\u7269\u7406\u6309\u952e\uff08\u5982FN\u952e\uff09\u5374\u6210\u4e86\u65b0\u7684\u675f\u7f1a\u3002\u5b83\u672c\u8d28\u4e0a\u4e0d\u662f\u4e00\u4e2a\u65b0\u529f\u80fd\u521b\u9020\u8005\uff0c\u800c\u662f\u4e00\u4e2a\u201c\u63a7\u5236\u6743\u8f6c\u79fb\u201d\u5de5\u5177\uff0c\u901a\u8fc7\u5c06\u7cfb\u7edf\u7ea7\u5feb\u6377\u952e\u4ece\u952e\u76d8\u91cd\u65b0\u6620\u5c04\u5230\u66f4\u968f\u624b\u3001\u66f4\u53ef\u79fb\u52a8\u7684\u8f93\u5165\u8bbe\u5907\uff08\u5982\u9f20\u6807\u4fa7\u952e\uff09\uff0c\u5b9e\u73b0\u4e86\u5bf9\u8ba1\u7b97\u673a\u63a7\u5236\u6743\u7684\u7a7a\u95f4\u89e3\u8026\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u201c\u7a7a\u95f4\u81ea\u7531\u201d\u548c\u201c\u59ff\u6001\u81ea\u7531\u201d\u3002\u5b83\u5141\u8bb8\u7528\u6237\u4ee5\u66f4\u653e\u677e\u3001\u975e\u6807\u51c6\u7684\u59ff\u6001\uff08\u5982\u540e\u4ef0\u3001\u7ad9\u7acb\u3001\u8fdc\u79bb\u684c\u9762\uff09\u4e0e\u590d\u6742\u7684AI\u5de5\u4f5c\u6d41\u65e0\u7f1d\u4ea4\u4e92\uff0c\u8fd9\u770b\u4f3c\u5fae\u5c0f\u7684\u6539\u8fdb\uff0c\u5b9e\u5219\u5207\u4e2d\u4e86\u6df1\u5ea6\u7528\u6237\u8ffd\u6c42\u65e0\u95f4\u65ad\u3001\u6c89\u6d78\u5f0f\u5de5\u4f5c\u72b6\u6001\u7684\u6838\u5fc3\u8bc9\u6c42\u3002\u4e00\u6b21\u6027\u4ed8\u8d39\u6a21\u5f0f\u5728\u8ba2\u9605\u5236\u6cdb\u6ee5\u7684\u5f53\u4e0b\uff0c\u4e5f\u6784\u6210\u4e86\u5176\u72ec\u7279\u7684\u5438\u5f15\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u524d\u666f\u4e5f\u9762\u4e34\u6e05\u6670\u6311\u6218\u3002\u9996\u5148\uff0c\u5176\u4f5c\u4e3a\u7cfb\u7edf\u589e\u5f3a\u5de5\u5177\uff0c\u529f\u80fd\u76f8\u5bf9\u5355\u4e00\uff0c\u62a4\u57ce\u6cb3\u4e0d\u6df1\uff0c\u6613\u88ab\u66f4\u5927\u578b\u7684\u952e\u9f20\u9a71\u52a8\u8f6f\u4ef6\u6216\u64cd\u4f5c\u7cfb\u7edf\u672c\u8eab\u66f4\u65b0\u6240\u8986\u76d6\u3002\u5176\u6b21\uff0c\u5176\u91cd\u5ea6\u4f9d\u8d56\u7279\u5b9a\u786c\u4ef6\uff08\u9700\u6709\u591a\u6309\u952e\u7684\u624b\u6301\u8bbe\u5907\uff09\u548c\u7279\u5b9a\u5de5\u4f5c\u6d41\uff08\u6df1\u5ea6\u4f7f\u7528\u952e\u76d8\u5feb\u6377\u952e\u53caWispr Flow\/OpenClaw\u7b49\u5de5\u5177\uff09\uff0c\u76ee\u6807\u7528\u6237\u7fa4\u4f53\u53ef\u80fd\u8f83\u4e3a\u5782\u76f4\u548c\u6709\u9650\u3002\u5f00\u53d1\u8005\u9700\u5728\u201c\u8f7b\u91cf\u3001\u4e13\u6ce8\u201d\u4e0e\u201c\u529f\u80fd\u53ef\u6269\u5c55\u6027\u201d\uff08\u5982\u7528\u6237\u5efa\u8bae\u7684\u60c5\u666f\u6a21\u5f0f\u3001\u66f4\u590d\u6742\u7684\u5b8f\u5b9a\u4e49\uff09\u4e4b\u95f4\u8c28\u614e\u5e73\u8861\uff0c\u907f\u514d\u9677\u5165\u5c0f\u4f17\u5de5\u5177\u7684\u589e\u957f\u56f0\u5883\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\">ClawMote<\/span>\n <\/div>\n<div class=\"comment-content\">Love Wispr Flow but hate the desk tether? ClawMote gives you one-hand OpenClaw total control. Stop reaching for your keyboard just to talk to OpenClaw. Map Wispr Flow and OpenClaw actions to any handheld device and command your Mac from the couch, your standing desk, or across the room. It\u2019s a lightweight, set-and-forget utility for power users who demand total workflow freedom. Try it free for 7 days, then own it for a one-time $20 payment. Ditch the FN key. Keep the power. ClawMote.app Tr<\/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\u2019m Bryan, the maker of ClawMote.<\/p>\n<p>I built this because I was tired of being ‘desk-tethered.’ I\u2019d be leaning back on the couch, deep in a Wispr Flow dictation or an OpenClaw session, and I\u2019d have to physically reach forward just to hit that FN key or keyboard shortcut or move my mouse just to get the pointer in the chat window. It was the only thing stopping a truly free AI workflow.<\/p>\n<p>ClawMote is the bridge. It\u2019s a lightweight, set-and-forget menu bar utility that puts total Mac authority in the palm of your hand.<\/p>\n<p>Why you\u2019ll love it:<\/p>\n<p>One-Hand Total Control: Map Wispr Flow, OpenClaw, and keyboard shortcuts to a handheld device.<\/p>\n<p>Lightweight: It lives in your menu bar and stays out of the way.<\/p>\n<p>No Subscriptions: Try it free for 7 days. If it changes your workflow, it\u2019s a one-time $20 payment to own it forever.<\/p>\n<p>I\u2019m here all day to answer questions. I\u2019d love to hear\u2014what\u2019s the one ‘desk-bound’ shortcut you can\u2019t wait to move to your handheld setup? \ud83e\udd80\ud83e\uddbe<\/p>\n<p>I know it’s simple, but I have Command+S mapped to a button for quick and easy OpenClaw session saves as backups!<\/p>\n<p>Ditch the desk. Keep the power.”<\/p>\n<\/p>\n<p><strong>\ud83d\ude80 Community Spotlight:<\/strong> Shoutout to<a href=\"https:\/\/www.producthunt.com\/@jerrybyday\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> for the great question on custom terminal commands! To clarify for everyone: ClawMote is system-wide and can be used with any app on Mac.<\/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\/@bryan_lee21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bryan_lee21<\/a> Congrats on the launch, Bryan! Quick question: does ClawMote support multiple device profiles? For example, switching between a \u201cmeeting mode\u201d and a \u201cdeep work mode\u201d with different shortcut mappings on the same handheld device?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 this <a href=\"https:\/\/www.producthunt.com\/@bryan_lee21\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"bryan_lee21\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bryan_lee21<\/a> Any plans to expand the mappable apps beyond Wispr Flow and OpenClaw? As someone building with AI tools daily, I\u2019d love to see support for custom terminal commands down the line.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Thanks! ClawMote actually already works system-wide \u2014 it’s not limited to Wispr Flow or OpenClaw. It remaps your mouse buttons to keyboard shortcuts that work in any app on your Mac. So if your terminal command has a keyboard shortcut, you can map it to a button right now. Copy, paste, Cmd+K, custom keystroke combos \u2014 whatever works in your workflow, ClawMote can fire it. The Wispr Flow and OpenClaw mentions on the site are just popular use cases, not limitations.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZREE5GTZ2KGAGZ\" class=\"app-title\">SitSense<\/a><\/p>\n<div class=\"one-liner\">Use your webcam to fix your posture<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">93<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5229\u7528\u7b14\u8bb0\u672c\u7535\u8111\u6444\u50cf\u5934\u8fdb\u884c\u5b9e\u65f6\u5750\u59ff\u76d1\u6d4b\u4e0e\u7ea0\u6b63\u7684\u7f51\u9875\u5e94\u7528\uff0c\u5728\u65e0\u9700\u4efb\u4f55\u53ef\u7a7f\u6234\u8bbe\u5907\u6216\u5916\u63a5\u786c\u4ef6\u7684\u573a\u666f\u4e0b\uff0c\u5e2e\u52a9\u4e45\u5750\u529e\u516c\u7684\u7528\u6237\u6539\u5584\u4e0d\u826f\u59ff\u52bf\uff0c\u9884\u9632\u5065\u5eb7\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/1b88afeb-db30-4ae1-9d17-854e7693cc35.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/iOj_Jrz1soQ?si=Xg6Fvg1QPmUJAMS7\"><source src=\"https:\/\/youtu.be\/iOj_Jrz1soQ?si=Xg6Fvg1QPmUJAMS7\" 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\/17007e45-986e-4d9e-a20f-590020f456ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf601bf3-5b48-446d-97e2-2553aa49fc75.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8035c9c1-19ca-4bf2-89c8-390cf4c29bc0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69be5ecc-b61c-44be-ae56-f2a01bdf803c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Health & Fitness<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5065\u5eb7\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u59ff\u52bf\u77eb\u6b63<\/span><br \/>\n <span class=\"tag\">\u8fdc\u7a0b\u529e\u516c<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7535\u8111\u6444\u50cf\u5934<\/span><br \/>\n <span class=\"tag\">\u65e0\u786c\u4ef6\u65b9\u6848<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u53cd\u9988<\/span><br \/>\n <span class=\"tag\">\u4e60\u60ef\u517b\u6210<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5065\u5eb7\u76d1\u6d4b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u201c\u65e0\u786c\u4ef6\u201d\u6838\u5fc3\u4ef7\u503c\uff0c\u8ba4\u4e3a\u60f3\u6cd5\u5b9e\u7528\u3002\u4e3b\u8981\u53cd\u9988\u96c6\u4e2d\u5728\u9690\u79c1\u5b89\u5168\uff08\u8981\u6c42\u660e\u786e\u6570\u636e\u5904\u7406\u662f\u5426\u5728\u672c\u5730\uff09\u3001\u529f\u80fd\u4f18\u5316\uff08\u5982\u52ff\u6270\u6a21\u5f0f\u3001\u8d8b\u52bf\u62a5\u544a\u3001\u4e0e\u5de5\u4f5c\u6d41\u6574\u5408\uff09\u4ee5\u53ca\u66f4\u667a\u80fd\u7684\u901a\u77e5\u673a\u5236\u4e0a\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 SitSense \u7cbe\u51c6\u5730\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u201c\u786c\u4ef6\u65b9\u6848\u201d\u6240\u7edf\u6cbb\u7684\u7ec6\u5206\u5e02\u573a\u2014\u2014\u59ff\u52bf\u77eb\u6b63\uff0c\u5176\u201c\u4ec5\u9700\u6444\u50cf\u5934\u201d\u7684\u7f51\u9875\u5e94\u7528\u5f62\u5f0f\uff0c\u4ee5\u96f6\u95e8\u69db\u548c\u96f6\u6210\u672c\u7684\u59ff\u6001\uff0c\u6784\u6210\u4e86\u5bf9\u4f20\u7edf\u53ef\u7a7f\u6234\u8bbe\u5907\u7684\u201c\u98a0\u8986\u6027\u7b80\u5316\u201d\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u8def\u5f84\u7684\u5dee\u5f02\uff0c\u66f4\u662f\u5bf9\u7528\u6237\u5fc3\u7406\u7684\u7cbe\u51c6\u62ff\u634f\uff1a\u7528\u6237\u5e76\u975e\u4e0d\u9700\u8981\u59ff\u52bf\u63d0\u9192\uff0c\u800c\u662f\u6297\u62d2\u989d\u5916\u7684\u8d2d\u7f6e\u3001\u4f69\u6234\u8d1f\u62c5\u4e0e\u9690\u79c1\u987e\u8651\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u4e0e\u4ef7\u503c\u5929\u82b1\u677f\u4e5f\u5728\u4e8e\u6b64\u3002\u9996\u5148\uff0c\u9690\u79c1\u662f\u60ac\u4e8e\u5176\u9876\u7684\u201c\u8fbe\u6469\u514b\u5229\u65af\u4e4b\u5251\u201d\u3002\u5c3d\u7ba1\u672c\u5730\u5904\u7406\u662f\u7406\u60f3\u7b54\u6848\uff0c\u4f46\u57fa\u4e8e\u6d4f\u89c8\u5668\u7684\u590d\u6742AI\u6a21\u578b\u672c\u5730\u63a8\u7406\u5728\u6027\u80fd\u4e0e\u517c\u5bb9\u6027\u4e0a\u5b58\u5728\u5de8\u5927\u6311\u6218\u3002\u82e5\u65e0\u6cd5\u6e05\u6670\u3001\u6709\u529b\u5730\u5411\u6280\u672f\u654f\u611f\u578b\u7528\u6237\uff08\u6070\u6070\u662f\u5176\u65e9\u671f\u6838\u5fc3\u7528\u6237\uff09\u8bc1\u660e\u6570\u636e\u7684\u7edd\u5bf9\u672c\u5730\u5316\uff0c\u4ea7\u54c1\u5c06\u96be\u4ee5\u5efa\u7acb\u6301\u4e45\u4fe1\u4efb\u3002\u5176\u6b21\uff0c\u5176\u4ef7\u503c\u6781\u6613\u4ece\u201c\u5065\u5eb7\u5de5\u5177\u201d\u6ed1\u5411\u201c\u607c\u4eba\u63d0\u9192\u201d\u3002\u7528\u6237\u8bc4\u8bba\u4e2d\u5bf9\u4e8e\u201c\u52ff\u6270\u6a21\u5f0f\u201d\u3001\u201c\u4e13\u6ce8\u65f6\u6bb5\u96c6\u6210\u201d\u7684\u547c\u58f0\uff0c\u6b63\u63ed\u793a\u4e86\u5176\u6838\u5fc3\u77db\u76fe\uff1a\u5982\u4f55\u5728\u4e0d\u6784\u6210\u5e72\u6270\u3001\u4e0d\u5236\u9020\u7126\u8651\u7684\u524d\u63d0\u4e0b\uff0c\u5b8c\u6210\u6709\u6548\u7684\u5065\u5eb7\u5e72\u9884\u3002\u8fd9\u9700\u8981\u6781\u5176\u7cbe\u7ec6\u7684\u7528\u6237\u884c\u4e3a\u5efa\u6a21\u4e0e\u4ea4\u4e92\u8bbe\u8ba1\uff0c\u800c\u975e\u7b80\u5355\u7684\u9608\u503c\u62a5\u8b66\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cSitSense \u7684\u957f\u671f\u4ef7\u503c\u4e0d\u5728\u4e8e\u6210\u4e3a\u4e00\u4e2a\u72ec\u7acb\u7684\u201c\u59ff\u52bf\u8b66\u5bdf\u201d\uff0c\u800c\u5728\u4e8e\u6f14\u53d8\u4e3a\u4e00\u4e2a\u65e0\u7f1d\u5d4c\u5165\u6570\u5b57\u5de5\u4f5c\u6d41\u7684\u201c\u5065\u5eb7\u80cc\u666f\u5c42\u201d\u3002\u5b83\u9700\u8981\u4ece\u201c\u76d1\u6d4b-\u63d0\u9192\u201d\u7684\u7b80\u5355\u5faa\u73af\uff0c\u5347\u7ea7\u4e3a\u63d0\u4f9b\u53ef\u64cd\u4f5c\u6d1e\u5bdf\uff08\u5982\u7ed3\u5408\u65f6\u95f4\u5206\u6790\u59ff\u52bf\u6076\u5316\u89c4\u5f8b\uff09\u4e0e\u4e2a\u6027\u5316\u6539\u5584\u65b9\u6848\u7684\u5065\u5eb7\u6570\u636e\u5e73\u53f0\u3002\u5176\u7ade\u4e89\u58c1\u5792\u4e5f\u5c06\u4ece\u6280\u672f\u5b9e\u73b0\uff0c\u8f6c\u5411\u5bf9\u529e\u516c\u573a\u666f\u4e0b\u201c\u4eba-\u673a-\u73af\u5883\u201d\u5173\u7cfb\u7684\u6df1\u5ea6\u7406\u89e3\u4e0e\u4f18\u96c5\u8bbe\u8ba1\u3002\u5426\u5219\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4f53\u9a8c\u65b0\u9c9c\u3001\u5374\u96be\u4ee5\u957f\u671f\u9a7b\u7559\u7684\u201c\u6e29\u548c\u63d0\u9192\u5668\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SitSense<\/span>\n <\/div>\n<div class=\"comment-content\">You are probably hunched over reading this. SitSense turns your laptop camera into a real time posture coach. No wearables. No hardware. Just open your browser. Get nudged when you start slouching, track your posture score, build streaks, and rank up from Shrimp to Giraffe.<\/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>Like a lot of you, I spend most of my day at a laptop. At some point I realized my posture was getting worse every year, but every solution required buying a wearable gadget or strapping something to your back.<\/p>\n<p>So I built SitSense.<\/p>\n<p>It turns your laptop webcam into a real time posture coach. No wearables, no hardware, nothing to install. Just open it in your browser and it nudges you when you start slouching.<\/p>\n<p>It tracks posture in real time, gives you a posture score, and helps you build better habits with streaks and simple feedback. The goal is to make posture awareness effortless while you work.<\/p>\n<p>I would love feedback from this community on a few things:<\/p>\n<p>\u2022 Does the idea of a webcam posture coach feel useful or weird?<br \/>\n\u2022 What would make this something you would actually keep open during the workday?<br \/>\n\u2022 Any features you would want to see?<\/p>\n<p>You can try it instantly here: <a href=\"https:\/\/sitsense.app\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/sitsense.app<\/a><\/p>\n<p>Really excited to hear what you all think \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cagarwal70\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cagarwal70<\/a> it should keep running while am doing other tasks<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@cagarwal70\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cagarwal70<\/a> Congrats on your launch! To directly answer your feedback questions: the webcam coach idea feels useful, not weird \u2014 the weirder part was always wearing something. What would keep me using it all day is a \u201cquiet hours\u201d setting and a weekly posture trend report. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 privacy question Liora asked is the one I’d want answered before keeping this open all day. Local processing is a dealbreaker for a lot of people, and if you’re doing it on-device, that should be front and center on your landing page, not buried in a FAQ.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>it will be great if the app could track your posture via webcam and send you notification when you go on the orange\/red zone (bad posture). Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who’s been working from the same desk for 3 years and just paid $800 for physical therapy, I’m curious about your privacy model – is all the posture detection happening locally or does my slouching data make a round trip to your servers? The real-time feedback loop sounds perfect for preventing the slow creep of bad habits that only hurt after months of reinforcement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 appreciate the \u201cno wearables, no hardware, nothing to install\u201d Congrats on achieving this! Any plans for a focus mode integration, where SitSense only monitors during active work sessions and pauses during breaks? This make it more like a coach rather than surveillance.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Hey Jeremiah, yes we already have a break reminder and break system in place! Definitely still needs some work though!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/NVJVIIYAOD7PXW\" class=\"app-title\">Hyper<\/a><\/p>\n<div class=\"one-liner\">Perfect memory for every real-world conversation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Hyper\u662f\u4e00\u6b3eiOS\u8bed\u97f3AI\u5e94\u7528\uff0c\u901a\u8fc7\u4e00\u952e\u5f55\u97f3\u548c\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\uff0c\u5728\u73b0\u5b9e\u4e16\u754c\u5bf9\u8bdd\uff08\u59821\u5bf91\u3001\u5496\u5561\u95f2\u804a\u3001\u6563\u6b65\uff09\u4e2d\u63d0\u4f9b\u7cbe\u51c6\u4fe1\u606f\u56de\u6eaf\uff0c\u89e3\u51b3\u4e86\u975e\u6b63\u5f0f\u573a\u5408\u5173\u952e\u51b3\u7b56\u6613\u9057\u5fd8\u3001\u96be\u68c0\u7d22\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\/ca746223-550b-41a9-9bdd-e4bde127e3e1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9fc8ce7-1539-475f-b241-fb84eda902d4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b27537cb-ba0c-4612-875d-0f4c6da9f655.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cfdbf8a5-d8e0-4a14-b821-0d8216ebad59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dac1220d-7e53-4f86-ade9-5bdb6df8f116.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4de7094-493f-422c-8148-eacdef906333.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e1f009fe-d3ec-491b-abb5-1828ff2f3583.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad768120-fdf7-4e87-ad61-7f8e182b3b22.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8fbf29c3-8de9-4984-bfa2-2e4efb10e4ac.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\">Notes<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3AI<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u8bb0\u5fc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u975e\u7ed3\u6784\u5316\u4fe1\u606f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u4e8e\u56db\u5927\u6838\u5fc3\u5173\u5207\uff1a1. **\u4fe1\u606f\u51b2\u7a81\u5904\u7406**\uff1a\u5982\u4f55\u89e3\u51b3\u4e0d\u540c\u5bf9\u8bdd\u95f4\u7684\u51b3\u7b56\u77db\u76fe\uff1b2. **\u9690\u79c1\u4e0e\u540c\u610f**\uff1a\u5f55\u97f3\u7684\u544a\u77e5\u4e0e\u6388\u6743\u673a\u5236\u9700\u66f4\u4f18\u96c5\uff1b3. **\u654f\u611f\u4fe1\u606f\u5904\u7406**\uff1a\u9700\u4fbf\u6377\u7684\u6682\u505c\u5f55\u97f3\u6216\u201c\u4e0d\u8bb0\u5f55\u201d\u529f\u80fd\uff1b4. **\u4fe1\u53f7\u63d0\u53d6**\uff1a\u5982\u4f55\u4ece\u5197\u957f\u5bf9\u8bdd\u4e2d\u7cbe\u51c6\u63d0\u70bc\u5173\u952e\u51b3\u7b56\u4e0e\u5f85\u529e\u3002\u56e2\u961f\u56de\u5e94\u5c55\u73b0\u4e86\u8fed\u4ee3\u610f\u613f\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 Hyper\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u201c\u66f4\u597d\u7684\u5f55\u97f3\u7b14\u201d\uff0c\u800c\u8bd5\u56fe\u98a0\u8986\u4ee5\u6587\u6863\u4e3a\u4e2d\u5fc3\u7684\u4fe1\u606f\u7559\u5b58\u8303\u5f0f\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5c06\u975e\u7ed3\u6784\u5316\u3001\u9ad8\u4ef7\u503c\u7684\u73b0\u5b9e\u5bf9\u8bdd\uff08\u90a3\u4e9b\u771f\u6b63\u51b3\u5b9a\u9879\u76ee\u8d70\u5411\u7684\u8d70\u5eca\u95f2\u804a\u548c\u5496\u5561\u5bf9\u8bdd\uff09\u8f6c\u5316\u4e3a\u53ef\u5373\u65f6\u67e5\u8be2\u7684\u201c\u56e2\u961f\u8bb0\u5fc6\u5c42\u201d\u3002\u8fd9\u76f4\u51fb\u4e86\u77e5\u8bc6\u7ba1\u7406\u4e2d\u6700\u987d\u56fa\u7684\u75db\u70b9\uff1a\u9690\u6027\u77e5\u8bc6\u7684\u6355\u83b7\u4e0e\u6d3b\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u6f5c\u529b\u540c\u6837\u5de8\u5927\u3002\u6280\u672f\u4e0a\uff0c\u4ece\u81ea\u7136\u8bed\u8a00\u4e2d\u51c6\u786e\u8bc6\u522b\u201c\u51b3\u7b56\u70b9\u201d\u5e76\u5904\u7406\u8de8\u65f6\u95f4\u7684\u4fe1\u606f\u51b2\u7a81\uff0c\u662fNLP\u5c1a\u672a\u5b8c\u5168\u653b\u514b\u7684\u96be\u9898\u3002\u4ea7\u54c1\u4e0a\uff0c\u5176\u6700\u5927\u7684\u98ce\u9669\u5e76\u975e\u529f\u80fd\uff0c\u800c\u662f**\u793e\u4f1a\u63a5\u53d7\u5ea6**\u3002\u8bc4\u8bba\u4e2d\u5bc6\u96c6\u7684\u9690\u79c1\u4e0e\u540c\u610f\u95ee\u9898\u63ed\u793a\u4e86\u6838\u5fc3\u77db\u76fe\uff1a\u5728\u6548\u7387\u4e0e\u4f26\u7406\u3001\u4e2a\u4eba\u8bb0\u5f55\u6743\u4e0e\u4ed6\u4eba\u9690\u79c1\u6743\u7684\u8fb9\u754c\u4e0a\uff0c\u5c1a\u672a\u627e\u5230\u4f18\u96c5\u7684\u5e73\u8861\u70b9\u3002\u4e00\u4e2a\u201c\u6469\u64e6less\u7684\u89e3\u51b3\u65b9\u6848\u201d\u53ef\u80fd\u672c\u8eab\u5c31\u662f\u4f2a\u547d\u9898\u2014\u2014\u4efb\u4f55\u5bf9\u4ed6\u4eba\u9690\u5f62\u7684\u8bb0\u5f55\u90fd\u4f1a\u5e26\u6765\u6743\u529b\u4e0d\u5bf9\u7b49\u548c\u4fe1\u4efb\u5371\u673a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5546\u4e1a\u6a21\u5f0f\u4e0a\uff0c\u4ece\u201c\u4e2a\u4eba\u8bb0\u5fc6\u5e93\u201d\u8d70\u5411\u201c\u56e2\u961f\u8bb0\u5fc6\u5c42\u201d\u662f\u5fc5\u7136\u8def\u5f84\uff0c\u4f46\u8fd9\u5c06\u4f7f\u5176\u4ece\u5de5\u5177\u5347\u7ea7\u4e3a\u57fa\u7840\u8bbe\u65bd\uff0c\u5e76\u76f4\u9762\u66f4\u590d\u6742\u7684\u6570\u636e\u6743\u9650\u3001\u5b89\u5168\u5408\u89c4\u95ee\u9898\u3002\u5176\u5927\u80c6\u7684\u8bbe\u8ba1\u8bed\u8a00\u6697\u793a\u4e86\u7784\u51c6\u65e9\u671f\u79d1\u6280\u91c7\u7528\u8005\uff0c\u4f46\u8981\u60f3\u8de8\u8d8a\u9e3f\u6c9f\uff0c\u5fc5\u987b\u8ba9\u8bb0\u5f55\u884c\u4e3a\u4ece\u201c\u7565\u663e\u602a\u5f02\u201d\u53d8\u4e3a\u201c\u81ea\u7136\u5e38\u6001\u201d\uff0c\u8fd9\u9700\u8981\u7684\u4e0d\u53ea\u662f\u4ea7\u54c1\u521b\u65b0\uff0c\u66f4\u662f\u4e00\u573a\u5bf9\u804c\u573a\u6c9f\u901a\u6587\u5316\u7684\u91cd\u5851\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u6210\u529f\uff0cHyper\u4e0d\u4f1a\u53ea\u662f\u4e00\u4e2aApp\uff0c\u800c\u4f1a\u6210\u4e3a\u5d4c\u5165\u7ec4\u7ec7\u795e\u7ecf\u7cfb\u7edf\u7684\u201c\u5bf9\u8bdd\u641c\u7d22\u5f15\u64ce\u201d\uff0c\u5176\u7ec8\u6781\u5f62\u6001\u53ef\u80fd\u662f\u53bb\u6587\u6863\u5316\u7684\u56e2\u961f\u534f\u4f5c\u4e2d\u67a2\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u5b83\u5fc5\u987b\u9996\u5148\u56de\u7b54\uff1a\u6211\u4eec\u662f\u5426\u771f\u7684\u51c6\u5907\u597d\u751f\u6d3b\u5728\u4e00\u4e2a\u6240\u6709\u5bf9\u8bdd\u90fd\u53ef\u80fd\u88ab\u7d22\u5f15\u548c\u68c0\u7d22\u7684\u4e16\u754c\uff1f\u8fd9\u6216\u8bb8\u662f\u6bd4\u6280\u672f\u66f4\u96be\u7684\u547d\u9898\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Hyper<\/span>\n <\/div>\n<div class=\"comment-content\">Nearly all existing meeting tools start and end with documents. We think that’s the wrong answer. You don’t want enhanced notes, you just want to ask “what did we decide about pricing?” 3 weeks later and just get the answer directly. Hyper is an iOS voice AI for IRL conversations (1:1s, coffee chats, walks). One tap record, ask it anything mid-conversations with “hey hyper”, or after to find answers across everything you’ve ever recorded. Perfect memory without files or folders or organization.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! I’m Shalin, building Hyper with my co-founder Kanyes.<\/p>\n<p>At our last company (a robotics startup), the most important decisions never happened in scheduled meetings. They happened spontaneously (in hallways, over lunch, on walks). None of it got captured. And every recorder we tried was built for Zoom calls with agendas, not for real life.<\/p>\n<p>What we realized was that even the tools that DO capture your conversations give you a document, a summary, or notes as the final artifact. And then what? You file it somewhere, never open it again, and three weeks later you’re in another meeting going “wait, what did we decide about the deadline?”<\/p>\n<p>We think the whole paradigm is wrong. You don’t want better documents from your conversations. You want answers to your questions.<\/p>\n<p>So we built Hyper. It’s an iOS app where you tap to record any conversation (a 1:1 with your cofounder, a coffee chat, a standup, a brainstorming session). Then Hyper transcribes in real-time, and you can ask it questions mid-conversation (“hey hyper, what did we decide about pricing last time?”) without breaking flow. Afterward, it generates notes and gives you one tap follow-ups (email drafts, slack messages) that integrate natively on your phone.<\/p>\n<p>We’re starting with this, but over the longer-term, we’d like to build a memory layer across every important conversation you’ve ever had. No files or folders or manual organization, just ask and get the answer. We’re building towards a system that can resolve conflicting information, surface stale decisions, and untangle the messiest problems your team faces.<\/p>\n<p>We’re currently two founders, self-funded, building in SF. The design is intentionally bold and a bit weird. We wanted something that feels a bit more fun that traditional enterprise software, and ultimately something we ourselves would fall in love with. We’d love for you to try it in your next real conversation and tell us what you think.<\/p>\n<p>\u2014 Shalin & Kanyes<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shalin_shah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shalin_shah1<\/a> Curious how you\u2019re thinking about the conflict resolution piece \u2014 when Hyper surfaces a decision that was later reversed in a different conversation, how does it handle that contradiction? That\u2019s a genuinely hard problem. Rooting for you to crack it! Congrats on this! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who’s spent afternoons debugging a conversation I half-remember from standup, the idea of searchable real-world transcripts feels like replacing a whiteboard with a time machine. Curious how you handle the inevitable “I didn’t actually mean that” moments when colleagues request deletions.<\/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\/@lliora\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lliora<\/a> absolutely. we acknowledge that AI systems like this won’t represent everyone perfectly. We believe that the user should always be in control and be able to redirect Hyper to be as close to the truth as possible. Once Hyper has generated a summary, one-tap edits lets you say “When I said X, I actually meant Y,” and Hyper will update the summary and use that information going forward! We’re planning on rolling out more collaboration-related features soon to give teams even more flexibility in how they deal with this problem.<\/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>Heyy Shalin, nice launch! I’ve been waiting for something like this for ages. Out of curiosity, how are you approaching the consent issue? Are users expected to ask everyone if they could record them, does the platform offer any support for this issue?<\/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\/@dennis_beytekin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennis_beytekin<\/a> really important question. Consent is critical for these kinds of tools. Tools like Zoom assume the responsibility by announcing “this meeting is being recorded.” Other tools put the burden fully on the user to decide whether to inform the person they’re recording, which is an awkward interaction that people don’t love doing. We’re focused on figuring out a frictionless solution that is comfortable for all parties involved — several ideas we’re iterating on!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One question: how does Hyper handle sensitive conversations? For 1:1s with cofounders or investor calls, some people will want certain things off the record. Is there a quick way to pause recording without it feeling disruptive? Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Great question! For now, the product is entirely personal, meaning your transcripts and summaries are only visible to you unless you decide to share them. We definitely take privacy very seriously, and acknowledge that there are times when you want to say something that you don’t want showing up on paper at all. Very willing to design and build these features as these use cases pop up. Appreciate the kind words!<\/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>Capturing the conversation isn’t the hard part \u2014 it’s retrieval without noise. An hour of meeting has maybe 3 minutes of actual signal: the decision, the unresolved tension, the thing that got glossed over. Curious how Hyper handles the signal-to-noise problem \u2014 does it surface by time, by participant, or by something semantic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@giammbo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"giammbo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@giammbo<\/a> appreciate the question! <\/p>\n<p>You’re right that capturing isn’t the hard technical part, but we’ve found the UX <em>around<\/em> capturing is. Anything more than one tap is enough friction that many people won’t reach for their phone mid-discussion, and we wanted to make that as simple as possible.<\/p>\n<p>Regarding signal-to-noise: Hyper is tuned to ignore small talk, asides, and tangents while keeping them in the transcript in case it misjudged. If it did miss something, voice editing lets you just say “we’re missing a few bullets on X” and it’ll fill them in.<\/p>\n<p>The deeper future is the memory system we’re building across conversations. When someone says “make the app red” and last week someone said “make it blue,” Hyper will be able to surface that conflict. Users are already surprised when Hyper catches details, unresolved questions, or facts they wouldn’t have thought to write down; that is the core of the retrieval problem we’re most excited about solving<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/DCPU5CLNY645KJ\" class=\"app-title\">deepidv<\/a><\/p>\n<div class=\"one-liner\">AI-native verification & anti-fraud Engine<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">90<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3eAI\u539f\u751f\u7684\u8eab\u4efd\u9a8c\u8bc1\u4e0e\u53cd\u6b3a\u8bc8\u5f15\u64ce\uff0c\u901a\u8fc7\u81ea\u7814\u6280\u672f\u6808\u4e3a\u91d1\u878d\u79d1\u6280\u3001\u6559\u80b2\u79d1\u6280\u7b49\u884c\u4e1a\u63d0\u4f9b\u4f4e\u6210\u672c\u3001\u4e00\u4f53\u5316\u7684\u8eab\u4efd\u6838\u9a8c\u4e0e\u6301\u7eed\u98ce\u9669\u76d1\u63a7\u89e3\u51b3\u65b9\u6848\uff0c\u76f4\u51fb\u4f20\u7edf\u65b9\u6848\u4f9d\u8d56\u7b2c\u4e09\u65b9API\u5bfc\u81f4\u6210\u672c\u9ad8\u6602\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\/d19a17ed-c085-4a14-8e06-6b8fb0eb3d7d.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=WZKB8tmmnFM\"><source src=\"https:\/\/www.youtube.com\/watch?v=WZKB8tmmnFM\" 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\/68a63194-36f6-4035-a544-d8eb193d98c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/020f2996-0064-4079-bbc4-80c0065cebe6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0da8b506-e012-468d-8812-5856960a1740.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7263998a-2ae5-445e-be55-0df50ad58cb4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb19a90d-6468-49ee-b63e-61f37d3cfd2a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4c9e2fdd-a84f-43e3-b0c2-7a2618c02131.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dbbcaec1-0823-456e-b47b-c2aee16f3b5b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Security<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8eab\u4efd\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">\u53cd\u6b3a\u8bc8<\/span><br \/>\n <span class=\"tag\">AI\u539f\u751f<\/span><br \/>\n <span class=\"tag\">\u91d1\u878d\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u5408\u89c4\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u6df1\u5ea6\u4f2a\u9020\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6301\u7eedKYC\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u98ce\u9669\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">API\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u670d\u52a1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u70b9\u96c6\u4e2d\u4e8e\u6280\u672f\u72ec\u7279\u6027\u4e0e\u5546\u4e1a\u6a21\u5f0f\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u4e0e\u7ade\u54c1\u7684\u6838\u5fc3\u5dee\u5f02\u3001\u5982\u4f55\u5b9e\u73b0\u65e0\u7b2c\u4e09\u65b9API\u7684\u5168\u7403\u8986\u76d6\u3001\u4ee5\u53ca\u9762\u5411\u521d\u521b\u4f01\u4e1a\u7684\u5b9a\u4ef7\u7b56\u7565\u3002\u521b\u59cb\u4eba\u56de\u590d\u5f3a\u8c03\u4e86\u81ea\u7814\u6587\u6863\u6a21\u578b\u3001\u5168\u6808\u5f15\u64ce\u5b9a\u4f4d\u53ca\u7075\u6d3b\u3001\u900f\u660e\u7684\u201c\u521d\u521b\u4f01\u4e1a\u4f18\u5148\u201d\u5b9a\u4ef7\u6a21\u5f0f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n deepidv\u7684\u53d9\u4e8b\u6838\u5fc3\u662f\u201c\u6210\u672c\u91cd\u6784\u201d\u4e0e\u201c\u6280\u672f\u81ea\u4e3b\u201d\uff0c\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u4e3b\u5f20\u76f4\u6307\u8eab\u4efd\u9a8c\u8bc1\uff08IDV\uff09\u5e02\u573a\u7684\u75fc\u75be\uff1a\u5c42\u5c42\u8f6c\u552e\u7684\u7b2c\u4e09\u65b9API\u5bfc\u81f4\u7684\u6602\u8d35\u3001\u4e0d\u900f\u660e\u4e14\u63a7\u5236\u529b\u5f31\u7684\u96c6\u6210\u4f53\u9a8c\u3002\u5b83\u8bd5\u56fe\u5c06\u81ea\u5df1\u4ece\u201c\u96c6\u6210\u5546\u201d\u91cd\u65b0\u5b9a\u4f4d\u4e3a\u201c\u5f15\u64ce\u5236\u9020\u5546\u201d\uff0c\u8fd9\u6b65\u68cb\u91ce\u5fc3\u52c3\u52c3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u529f\u80fd\u6e05\u5355\u7684\u7f57\u5217\uff08\u8fd9\u4e9b\u529f\u80fd\u5934\u90e8\u5382\u5546\u4e5f\u5df2\u8986\u76d6\uff09\uff0c\u800c\u5728\u4e8e\u5176\u5ba3\u79f0\u7684\u201c\u65e0\u7b2c\u4e09\u65b9\u4f9d\u8d56\u201d\u67b6\u6784\u53ef\u80fd\u5e26\u6765\u7684\u957f\u671f\u6210\u672c\u4f18\u52bf\u4e0e\u6280\u672f\u53ef\u63a7\u6027\u3002\u5982\u679c\u5176\u81ea\u7814\u7684\u6587\u6863\u8bc6\u522b\u3001\u751f\u7269\u7279\u5f81\u68c0\u6d4b\u548c\u6df1\u5ea6\u4f2a\u9020\u68c0\u6d4b\u6a21\u578b\u80fd\u8fbe\u5230\u751a\u81f3\u8d85\u8d8a\u73b0\u6709\u805a\u5408\u670d\u52a1\u5546\u7684\u6c34\u5e73\uff0c\u90a3\u4e48\u5b83\u786e\u5b9e\u80fd\u4e3a\u4e2d\u5927\u578b\u5ba2\u6237\u63d0\u4f9b\u66f4\u5177\u4ef7\u683c\u7ade\u4e89\u529b\u548c\u5b9a\u5236\u6f5c\u529b\u7684\u9009\u62e9\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u5168\u7403\u8986\u76d6\u5b9e\u73b0\u65b9\u5f0f\u7684\u63a2\u8ba8\uff0c\u89e6\u53ca\u4e86\u5176\u6a21\u5f0f\u80fd\u5426\u6301\u7eed\u7684\u5173\u952e\uff1a\u81ea\u5efa\u8986\u76d6211\u4e2a\u56fd\u5bb6\u7684\u6587\u6863\u6a21\u578b\u6570\u636e\u96c6\uff0c\u5176\u6570\u636e\u83b7\u53d6\u3001\u5408\u89c4\u6210\u672c\u4e0e\u8fed\u4ee3\u901f\u5ea6\u662f\u5de8\u5927\u6311\u6218\uff0c\u8fd9\u8fdc\u975e\u7eaf\u6280\u672f\u95ee\u9898\uff0c\u66f4\u662f\u8fd0\u8425\u4e0e\u6cd5\u5f8b\u5c42\u9762\u7684\u6301\u4e45\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u201c\u521d\u521b\u4f01\u4e1a\u4f18\u5148\u201d\u7684\u7075\u6d3b\u5b9a\u4ef7\uff0c\u662f\u806a\u660e\u7684\u5e02\u573a\u6954\u5165\u7b56\u7565\uff0c\u65e8\u5728\u4ece\u4ef7\u683c\u654f\u611f\u4e14\u589e\u957f\u8fc5\u901f\u7684\u5ba2\u6237\u7fa4\u4e2d\u57f9\u80b2\u672a\u6765\u5de8\u5934\u3002\u7136\u800c\uff0c\u98ce\u9669\u5728\u4e8e\uff0c\u5728\u8ffd\u6c42\u6781\u81f4\u6210\u672c\u4e0e\u5168\u6808\u81ea\u7814\u7684\u540c\u65f6\uff0c\u5982\u4f55\u5728\u6bcf\u4e00\u4e2a\u7ec6\u5206\u9a8c\u8bc1\u9886\u57df\uff08\u5982\u7279\u5b9a\u56fd\u5bb6\u7684\u9a7e\u7167\u8bc6\u522b\u3001\u524d\u6cbf\u7684\u6df1\u5ea6\u4f2a\u9020\u751f\u6210\u5bf9\u6297\uff09\u90fd\u4fdd\u6301\u6280\u672f\u9886\u5148\uff0c\u5c06\u6d88\u8017\u5de8\u5927\u7684\u7814\u53d1\u8d44\u6e90\u3002\u5b83\u53ef\u80fd\u4e0d\u662f\u201c\u901a\u7528\u89e3\u51b3\u65b9\u6848\u201d\uff0c\u800c\u662f\u4e3a\u90a3\u4e9b\u5c06IDV\u89c6\u4e3a\u6838\u5fc3\u6210\u672c\u4e2d\u5fc3\u3001\u4e14\u62e5\u6709\u4e00\u5b9a\u6280\u672f\u6574\u5408\u80fd\u529b\u7684\u4f01\u4e1a\uff0c\u63d0\u4f9b\u4e86\u4e00\u4e2a\u503c\u5f97\u535a\u5f08\u7684\u201c\u81ea\u4e3b\u5316\u201d\u9009\u9879\u3002\u6210\u8d25\u5c06\u53d6\u51b3\u4e8e\u5176AI\u6a21\u578b\u5728\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u9c81\u68d2\u6027\u3001\u5408\u89c4\u5e7f\u5ea6\u4ee5\u53ca\u80fd\u5426\u5c06\u6280\u672f\u4f18\u52bf\u5207\u5b9e\u8f6c\u5316\u4e3a\u5ba2\u6237\u7684\u603b\u4f53\u62e5\u6709\u6210\u672c\uff08TCO\uff09\u4e0b\u964d\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\">deepidv<\/span>\n <\/div>\n<div class=\"comment-content\">deepidv is the AI-native identity verification engine built from the ground up \u2014 no third-party APIs, no markup. Verify IDs, run on-going monitoring, deploy risk agents, accurately detect deepfakes, run credit checks, background checks, title searches and validate addresses across 211+ countries. Enterprise power, startup pricing.<\/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\u2019m Shawn-Marc, founder of deepidv. I\u2019ve been in the identity and fintech space for years, and one thing kept frustrating me: the cost of identity verification is absurd. Most providers charge $2\u201310+ per check because they\u2019re stacking third-party APIs on top of each other and passing the bill to you.<\/p>\n<p>So we built deepidv from scratch. No third-party dependencies. No middlemen. Just AI-native verification that actually works.<\/p>\n<p>Here\u2019s what\u2019s inside the suite:<\/p>\n<p>Verifications & Checks:<br \/>\n– Document verification (government IDs, passports, driver’s licenses \u2014 195+ countries)<br \/>\n– Facial biometric matching<br \/>\n– Liveness detection (anti-spoofing)<br \/>\n– Deepfake detection (AI-generated face\/video\/audio detection)<br \/>\n– Address verification (geographic knowledge testing + multi-source)<br \/>\n– Bank statement analysis (AI categorization, daily balances, net worth scoring)<br \/>\n– AML \/ Sanctions \/ PEP screening<br \/>\n– Adverse media screening<br \/>\n– Age verification<\/p>\n<p>Risk Management & Ongoing Monitoring:<br \/>\n– Ongoing\/continuous KYC monitoring (scheduled re-verification)<br \/>\n– Watchlist re-screening (recurring sanctions\/PEP checks)<br \/>\n– Behavioral analytics \/ risk scoring (deeprisk)<br \/>\n– Compliance case management dashboard<br \/>\n– AI agents that autonomously screen and flag<\/p>\n<p>Additional Products:<br \/>\n– Biometric e-signatures (deepsign)<br \/>\n– Secure document management (deepdoc)<br \/>\n– Deepfake detection hardware (deepcam DC-00)<br \/>\n– AI content detection via WhatsApp (Truly)<br \/>\n– API \/ SDK for embedding everything<\/p>\n<p>We built this for EdTech, FinTech, PropTech, and HR teams that are tired of getting gouged on verification costs. If you\u2019ve ever looked at your IDV bill and winced \u2014 this is for you.<\/p>\n<p>Would love your feedback, questions, and honest thoughts. And if you think identity verification is a solved problem \u2014 I\u2019d love to change your mind. \ud83d\ude80<\/p>\n<p>Try it free: deepidv.com<\/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\/@shawnmarcmelo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnmarcmelo<\/a> IDV bills were the line item that always surprised me at month-end. Integrating liveness detection, deepfake detection, and ongoing KYC monitoring in one stack without third-party dependencies means you own the cost structure end-to-end. Building deepidv from scratch instead of stacking vendor APIs is the right call for teams running verification at scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@shawnmarcmelo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnmarcmelo<\/a> 190+ countries coverage and proprietary tech? make scaling globally way less of a headache \ud83c\udf0d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Super interesting, whats different between you and other eKYC?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mehdidjabri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mehdidjabri<\/a> For us we tackle the entire Engine. Background Checks, Education Screening, Credit Reports – Identity is an add-on in an ecosystem that is made to answer the question: Who are your potential customers? <\/p>\n<p>We put focus into our deepfake technology our Agentic Fraud Suite and what we feel is the defining change in how KYC \/ AML companies will operate. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Since deepidv claims no third-party APIs, how do you handle global ID verification across 190+ countries. do you maintain your own document models and datasets for each region, or use a unified model that generalizes across different ID formats?<\/p>\n<\/p>\n<p>Good luck with the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> We maintain our own document models trained on both synthetic, physical and internal data. We try not to generalize for a majority of countries. There are some smaller countries that still need to be refined with more data. Thats where our SDK will come in to help other developers use what we have gathered \ud83d\ude42 <\/p>\n<p>Thanks so much Davit \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@shawnmarcmelo\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shawnmarcmelo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shawnmarcmelo<\/a> I\u2019m curious about the economics at scale \u2014 is deepidv priced per check, per seat, or usage-tiered? For early-stage startups that need KYC compliance but aren\u2019t yet doing high verification volumes, what does the entry point look like? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Thank you so much Jacklyn! <\/p>\n<p>deepidv is priced per check on our API \/ Pay-Per-Use Tier. Seats are usually only used for smaller teams of less than 3 to take advantage of our U-KYC Offer. Usage-Tiered pricing is our go-to, it allows us to really service our users to the best of our ability. Some of our monitoring tools and Agentic AI Risk Management have their own simple and basic Monthly pricing. <\/p>\n<p>The difference with us? We take a look at what you’re real usage is on a commitment basis. In the early months of the ramp we see what your volume is like on a pay-per-use model, after that time your commitment becomes what you actually are averaging, not what we tell you you need to use or lose. <\/p>\n<p>Our average Early-Stage startups sign a Start-Up Agreement which enables them to use pay-per-use for up-to 6 Months. We then take the true average of that 6-Months to confirm usage. <\/p>\n<p>In a real example: <\/p>\n<\/p>\n<p>FinTech Web3 Start-Up has limited users right now. The first 6 months with their deepidv API integration they use 30,60,150,90,200,500 checks. Their commitment in the final 6 months of their term will be 171 checks on KYC. <\/p>\n<p>We also allow start-ups to access some of our other tools including our Agentic AI suite for fraud and On-Going Monitoring even without Enterprise deals. <\/p>\n<\/p>\n<p>We are and will always be Start-Up First! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/M4PK2WCYPGR3CT\" class=\"app-title\">KingCoding<\/a><\/p>\n<div class=\"one-liner\">Run Claude, Codex & Cursor in parallel from one dashboard<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u684c\u9762\u5e94\u7528\uff0c\u901a\u8fc7\u5355\u4e00\u4eea\u8868\u677f\u5e76\u884c\u8fd0\u884c\u548c\u7ba1\u7406\u591a\u4e2aAI\u7f16\u7a0b\u4ee3\u7406\u4efb\u52a1\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u591a\u4efb\u52a1\u5e76\u884c\u65f6\u56e0\u7ec8\u7aef\u6807\u7b7e\u9875\u6df7\u4e71\u800c\u5bfc\u81f4\u7684\u8fdb\u5ea6\u8ddf\u8e2a\u4e0e\u534f\u8c03\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/073a2551-a475-48e1-9218-f3b5d89b76cd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8b3e3eb1-5ee3-4cf8-a334-2a988db59151.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/63aff5e5-d40c-4021-9486-851ad5843655.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/09cdbaff-c5fb-4589-8c4f-e8098f5bcf31.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\/198cfc28-dd88-4762-ae42-9b9191115587.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=GSwH9xuv40c\"><source src=\"https:\/\/www.youtube.com\/watch?v=GSwH9xuv40c\" 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\">Software Engineering<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u591a\u4efb\u52a1\u5e76\u884c<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eea\u8868\u677f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u8c03<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u81ea\u52a8\u5ba1\u67e5<\/span><br \/>\n <span class=\"tag\">\u5143\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u591aAI\u4ee3\u7406\u7ba1\u7406\u6df7\u4e71\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u201c\u56fd\u738b\u6a21\u5f0f\u201d\u80fd\u63d0\u4f9b\u66f4\u7ec6\u7c92\u5ea6\u7684\u64cd\u4f5c\u7ea6\u675f\uff08\u5982\u6587\u4ef6\u8def\u5f84\/\u6570\u636e\u5e93\u4fdd\u62a4\uff09\uff1b\u8be2\u95ee\u4efb\u52a1\u4f9d\u8d56\u4e0e\u5931\u8d25\u5904\u7406\u7684\u667a\u80fd\u7a0b\u5ea6\uff1b\u6f84\u6e05\u5176\u5e76\u975e\u591aAI\u6a21\u578b\u534f\u540c\uff0c\u800c\u662f\u591a\u4efb\u52a1\u5e76\u884c\u7ba1\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 KingCoding \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u4f34\u968fAI\u7f16\u7a0b\u52a9\u624b\u666e\u53ca\u800c\u65b0\u5174\u7684\u201c\u5143\u95ee\u9898\u201d\uff1a\u5f53\u5f00\u53d1\u8005\u4ece\u4e0e\u5355\u4e2aAI\u5bf9\u8bdd\u7f16\u7801\uff0c\u8f6c\u5411\u9a71\u52a8\u591a\u4e2aAI\u4ee3\u7406\u5e76\u884c\u5de5\u4f5c\u65f6\uff0c\u7ba1\u7406\u6210\u672c\u53cd\u800c\u6210\u4e3a\u65b0\u7684\u74f6\u9888\u3002\u5176\u672c\u8d28\u5e76\u975e\u6280\u672f\u521b\u65b0\uff0c\u800c\u662f\u5de5\u4f5c\u6d41\u5de5\u5177\u521b\u65b0\uff0c\u5c06\u5206\u6563\u7684\u7ec8\u7aef\u4f1a\u8bdd\u62bd\u8c61\u4e3a\u53ef\u6ce8\u518c\u3001\u5206\u53d1\u3001\u76d1\u63a7\u7684\u201c\u4efb\u52a1\u201d\uff0c\u5b9e\u73b0\u4e86\u4ece\u201c\u5bf9\u8bdd\u754c\u9762\u201d\u5230\u201c\u7ba1\u7406\u4eea\u8868\u677f\u201d\u7684\u5347\u7ef4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\u5176\u201c\u5b9a\u4f4d\u201d\u548c\u201c\u5143\u201d\u7279\u6027\u3002\u5b83\u4e0d\u8bd5\u56fe\u5728\u4ee3\u7801\u751f\u6210\u8d28\u91cf\u4e0a\u4e0eCursor\u3001Claude Code\u7ade\u4e89\uff0c\u800c\u662f\u5b9a\u4f4d\u4e3a\u5b83\u4eec\u7684\u201c\u64cd\u4f5c\u7cfb\u7edf\u201d\uff0c\u901a\u8fc7\u63d0\u4f9b\u5e76\u884c\u3001\u76d1\u63a7\u3001\u81ea\u52a8\u5ba1\u67e5\u548c\u8ba1\u5212\uff08\u56fd\u738b\u6a21\u5f0f\uff09\u6765\u63d0\u5347\u6574\u4e2aAI\u8f85\u52a9\u5f00\u53d1\u7cfb\u7edf\u7684\u53ef\u9760\u6027\u4e0e\u6548\u7387\u3002\u5176\u201c\u81ea\u4e3e\u201d\u5f00\u53d1\u7684\u6545\u4e8b\u6781\u5177\u8bf4\u670d\u529b\uff0c\u9a8c\u8bc1\u4e86\u5de5\u5177\u7684\u6709\u6548\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u6311\u6218\u4e0e\u6f5c\u529b\u5e76\u5b58\u3002\u5f53\u524d\u201c\u56fd\u738b\u6a21\u5f0f\u201d\u7684\u7ea6\u675f\u80fd\u529b\u4e0d\u8db3\uff0c\u66b4\u9732\u4e86AI\u89c4\u5212\u5728\u590d\u6742\u9879\u76ee\u4e2d\u7684\u98ce\u9669\u2014\u2014\u7f3a\u4e4f\u53ef\u9760\u62a4\u680f\u7684\u81ea\u52a8\u5316\u53ef\u80fd\u5bfc\u81f4\u707e\u96be\u3002\u8fd9\u6070\u6070\u6307\u660e\u4e86\u5176\u8fdb\u5316\u65b9\u5411\uff1a\u4ece\u201c\u4efb\u52a1\u7ba1\u7406\u5668\u201d\u53d1\u5c55\u4e3a\u201c\u9879\u76ee\u534f\u8c03\u5b98\u201d\uff0c\u9700\u6df1\u5ea6\u878d\u5408\u9879\u76ee\u67b6\u6784\u77e5\u8bc6\uff0c\u5efa\u7acb\u66f4\u5f3a\u5927\u7684\u7b56\u7565\u4e0e\u5b89\u5168\u5c42\u3002\u6b64\u5916\uff0c\u5176\u591a\u6a21\u578b\u652f\u6301\u76ee\u524d\u7565\u663e\u9e21\u808b\uff0c\u672a\u6765\u82e5\u80fd\u6839\u636e\u4efb\u52a1\u7279\u6027\u667a\u80fd\u5206\u914d\u4e0d\u540c\u6a21\u578b\uff0c\u6216\u5b9e\u73b0\u6a21\u578b\u95f4\u7684\u63a5\u529b\u534f\u4f5c\uff0c\u4ef7\u503c\u5c06\u66f4\u5927\u3002\u8fd9\u662f\u4e00\u6b3e\u5728\u6b63\u786e\u65f6\u95f4\u70b9\u51fa\u73b0\u7684\u3001\u89e3\u51b3\u771f\u95ee\u9898\u7684\u5de5\u5177\uff0c\u4f46\u5176\u957f\u671f\u751f\u5b58\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u770b\u5f97\u89c1\u201d\u7684\u7ba1\u7406\uff0c\u8d70\u5411\u201c\u4fe1\u5f97\u8fc7\u201d\u7684\u667a\u80fd\u534f\u8c03\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\">KingCoding<\/span>\n <\/div>\n<div class=\"comment-content\">A desktop app to run Claude Code, Codex, and Cursor tasks in parallel. Register your projects, dispatch tasks to any AI agent, and monitor everything from one dashboard. AI auto-reviews results and captures verification screenshots. King Mode lets you describe a goal and the AI plans, executes, and adapts automatically. Built by a solo dev who got tired of losing track of AI agents across terminal tabs. Your job: set direction, grant permissions, receive results. \ud83d\ude80<\/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 Shingo, a solo developer from Japan. I built KING CODING because I had a very specific problem: I wanted to run multiple AI coding agents at once, but keeping track of them was harder than the coding itself.<\/p>\n<p>Every time I fired up Claude Code for a few tasks in parallel, I’d lose track of which task finished, which one was waiting for input, and which one silently failed. It was death by terminal tabs.<\/p>\n<p>So I built a control tower. Now I register my projects, create tasks, pick an AI agent (Claude Code, Codex, or Cursor), and let them run. The dashboard shows me everything \u2014 what’s running, what’s done, what needs my attention. When a task finishes, another AI automatically reviews the result and even takes verification screenshots for UI changes.<\/p>\n<p>The “King Mode” is my favorite feature \u2014 I describe a goal like “add dark mode to the settings page,” and the AI creates a plan, breaks it into tasks, executes them one by one, and adapts if something goes wrong.<\/p>\n<p>This whole app was built using KING CODING itself. It’s the most meta thing I’ve ever made.<\/p>\n<p>Would love to hear your thoughts! \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Running multiple parallel from one dashboard sounds like a huge sanity saver \ud83d\ude05 Terminal tabs get messy fast.<\/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\/@andrew_king10\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrew_king10<\/a> Thank you! That\u2019s exactly the goal. Once you have multiple coding agents running in parallel, the bottleneck becomes coordination, not coding. We wanted one place to see progress, blockers, and next actions without the terminal-tab chaos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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? ! This hits a very real nerve. As a founder running parallel product builds, the moment you start using more than one AI coding agent, you spend more time managing the agents than actually shipping. Quick question: Does King Mode let you set guardrails \u2014 like \u201cdon\u2019t touch the database schema\u201d or \u201conly modify files in \/frontend\u201d? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jerrybyday\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jerrybyday<\/a> Thanks, and that was exactly the pain point behind King Mode. Short answer: partially. Today the guardrails are more session-level than path-level, so you can control how much autonomy delegated tasks get, but finer constraints like \u201cfrontend only\u201d or \u201cdon\u2019t touch the DB schema\u201d are exactly the kind of guardrails we want to make stronger over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats <a href=\"https:\/\/www.producthunt.com\/@iritec_jp\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"iritec_jp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@iritec_jp<\/a> This is such a game changer! Does King Mode handle task dependencies intelligently? E.g., if Task 3 fails, does it block downstream tasks or attempt a workaround before flagging you?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Thanks a lot! Yes, King Mode is dependency-aware. If Task 3 fails, it won\u2019t blindly keep pushing downstream tasks that depend on it. It stops that branch from drifting, then evaluates what happened and can suggest the next best move, like a retry or follow-up task, instead of just leaving you with a mess.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a non-techie, I have a question: How does kingcoding coordinate tasks between Claude, Codex, and Cursor simultaneously, is there a central orchestration layer that handles task decomposition, context sharing, and conflict resolution between agents?<\/p>\n<p>Sounds interesting though, good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> <em>Great question \u2014 and thanks for asking! To be honest, KingCoding isn’t really about orchestrating different AIs simultaneously. It’s more about <\/em><strong><em>running multiple coding tasks in parallel using a single AI provider<\/em><\/strong><em> (primarily Claude Code).<\/em><\/p>\n<p><em>Here’s how it works:<\/em><\/p>\n<ul>\n<li>\n<p><em>You describe what you want, and an AI planner breaks it down into subtasks<\/em><\/p>\n<\/li>\n<li>\n<p><em>Each subtask has defined dependencies and parallel groups \u2014 independent tasks run concurrently<\/em><\/p>\n<\/li>\n<li>\n<p><em>Results are stored in a local DB and automatically passed to dependent tasks<\/em><\/p>\n<\/li>\n<\/ul>\n<p><em>We do support Codex and Cursor as alternative providers, but they’re options you can choose per task \u2014 not agents that collaborate with each other at the same time. Think of it more like spinning up multiple Claude Code instances working on different parts of your project in parallel.<\/em><\/p>\n<p><em>Thanks for the kind words! \ud83d\ude4c<\/em><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/7424VGNXI5Z6EM\" class=\"app-title\">MascotVibe<\/a><\/p>\n<div class=\"one-liner\">Generate & animate brand mascots in minutes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">88<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MascotVibe\u662f\u4e00\u6b3eAI\u5de5\u5177\uff0c\u80fd\u57287\u5206\u949f\u5185\u6839\u636e\u7f51\u7ad9\u6216\u6587\u672c\u63cf\u8ff0\u751f\u6210\u5e76\u52a8\u753b\u5316\u54c1\u724c\u5409\u7965\u7269\uff0c\u89e3\u51b3\u4e86\u4e2d\u5c0f\u4f01\u4e1a\u53ca\u521d\u521b\u516c\u53f8\u8bbe\u8ba1\u5409\u7965\u7269\u6210\u672c\u9ad8\u3001\u5468\u671f\u957f\u3001\u52a8\u753b\u5236\u4f5c\u989d\u5916\u6536\u8d39\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c45ce034-b55a-4d95-ae41-e280685929a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b042cde8-edc2-4798-8321-8a441b6d2d48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b369d779-e76b-42f1-a837-e7da269d2412.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\/4366607c-a220-4d5d-9260-da44540c5e21.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/G_7f0c0N9M8\"><source src=\"https:\/\/youtu.be\/G_7f0c0N9M8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5409\u7965\u7269<\/span><br \/>\n <span class=\"tag\">\u52a8\u753b\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u5f62\u8c61<\/span><br \/>\n <span class=\"tag\">AIGC<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/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\u5409\u7965\u7269\u5bf9\u54c1\u724c\u8fde\u63a5\u7684\u4ef7\u503c\uff0c\u5e76\u671f\u5f85\u5de5\u5177\u6613\u7528\u3001\u53ef\u5b9a\u5236\u4e14\u666e\u60e0\u3002\u4f46\u5b9e\u9645\u4f53\u9a8c\u4e2d\u51fa\u73b0\u4e86\u6b65\u9aa4\u9519\u8bef\uff08\u201cUser not found\u201d\uff09\u548c\u4ef7\u683c\u5bf9\u6bd4\uff08\u63d0\u53ca\u7ade\u54c1\u5b9a\u4ef7\u8fc7\u9ad8\u4f46\u7075\u6d3b\u6027\u4e0d\u8db3\uff09\u7684\u95ee\u9898\u3002\u5f00\u53d1\u8005\u5df2\u79ef\u6781\u56de\u590d\u5e76\u5c1d\u8bd5\u89e3\u51b3\u6280\u672f\u6545\u969c\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 MascotVibe\u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u660e\u7684\u5e02\u573a\u7f1d\u9699\uff1a\u5c06\u201c\u54c1\u724c\u5409\u7965\u7269\u201d\u8fd9\u4e00\u4f20\u7edf\u4e0a\u5c5e\u4e8e\u4e2d\u5927\u578b\u516c\u53f8\u7684\u3001\u9ad8\u9884\u7b97\u7684\u54c1\u724c\u8d44\u4ea7\uff0c\u901a\u8fc7AIGC\u6280\u672f\u8fdb\u884c\u5e73\u6c11\u5316\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u4ec5\u4ec5\u662f\u201c\u964d\u672c\u589e\u6548\u201d\u2014\u2014\u5c06\u6570\u5343\u7f8e\u5143\u548c\u6570\u5468\u5468\u671f\u538b\u7f29\u81f3\u51e0\u5206\u949f\u2014\u2014\u800c\u5728\u4e8e\u5b83\u8bd5\u56fe\u5c06\u201c\u5409\u7965\u7269\u201d\u4ece\u4e00\u4e2a\u9759\u6001\u7684\u3001\u4e00\u6b21\u6027\u7684\u8bbe\u8ba1\u7b26\u53f7\uff0c\u8f6c\u53d8\u4e3a\u4e00\u79cd\u53ef\u6309\u9700\u5feb\u901f\u751f\u6210\u3001\u8fed\u4ee3\u751a\u81f3\u52a8\u753b\u5316\u7684\u52a8\u6001\u54c1\u724c\u5185\u5bb9\u7ec4\u4ef6\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u9891\u7e41\u8fdb\u884c\u5185\u5bb9\u8425\u9500\u548c\u793e\u7fa4\u4e92\u52a8\u7684\u6570\u5b57\u539f\u751f\u54c1\u724c\u800c\u8a00\uff0c\u610f\u5473\u7740\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u5b9e\u9a8c\u7a7a\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ece\u6709\u9650\u7684\u8bc4\u8bba\u5df2\u66b4\u9732\u51fa\u5176\u6838\u5fc3\u6311\u6218\u3002\u5176\u4e00\uff0c\u662f\u201c\u8d28\u91cf\u4e0e\u6210\u672c\u201d\u7684\u7ecf\u5178\u6096\u8bba\u3002\u7528\u6237\u63d0\u53ca\u7ade\u54c1\u201c\u5b9a\u4ef7\u5929\u6587\u6570\u5b57\u4f46\u7ed3\u679c\u4e0d\u591f\u7075\u6d3b\u201d\uff0c\u8fd9\u6070\u6070\u63ed\u793a\u4e86\u5f53\u524dAIGC\u8bbe\u8ba1\u5de5\u5177\u7684\u666e\u904d\u56f0\u5883\uff1a\u4f4e\u4ef7\u6216\u53ef\u53ca\u6027\u5f80\u5f80\u4ee5\u727a\u7272\u8bbe\u8ba1\u7684\u72ec\u7279\u6027\u3001\u54c1\u724c\u5951\u5408\u5ea6\u548c\u7cbe\u7ec6\u53ef\u63a7\u6027\u4e3a\u4ee3\u4ef7\u3002\u5409\u7965\u7269\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5176\u60c5\u611f\u8fde\u63a5\u548c\u54c1\u724c\u8fa8\u8bc6\u5ea6\uff0c\u4e00\u4e2a\u201c\u901f\u6210\u201d\u7684\u3001\u53ef\u80fd\u6d41\u4e8e\u901a\u7528\u7684\u5f62\u8c61\uff0c\u80fd\u5426\u627f\u8f7d\u6b64\u91cd\u4efb\uff0c\u9700\u8981\u6253\u4e0a\u95ee\u53f7\u3002\u5176\u4e8c\uff0c\u662f\u4ea7\u54c1\u6210\u719f\u5ea6\u3002\u5728\u5173\u952e\u7684\u7528\u6237\u521b\u5efa\u6d41\u7a0b\u4e2d\u51fa\u73b0\u201cUser not found\u201d\u9519\u8bef\uff0c\u867d\u83b7\u54cd\u5e94\uff0c\u4f46\u66b4\u9732\u4e86\u4ea7\u54c1\u5728\u65e9\u671f\u53ef\u80fd\u5b58\u5728\u7684\u7a33\u5b9a\u6027\u548c\u7528\u6237\u4f53\u9a8c\u77ed\u677f\u3002\u5728\u8bf4\u670d\u7528\u6237\u4e3a\u5176\u54c1\u724c\u5f62\u8c61\u6838\u5fc3\u5143\u7d20\u4ed8\u8d39\u65f6\uff0c\u8fd9\u79cd\u4e0d\u7a33\u5b9a\u6027\u662f\u81f4\u547d\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cMascotVibe\u7684\u524d\u666f\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u8de8\u8d8a\u4ece\u201c\u6709\u8da3\u7684\u6280\u672f\u6f14\u793a\u201d\u5230\u201c\u53ef\u9760\u7684\u5546\u4e1a\u5de5\u5177\u201d\u7684\u9e3f\u6c9f\u3002\u5b83\u9700\u8981\u8bc1\u660e\u5176AI\u4e0d\u4ec5\u80fd\u201c\u753b\u201d\u51fa\u4e00\u4e2a\u5f62\u8c61\uff0c\u66f4\u80fd\u6df1\u523b\u7406\u89e3\u54c1\u724c\u5185\u6838\uff0c\u4ea7\u51fa\u5177\u5907\u4e13\u4e1a\u8bbe\u8ba1\u6c34\u51c6\u548c\u9ad8\u5ea6\u5b9a\u5236\u5316\u7684\u7ed3\u679c\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u4f1a\u5438\u5f15\u4e00\u6ce2\u5bfb\u6c42\u65b0\u9c9c\u611f\u7684\u65e9\u671f\u5c1d\u9c9c\u8005\uff0c\u800c\u96be\u4ee5\u6210\u4e3a\u54c1\u724c\u5efa\u8bbe\u4e2d\u771f\u6b63\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u5b83\u7684\u771f\u6b63\u5bf9\u624b\u6216\u8bb8\u4e0d\u662f\u9ad8\u4ef7\u8bbe\u8ba1\u5e08\uff0c\u800c\u662f\u7528\u6237\u5fc3\u4e2d\u5bf9\u201c\u54c1\u724c\u8d28\u611f\u201d\u7684\u5e95\u7ebf\u8981\u6c42\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\">MascotVibe<\/span>\n <\/div>\n<div class=\"comment-content\">Every great brand has a mascot: Duolingo’s owl, Mailchimp’s monkey, Slack’s logo character. But getting one made costs $500\u2013$2,000+ from a designer, takes weeks, and you still need to pay extra to animate it. MascotVibe generates a custom animated mascot from your website URL or a text description,in under 7 minutes.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I was using a similar tool but the pricing was astronomical and the results weren’t as flexible as I wanted.<\/p>\n<p>Mascots create an insatiable connection between the user and the tool (app, website, whatever!), I think they should be easy to create, totally customisable, and accessible to all.<\/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\/@daovid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daovid<\/a> what did u use before?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@daovid\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"daovid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daovid<\/a> , I like the idea. <br \/>Wanted to try it out, but at the 3rd step of the creation i’m getting this error “That didn’t work, User not found”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@seantiffonnet\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@seantiffonnet<\/a> Hey Sean, thank you so much for giving it a try! Y’know, no matter how many times you test there’s always something haha.<\/p>\n<p>I think this should be solved*, you might need to sign out and back in. If it keeps happening, can you please lmk how you signed up (Google, Github, or email)<\/p>\n<p>*This might take a little time to deploy (20-30 mins)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = 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