{"id":171,"date":"2026-03-25T11:26:10","date_gmt":"2026-03-25T03:26:10","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/25\/2026-03-24\/"},"modified":"2026-03-25T11:26:10","modified_gmt":"2026-03-25T03:26:10","slug":"2026-03-24","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/25\/2026-03-24\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-24"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-24<\/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 | 2026-03-24<\/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\/AYTPIHDXORCWT2\" class=\"app-title\">Claude Computer Use<\/a><\/p>\n<div class=\"one-liner\">Enable Claude to use your computer to complete tasks <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">539<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u8ba9Claude AI\u80fd\u591f\u50cf\u4eba\u7c7b\u4e00\u6837\u64cd\u4f5c\u4f60\u7684Mac\u7535\u8111\uff0c\u901a\u8fc7\u70b9\u51fb\u3001\u6253\u5b57\u3001\u6d4f\u89c8\u548c\u8fd0\u884c\u5e94\u7528\u6765\u81ea\u4e3b\u5b8c\u6210\u4efb\u52a1\u7684\u529f\u80fd\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u8bbe\u5907\u3001\u5904\u7406\u91cd\u590d\u6027\u6570\u5b57\u4efb\u52a1\u65f6\u65e0\u6cd5\u8131\u8eab\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\/ee79cdd6-9cad-422a-bc3d-f6245087cc38.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/90531a04-b761-45c6-81ca-c566ff1c75c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/37b5b6e5-d53a-49c9-862e-9b769eafc590.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\/487c0809-6b28-4dd3-b9ae-e24f550205a8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/NAauIR6JFps?si=LJ9t27LI3yxmeGli\"><source src=\"https:\/\/youtu.be\/NAauIR6JFps?si=LJ9t27LI3yxmeGli\" 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\">Task Management<\/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\">\u684c\u9762\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6570\u5b57\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">AI\u6267\u884c\u5c42<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u4efb\u52a1\u5206\u53d1<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5174\u594b\uff0c\u89c6\u5176\u4e3a\u201c\u884c\u52a8\u9e3f\u6c9f\u201d\u7684\u89e3\u51b3\u65b9\u6848\u548cOpenClaw\u7684\u7ade\u4e89\u5bf9\u624b\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u76ee\u524d\u4ec5\u652f\u6301Mac\uff0c\u671f\u5f85Windows\/Linux\u7248\uff1b\u5b58\u5728\u65e9\u671fbug\uff0c\u7cfb\u7edf\u9501\u5c4f\u65f6\u5931\u6548\uff1b\u5bf9\u5b89\u5168\u6027\u6709\u7591\u8651\uff1b\u90e8\u5206Pro\u7528\u6237\u627e\u4e0d\u5230\u529f\u80fd\u5165\u53e3\uff1b\u5173\u6ce8\u4f01\u4e1a\u7248\u4e0a\u7ebf\u65f6\u95f4\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 Anthropic\u63a8\u51fa\u7684\u201cClaude Computer Use\u201d\u8fdc\u975e\u4e00\u6b21\u7b80\u5355\u7684\u529f\u80fd\u66f4\u65b0\uff0c\u800c\u662f\u4e00\u6b21\u65e8\u5728\u593a\u53d6\u4e0b\u4e00\u4ee3\u4eba\u673a\u4ea4\u4e92\u5165\u53e3\u7684\u6fc0\u8fdb\u51b2\u950b\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u81ea\u52a8\u5316\u201d\uff0c\u800c\u5728\u4e8e\u201c\u5177\u8eab\u5316\u201d\u2014\u2014\u5c06AI\u7684\u63a8\u7406\u80fd\u529b\u9996\u6b21\u5927\u89c4\u6a21\u3001\u5408\u6cd5\u5730\u6ce8\u5165\u4e2a\u4eba\u8ba1\u7b97\u73af\u5883\u7684\u6700\u5e95\u5c42\u3002\u8fd9\u6807\u5fd7\u7740AI\u4ece\u201c\u987e\u95ee\u201d\u5411\u201c\u6267\u884c\u8005\u201d\u7684\u8eab\u4efd\u6839\u672c\u6027\u8f6c\u53d8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u91c7\u7528\u4e86\u201c\u8fde\u63a5\u5668\u4f18\u5148\uff0c\u76f4\u63a5\u63a7\u5236\u515c\u5e95\u201d\u7684\u53cc\u5c42\u7b56\u7565\u3002\u4f18\u5148\u901a\u8fc7API\u96c6\u6210\u5904\u7406Slack\u3001\u65e5\u5386\u7b49\u6807\u51c6\u5316\u4efb\u52a1\uff0c\u5bf9\u4e8e\u65e0API\u7684\u957f\u5c3e\u5e94\u7528\uff0c\u5219\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u64cd\u4f5c\u8fdb\u884c\u201c\u964d\u7ea7\u5904\u7406\u201d\u3002\u8fd9\u79cd\u52a1\u5b9e\u7684\u8bbe\u8ba1\uff0c\u4f7f\u5176\u80fd\u8fc5\u901f\u8986\u76d6\u8fd1\u4e4e\u65e0\u9650\u7684\u5e94\u7528\u573a\u666f\uff0c\u4f46\u540c\u65f6\u4e5f\u57cb\u4e0b\u4e86\u9690\u60a3\uff1a\u57fa\u4e8e\u5c4f\u5e55\u8bc6\u522b\u7684\u64cd\u4f5c\u5728\u590d\u6742\u3001\u52a8\u6001\u56fe\u5f62\u754c\u9762\u4e0b\u7684\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\uff0c\u5c06\u662f\u5176\u89c4\u6a21\u5316\u4e4b\u8def\u4e0a\u6700\u8106\u5f31\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u751f\u6001\u7ade\u4e89\u89d2\u5ea6\u770b\uff0c\u6b64\u4e3e\u662f\u5bf9\u5f00\u6e90AI\u667a\u80fd\u4f53\u751f\u6001\uff08\u5982OpenClaw\uff09\u7684\u4e00\u6b21\u7cbe\u51c6\u72d9\u51fb\u3002Anthropic\u5c06\u7cfb\u7edf\u7ea7\u63a7\u5236\u80fd\u529b\u4e0e\u81ea\u5bb6\u738b\u724c\u6a21\u578bClaude\u6df1\u5ea6\u6346\u7ed1\uff0c\u5229\u7528\u5176\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b\u6765\u7406\u89e3\u590d\u6742\u4efb\u52a1\u548c\u6a21\u7cca\u6307\u4ee4\uff0c\u8fd9\u662f\u5355\u7eaf\u4f9d\u9760\u5f00\u6e90\u6a21\u578b\u548c\u811a\u672c\u7684\u5de5\u5177\u96be\u4ee5\u6bd4\u62df\u7684\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u900f\u9732\u7684\u201cbug\u591a\u201d\u3001\u201c\u9501\u5c4f\u5931\u6548\u201d\u7b49\u95ee\u9898\uff0c\u66b4\u9732\u51fa\u4ece\u6280\u672f\u6f14\u793a\u5230\u7a33\u5b9a\u751f\u4ea7\u5de5\u5177\u7684\u6b8b\u9177\u8ddd\u79bb\u3002\u771f\u6b63\u7684\u201c\u81ea\u4e3b\u201d\u5e76\u975e\u80fd\u70b9\u51fb\u6309\u94ae\uff0c\u800c\u662f\u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\u5904\u7406\u5f02\u5e38\u3001\u7cfb\u7edf\u72b6\u6001\u53d8\u66f4\u548c\u6743\u9650\u5f39\u7a97\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u98a0\u8986\u5728\u4e8e\u5176\u201cDispatch\u201d\u79fb\u52a8\u4efb\u52a1\u5206\u53d1\u8bbe\u8ba1\u3002\u8fd9\u5e76\u975e\u7b80\u5355\u7684\u8fdc\u7a0b\u63a7\u5236\uff0c\u800c\u662f\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u601d\u8003-\u6307\u4ee4-\u6267\u884c\u201d\u5206\u79bb\u7684\u5f02\u6b65\u5de5\u4f5c\u6d41\u3002\u7528\u6237\u4ece\u4efb\u52a1\u6267\u884c\u8005\u5f7b\u5e95\u8f6c\u53d8\u4e3a\u4efb\u52a1\u5b9a\u4e49\u8005\u4e0e\u76d1\u7763\u8005\u3002\u8fd9\u56fa\u7136\u89e3\u653e\u4e86\u751f\u4ea7\u529b\uff0c\u4f46\u4e5f\u5c06\u201c\u4fe1\u4efb\u201d\u95ee\u9898\u63a8\u81f3\u9876\u5cf0\uff1a\u5c06\u7535\u8111\u63a7\u5236\u6743\u4ea4\u7ed9AI\uff0c\u672c\u8d28\u662f\u4ea4\u51fa\u4e86\u6570\u5b57\u4e16\u754c\u7684\u201c\u8089\u8eab\u201d\u3002\u5c3d\u7ba1Anthropic\u5f3a\u8c03\u201c\u7ecf\u7528\u6237\u8bb8\u53ef\u201d\uff0c\u4f46\u4e00\u65e6\u51fa\u73b0\u8bef\u64cd\u4f5c\u6216\u5b89\u5168\u6f0f\u6d1e\uff0c\u540e\u679c\u5c06\u662f\u76f4\u63a5\u7684\u7269\u7406\u7ea7\u635f\u5931\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u662f\u4e00\u4e2a\u91ce\u5fc3\u52c3\u52c3\u3001\u5177\u6709\u5206\u6c34\u5cad\u610f\u4e49\u7684\u4ea7\u54c1\u3002\u5b83\u6495\u5f00\u4e86AI\u4e0e\u73b0\u5b9e\u4e16\u754c\u4ea4\u4e92\u7684\u5173\u952e\u7f3a\u53e3\uff0c\u4f46\u5176\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u70ab\u6280\uff0c\u800c\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u7a33\u5b9a\u6027\u3001\u5b89\u5168\u6027\u4e0e\u7528\u6237\u4f53\u9a8c\u4e0a\u5efa\u7acb\u575a\u4e0d\u53ef\u6467\u7684\u62a4\u57ce\u6cb3\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u4ee4\u4eba\u60ca\u8273\u5374\u4e0d\u6562\u6258\u4ed8\u91cd\u4efb\u7684\u201c\u73bb\u7483\u5927\u70ae\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\">Claude Computer Use<\/span>\n <\/div>\n<div class=\"comment-content\">Anthropic\u2019s Claude can now operate your computer like a human\u2014clicking, typing, browsing, and running apps autonomously. With \u201ccomputer use\u201d and Dispatch, you can assign tasks from your phone and let Claude execute them on your Mac. From emails to reports, it bridges AI reasoning with real-world action.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude\u2019s new \u201ccomputer use\u201d turns AI into a true digital employee. Probably the biggest update yet by <a href=\"https:\/\/www.producthunt.com\/products\/claude\" target=\"_blank\" rel=\"noopener\">@Claude by Anthropic<\/a>?<\/p>\n<\/p>\n<p>It solves the gap between thinking and doing by letting Claude control your screen, apps, browser, and workflows with permission autonomously.<\/p>\n<\/p>\n<p>Claude uses your connected apps first: Slack, Calendar, and other integrations. When there’s no connector for the tool you need, it asks for your permission to open the app on your screen directly, just like a human using your computer. Anything you can do on a computer \u2014 Claude can!<\/p>\n<\/p>\n<p>Assign a task from your phone, turn your attention to something else, and come back to finished work on your computer. Tell Claude once to scan your email every morning or pull a report every Friday, and it handles it from there.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>full desktop control<\/p>\n<\/li>\n<li>\n<p>mobile task assignment (<a href=\"https:\/\/www.producthunt.com\/products\/claude\" target=\"_blank\" rel=\"noopener\">Dispatch<\/a>)<\/p>\n<\/li>\n<li>\n<p>app integrations<\/p>\n<\/li>\n<li>\n<p>autonomous workflows<\/p>\n<\/li>\n<\/ul>\n<p>In just one week, Anthropic has shipped 9 features culminating in what feels like a fully autonomous digital human.<\/p>\n<\/p>\n<p>Available on Pro and Max. Update your desktop app and pair with mobile to try.<\/p>\n<ul>\n<li>\n<p><a href=\"https:\/\/claude.com\/product\/cowork#dispatch-and-computer-use\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/claude.com\/product\/cowork#dispatch-and-computer-use<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/claude.com\/blog\/dispatch-and-computer-use\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/claude.com\/blog\/dispatch-and-computer-use<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/support.claude.com\/en\/articles\/14128542-let-claude-use-your-computer-in-cowork\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/support.claude.com\/en\/articles\/14128542-let-claude-use-your-computer-in-cowork<\/a><\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/platform.claude.com\/docs\/en\/agents-and-tools\/tool-use\/computer-use-tool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/platform.claude.com\/docs\/en\/agents-and-tools\/tool-use\/computer-use-tool<\/a><\/p>\n<\/li>\n<\/ul>\n<p>Perfect for founders, operators, devs, and busy professionals handling repetitive tasks, reporting, and execution.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><strong>This feels like a direct OpenClaw killer<\/strong>. It’s macOS-only rollout; Windows and Linux need to follow soon. It\u2019s still early and a bit buggy, struggling with some apps, tasks, and even failing when the system is locked, which limits true autonomy.<\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/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> Can it help me with deploy my GP apps?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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> Love this. We’ve been building in the agent space and this confirms what we keep seeing: agents are getting incredibly capable at <em>doing things<\/em> – but they’re still isolated. Computer use solves the action gap. The next frontier is the <em>connection gap<\/em>: how does one autonomous agent find and talk to another? Exciting times. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Should I cancel my Mac mini?<\/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\">@joshwhitehead consider running OpenClaw and Claude Computer Use on it at the same time. Dueling banjos. \ud83e\ude95<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@joshwhitehead\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joshwhitehead<\/a> yess<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 love the recent Claude released features.<\/p>\n<p>I now use Claude for almost every working task during the day.<\/p>\n<p>I just started automating video generation for my startup using Claude, and it drives me crazy.<\/p>\n<p>I just installed one skill, and it generates quite good videos from one prompt, and I’m able to iterate with it, asking it to cut the videos, add music, assemble one video from different videos, and that just drives me crazy.<\/p>\n<p>I’m looking forward to seeing what else Claude will bring in the next year.<\/p>\n<p>I think it will entirely change the way we work on a daily basis.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How secure is it? I still don’t feel comfortable running openclaw on my machine due to it being inherently insecure. <\/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>HI, do you know how to apply it on claude? I click visit website but it is claude website, do you guys know where is the “<strong>Claude Computer Use”?<\/strong><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Only for Mac?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Claude is giving updates every other day \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>now, i can catchup with my cc while i am on a walk. <\/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>This means Claude desktop needs to be always running on a Mac, right? It would be funny to start working on closed Macbook in my backpack \ud83d\ude04<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Ow waw I have been waiting for that. But I am on the max plan and still dont see it! Why?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>It looks amazing – I will still use openclaw on my mac mini but use this + despatch on my actual macbook. I still think it doesn’t quite nail the sheer personalisation that Open Claw offers (and the OSS nature of it). <\/p>\n<\/p>\n<p>I wonder if I can have it go to <a href=\"https:\/\/Claude.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Claude.ai<\/a> and prompt itself…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is this feature currently available on the Pro Plan? If not, when do you expect it to be?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Just found out it is avaidable for the Pro Plan! But it is Mac only!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When is this going to go live for Team or Enterprise plans?<\/div>\n<div class=\"comment-actions\">\n<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 keeps on getting better <a href=\"https:\/\/www.producthunt.com\/products\/anthropic\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"anthropic\" target=\"_blank\" rel=\"noopener\">@Anthropic<\/a>! Testing it now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Lol I feel like claude is dropping everyday, and I use claude for almost everything and I just love it, but it seems like they are taking the whole AI world to the next level this is scary but exciting and I can’t wait to try it out<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the speed at which they ship new features is unreal. this basically just replace openclaw haha.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 direction.<\/p>\n<p>From the outside this reads like an AI assistant gaining automation capabilities.<\/p>\n<p>But the way it actually behaves feels closer to an execution layer for agents \u2014 bridging the gap between reasoning and real-world action.<\/p>\n<p>Instead of just generating outputs, it can operate systems, navigate interfaces, and complete workflows directly.<\/p>\n<p>If this evolves, it seems less like a feature and more like a foundational layer for how agents interact with computers.<\/p>\n<p>Curious how you think about this internally.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Does my computer need to be open and on, and do I have to sit and watch the work happen?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What visibility do users have into what the agent is doing in real time, and how easy is it to interrupt or correct it mid task?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/UA5BMACRSNW472\" class=\"app-title\">Kitty Points Leaderboard<\/a><\/p>\n<div class=\"one-liner\">Find interesting community members and see how you stack up<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">388<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Product Hunt\u5b98\u65b9\u63a8\u51fa\u7684\u793e\u533a\u8d21\u732e\u5ea6\u6392\u884c\u699c\uff0c\u901a\u8fc7\u91cf\u5316\u4e0e\u5c55\u793a\u7528\u6237\u5728\u53d1\u5e03\u4ea7\u54c1\u3001\u64b0\u5199\u8bc4\u6d4b\u3001\u53c2\u4e0e\u8ba8\u8bba\u7b49\u591a\u5143\u793e\u533a\u6d3b\u52a8\u4e2d\u7684\u8d21\u732e\u503c\uff0c\u89e3\u51b3\u7528\u6237\u793e\u533a\u53c2\u4e0e\u611f\u5f31\u3001\u4f18\u8d28\u8d21\u732e\u8005\u7f3a\u4e4f\u8fa8\u8bc6\u5ea6\u4e0e\u6fc0\u52b1\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\/ec8c5ac3-374d-4abf-9293-82cf8ddb39bb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/54f8cd1b-d352-4cb0-917f-36c5144a17eb.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\">Product Hunt<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u793e\u533a\u6fc0\u52b1<\/span><br \/>\n <span class=\"tag\">\u8d21\u732e\u5ea6\u6392\u884c\u699c<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6210\u957f\u4f53\u7cfb<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u4fe1\u8a89\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">SaaS\u5185\u90e8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u53c2\u4e0e\u5ea6<\/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\u6392\u884c\u699c\u5bf9\u6fc0\u52b1\u9ad8\u8d28\u91cf\u8d21\u732e\u3001\u63d0\u5347\u793e\u533a\u6d3b\u8dc3\u5ea6\u7684\u4ef7\u503c\uff0c\u8d5e\u8d4f\u5176\u8bbe\u8ba1\u7ec6\u8282\uff08\u5982\u70b9\u51fb\u79ef\u5206\u8df3\u8f6c\u5bf9\u5e94\u6d3b\u52a8\u9875\uff09\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u5305\u62ec\uff1a\u8981\u6c42\u516c\u5f00\u79ef\u5206\u8ba1\u7b97\u7ec6\u5219\uff1b\u8be2\u95ee\u9ad8\u79ef\u5206\u7528\u6237\u662f\u5426\u4eab\u6709\u66f4\u9ad8\u6743\u91cd\u6216\u7279\u6743\uff1b\u62a5\u544a\u201c\u603b\u699c\u201d\u79ef\u5206\u6570\u636e\u663e\u793a\u5f02\u5e38\uff1b\u5efa\u8bae\u589e\u52a0\u793e\u4ea4\u5206\u4eab\u5361\u7247\u548cAPI\u63a5\u53e3\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 Product Hunt\u7684\u201cKitty Points Leaderboard\u201d\u7edd\u975e\u7b80\u5355\u7684\u6e38\u620f\u5316\u88c5\u9970\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u793e\u533a\u6743\u529b\u7ed3\u6784\u4e0e\u4ef7\u503c\u5206\u914d\u7684\u6df1\u5ea6\u91cd\u6784\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e09\u65b9\u9762\uff1a\u7b2c\u4e00\uff0c**\u5b9a\u4e49\u4e0e\u91cf\u5316\u201c\u8d21\u732e\u201d**\u3002\u5b83\u5c06\u793e\u533a\u4ef7\u503c\u4ece\u5355\u4e00\u7684\u201c\u53d1\u5e03\u4ea7\u54c1\u201d\u62d3\u5c55\u81f3\u8bc4\u6d4b\u3001\u8ba8\u8bba\u7b49\u591a\u7ef4\u5ea6\uff0c\u8bd5\u56fe\u7528\u7b97\u6cd5\u516c\u5f0f\u4e3a\u201c\u4f18\u8d28\u793e\u533a\u6210\u5458\u201d\u5efa\u7acb\u53ef\u8861\u91cf\u7684\u6807\u51c6\uff0c\u8fd9\u662f\u5c06\u6a21\u7cca\u7684\u793e\u533a\u6587\u5316\u5411\u900f\u660e\u3001\u53ef\u9884\u671f\u7684\u4f53\u7cfb\u5f15\u5bfc\u7684\u5173\u952e\u4e00\u6b65\u3002\u7b2c\u4e8c\uff0c**\u52a8\u6001\u5e73\u8861\u793e\u533a\u9636\u5c42**\u3002\u901a\u8fc7\u8bbe\u7f6e\u5468\u3001\u6708\u3001\u5e74\u53ca\u603b\u699c\uff0c\u5b83\u5de7\u5999\u5730\u7f13\u89e3\u4e86\u65b0\u8001\u7528\u6237\u7684\u6743\u529b\u56fa\u5316\u77db\u76fe\u3002\u65b0\u4eba\u6709\u673a\u4f1a\u5728\u77ed\u671f\u699c\u5355\u5d2d\u9732\u5934\u89d2\uff0c\u800cOG\uff08\u5143\u8001\u7528\u6237\uff09\u7684\u957f\u671f\u8d21\u732e\u4e5f\u5728\u603b\u699c\u83b7\u5f97\u5c0a\u5d07\uff0c\u8fd9\u4e3a\u793e\u533a\u6ce8\u5165\u4e86\u6301\u7eed\u7684\u6d41\u52a8\u6027\u7ade\u4e89\u3002\u7b2c\u4e09\uff0c**\u6784\u5efa\u9690\u6027\u4fe1\u8a89\u8d44\u672c**\u3002\u6392\u884c\u699c\u672c\u8d28\u662f\u751f\u4ea7\u4e00\u5957\u793e\u533a\u5185\u90e8\u7684\u201c\u4fe1\u8a89\u8d27\u5e01\u201d\u3002\u9ad8\u6392\u540d\u610f\u5473\u7740\u5f71\u54cd\u529b\u548c\u53ef\u4fe1\u5ea6\uff0c\u8fd9\u6216\u5c06\u76f4\u63a5\u5f71\u54cd\u5176\u8bc4\u8bba\u6743\u91cd\u3001\u5185\u5bb9\u53ef\u89c1\u5ea6\uff0c\u751a\u81f3\u53ef\u80fd\u5728\u672a\u6765\u5173\u8054\u66f4\u591a\u793e\u533a\u7279\u6743\uff0c\u4ece\u800c\u5f15\u5bfc\u7528\u6237\u4ece\u8ffd\u6c42\u201c\u6d3b\u8dc3\u5ea6\u201d\u8f6c\u5411\u8ffd\u6c42\u201c\u4ef7\u503c\u8d21\u732e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u7b97\u6cd5\u9ed1\u7bb1\u53ef\u80fd\u5f15\u53d1\u516c\u5e73\u6027\u8d28\u7591\uff0c\u82e5\u79ef\u5206\u6743\u91cd\u8fc7\u5ea6\u5411\u201c\u53d1\u5e03\u4ea7\u54c1\u201d\u503e\u659c\uff0c\u5219\u6240\u8c13\u591a\u5143\u5316\u8d21\u732e\u4ecd\u662f\u7a7a\u8c08\u3002\u6b64\u5916\uff0c\u5c06\u793e\u533a\u4e92\u52a8\u5f7b\u5e95\u201c\u79ef\u5206\u5316\u201d\uff0c\u53ef\u80fd\u5bfc\u81f4\u529f\u5229\u6027\u704c\u6c34\uff0c\u5f02\u5316\u539f\u672c\u7684\u6709\u673a\u4ea4\u6d41\u3002Product Hunt\u6b64\u4e3e\u662f\u4e00\u6b21\u5927\u80c6\u7684\u793e\u4f1a\u5b9e\u9a8c\uff0c\u5176\u6210\u8d25\u4e0d\u5728\u4e8e\u699c\u5355\u70ed\u5ea6\uff0c\u800c\u5728\u4e8e\u8fd9\u5957\u7b97\u6cd5\u80fd\u5426\u7cbe\u51c6\u8bc6\u522b\u5e76\u6fc0\u52b1\u90a3\u4e9b\u771f\u6b63\u6ecb\u517b\u793e\u533a\u751f\u6001\u7684\u201c\u6c89\u9ed8\u4ef7\u503c\u201d\uff0c\u800c\u975e\u4ec5\u4ec5\u5236\u9020\u51fa\u4e00\u6279\u7cbe\u4e8e\u7b97\u8ba1\u79ef\u5206\u89c4\u5219\u7684\u201c\u804c\u4e1a\u73a9\u5bb6\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\">Kitty Points Leaderboard<\/span>\n <\/div>\n<div class=\"comment-content\">Product Hunt is known for its lively and friendly community. To accentuate different ways you can be active in the community, we built a leaderboard for community members. Ranking highly will give you exposure as well as lend credibility to your content. We also want to showcase the various ways members of the community can participate and build stories around those participants.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This update to Kitty Points comes with two big updates, one visible and one more backend.<\/p>\n<\/p>\n<p>The visible update is a brand new <a href=\"https:\/\/www.producthunt.com\/kitty-coins\" target=\"_blank\" rel=\"noopener\">leaderboard<\/a>! And it’s not just an all time leaderboard. If you just discovered Product Hunt in the last year, month, or even week it could be a bit daunting to see some of the Kitty Point totals that long time members have accrued. At the same time, we want to give a huge shoutout to our community members who have been around and consistent for years and have contributed a ton of phenomenal content to the site. The answer to this is a leaderboard that shows the top users by Kitty Points per week, month, year, and all time. This means every week you have a new chance to climb the leaderboards and get higher visibility on your profile and what you’re building or posting.<\/p>\n<\/p>\n<p>The less visible, but still exciting, part of this update is that we’ve re-worked how Kitty Points are calculated on the back-end. I’ll say, this part of the project was the closest I’ve ever come to feeling like a game designer! We also want to be more upfront about what you can do to earn Kitty Points. You can’t play the game if you don’t know the rules! So, here are the all of the contributions that will earn you Kitty Points:<\/p>\n<ul>\n<li>\n<p>Being the Maker of a launch<\/p>\n<\/li>\n<li>\n<p>Being the Hunter of a launch<\/p>\n<\/li>\n<li>\n<p>Posting detailed reviews<\/p>\n<\/li>\n<li>\n<p>Creating discussion threads<\/p>\n<\/li>\n<li>\n<p>Leaving meaningful comments<\/p>\n<\/li>\n<\/ul>\n<p>For all of those, content and impact matter. Being the Maker of a featured product at the top of the leaderboard will obviously gain you a lot of Kitty Points. As Matt mentions in his comment, Product Hunt is launch forward, but there are a lot of other ways to contribute to the community as well. A large part of the backend changes we’ve made open the door for other types of contributions to gain you more Kitty Points than in the past. So even if you’re not a Maker, you still have the chance to contribute to the community and climb the leaderboards. And if you’re curious, you can check out our <a href=\"https:\/\/help.producthunt.com\/en\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">help center<\/a> for more information around what kind of content aligns with Product Hunt’s guidelines.<\/p>\n<\/p>\n<p>We’ve built this to elevate and show off the members of our community who are helping us create an incredible space to discover, evaluate, and discuss incredible products being created by excellent people in tech. I’m very excited to see who shows up on the leaderboards every week!<\/p>\n<\/p>\n<p>I also want to give a massive shoutout to <a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> who did a tremendous amount of work taking the new Kitty Points formula and making it work on a weekly, monthly, and yearly basis (something we’ve never had before!) and building a really awesome and fun leaderboard page around it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>12<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a>  <a href=\"https:\/\/www.producthunt.com\/@jakecrump\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakecrump<\/a> Hey, congratulations on the new leaderboard! I find it a really interesting idea! It definitely creates an incentive for both long-time and new users.<\/p>\n<\/p>\n<p>I\u2019d really appreciate it if you could also share the formula used to award points. Judging by the results, it\u2019s obviosly that being the maker of a featured product is about 10x more valuable than other activities, but having a bit more detail about the formula would be great.<\/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\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a>  <a href=\"https:\/\/www.producthunt.com\/@jakecrump\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakecrump<\/a> I feel motivated to be more active here, thanks for making the leaderboard more clear and motivating!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a>  <a href=\"https:\/\/www.producthunt.com\/@jakecrump\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakecrump<\/a> One detail I really like: clicking the Kitty Coins for a specific attribute on the leaderboard links directly to that user’s activity tab (Maker History, Hunted, Forums, etc.). <\/p>\n<p>Such a practical solution for driving internal engagement. <a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> and team clearly put a lot of thoughtful design into this build!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Product Hunt is launch forward (we do not plan to change that!), but this isn’t the only way to participate in our community. Leaving reviews, providing thoughtful comments, and building vibrant forum discourse also help boost the ecosystem. We want kitty points to reflect the different ways users “play the game” here on Product Hunt. <\/p>\n<p>Additionally, like many online spaces, there is a value in being able to qualify who you are talking too here! Advice from Paul Graham is likely worth more than a remark from a sock puppet account created a few minutes ago. We hope to use this new leaderboard as a way to incentivize authentic participation, and qualify content around the site.<\/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\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> <a href=\"https:\/\/www.producthunt.com\/@jakecrump\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakecrump<\/a> and team, many congratulations on the latest update! \ud83d\ude42 <\/p>\n<p>I love the design and how it clearly shows which spaces the Kitty Coins were earned from (Maker, Forums, Reviews, etc.). Been waiting for this since <a href=\"https:\/\/www.producthunt.com\/p\/general\/new-on-product-hunt-kitty-coin-leaderboard-highlights-highest-scoring-community-members\" target=\"_blank\" rel=\"noopener\">I first spotted it<\/a>, great to see it officially launched.<\/p>\n<\/p>\n<p>Now it’s not just streaks but actual contributions getting recognized on Product Hunt. Someone’s an OG not for joining early, but for staying consistent with real value over time.<\/p>\n<\/p>\n<p>Streaks rewarded visit consistency; Kitty Coins + the leaderboard reward contribution consistency. That’s a step toward making Product Hunt more meritocratic.<\/p>\n<\/p>\n<p>The leaderboard surfaces who’s truly shaping the community, beyond just showing up. Time-based leaderboards (weekly, monthly, yearly, all time) keep it dynamic and merit-driven. Also, showing ranks on profiles will actually help identify how active a community member is. This will help community members shift focus from “staying active” to “adding meaningful value” every time.<\/p>\n<\/p>\n<p>I was fairly active member, but never bothered to check kitty coins. I was shocked to see myself hit #10 all-time and #1 weekly on leaderboard. \ud83d\ude04<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1e0c89a0-d46f-4e67-ba0d-6daa54306023.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><strong>Quick question<\/strong>: Other than recognition, what’s the use case for Kitty Coins? Do high earners get more weight in engagements, mod approvals for forums\/leaderboards\/comments, etc.?<\/p>\n<\/p>\n<p><strong>Feature suggestion<\/strong>: Add shareable leaderboard stat cards for social media so community members can quickly share their leaderboard rankings to their social feeds. Although they can even screenshot and share it now.<\/p>\n<\/p>\n<p>Thank you for making this space more meaningful, enjoyable and community-driven. \u2764\ufe0f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> congrats on the new kitty coins. How will Kitty Points weighting evolve based on feedback, and might we see multipliers for high-impact actions like sparking great forum threads?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 really like the idea around that, it wouldn’t come to my mind that KittyPoints can have this use-case and we couldn’t find out what they are for. Now, one of the top secrets of this platform is already unveiled! <\/p>\n<\/p>\n<p>Good job!<\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> you are a true champ! congrats! and keep it up – I love your threads and comments, so meaningful and insightful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> – Congrats on your last year’s score – really impressive!<\/p>\n<p>Oh, <a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a>, I think there might be a bug with how ‘All Time’ is calculated. My profile shows 1 KP for ‘Last Week’ but 0 for ‘All Time’, and Nika’s has 28,750 for ‘Last Year’ but only 25,552 for ‘All Time’. In both cases, I guess, ‘All Time’ should be the higher number. Just flagging it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I like these changes as they seem to promote more obviously valuable behaviors at product hunt rather than just voting.<\/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\/@kevin_mcdonagh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_mcdonagh1<\/a> yeah that is the goal. i think we will know it is successful if we can incentivize quality contributions. not just more, but high quality. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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’m slacking at #3 for all time<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I’d really love some kitty points. Do you feel like I contributed enough to this launch to be added as a maker?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Curious Kitty must be added as a maker!!! #JusticeForKitty <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> a better question is: are AI robots and pets eligible for being featured in the leaderboard? <\/p>\n<\/p>\n<p>I still see a lot of AI slop around here! \ud83d\ude3d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Whattttt? PH launching on PH?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mohammed_faraaz_ahmed\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mohammed_faraaz_ahmed<\/a> \ud83d\ude42 meta<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, I am at #44 all time. I also just launched <a href=\"https:\/\/www.producthunt.com\/products\/mindpal-ai\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"mindpal-ai\" target=\"_blank\" rel=\"noopener\">@MindPal <\/a> again today, so I guess that would earn me even more points \ud83d\ude0e Hope I will make it to top 10 this year. Question though: does earning a Maker of the Year award contribute to our Kitty Points? <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce0e760e-e6c9-4d0a-9571-d42c2a863240.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sylviangth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sylviangth<\/a> Great question! Maker of the Year is its own, independent award. So no additional kitty points.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sylviangth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sylviangth<\/a> You’re now #43!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Do KP’s degrade over time or are cumulative? I’m seeing something strange – I seem to have more KP’s last year than I do All time. Would love to understand how that works <a href=\"https:\/\/www.producthunt.com\/@jakecrump\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jakecrump\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jakecrump<\/a> <a href=\"https:\/\/www.producthunt.com\/@catt_marroll\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"catt_marroll\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@catt_marroll<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ragsontherocks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ragsontherocks<\/a> Points do not degrade. We’ll look into the odd behavior on your account. Thanks for flagging!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 Kitty Points Leaderboard is a brilliant move to boost community engagement! By gamifying contributions through upvotes and streaks, it effectively turns passive browsing into an active, rewarding experience. It\u2019s a great strategy for improving user retention and making the community feel more alive. Can’t wait to see more perks tied to these points!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>does a person’s KPs impact how much weight their upvotes\/comments carries on launches?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Great to see ProductHunt innovating and build new features. Keep it growing.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">Love the idea of turning community engagement into a leaderboard. What metrics are you using to rank members?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>@makers repeating my request here: I’d love for the Kitty Leaderboard to be added to the Product Hunt API so I can add it to the <a href=\"https:\/\/www.raycast.com\/ragnor\/producthunt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Product Hunt for Raycast extension<\/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>Yeahhh! I didn’t wanted, I needed it. Thanks for adding this engaging stuff and making it funnier and enjoyable. Keep on that way team<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Today, I learned, that I am a nobody. But I have a goal, and this goal involves kitty points. I don’t know why I need Kitty Points, but “a tiny competitive spiral ” for seeing your own rank = “insane drive” for not seeing a rank at all. I must haz 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>Maybe this is answered elsewhere, but is “last year” 2025? Or is it the last 365 days?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charlie_clark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charlie_clark<\/a> Good question! It’s 2025.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">Okayyy…time to get serious on PH<br \/>\nOne issue i have is that my discussion threads are always rejected.<\/div>\n<div class=\"comment-actions\">\n<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\/@george_esther\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@george_esther<\/a> this is the universe telling you that increasing the quality of your contributions will likely help! as AI gets more prolific, the bar for quality contributions will go 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>love it. veterans might remember when back in the days <a href=\"https:\/\/www.producthunt.com\/@abadesi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abadesi<\/a> was shining a spotlight on the most helpful makers of the week. <\/p>\n<p>what if we bring it back to The Roundup? keep up the great work<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/BVQAPOUNVQ25FB\" class=\"app-title\">Cekura<\/a><\/p>\n<div class=\"one-liner\">Observe and analyze your voice and chat AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">376<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cekura \u662f\u4e00\u6b3e\u9762\u5411\u8bed\u97f3\u548c\u804a\u5929AI\u4ee3\u7406\u7684\u76d1\u63a7\u5206\u6790\u5e73\u53f0\uff0c\u901a\u8fc730+\u9884\u5b9a\u4e49\u6307\u6807\u3001\u667a\u80fd\u7edf\u8ba1\u544a\u8b66\u548c\u81ea\u52a8\u5316\u6a21\u62df\u6d4b\u8bd5\uff0c\u5e2e\u52a9\u89c4\u6a21\u5316\u56e2\u961f\u89e3\u51b3\u751f\u4ea7\u73af\u5883\u4e2dAI\u884c\u4e3a\u96be\u4ee5\u91cf\u5316\u3001\u5ba2\u6237\u4f53\u9a8c\u76f2\u70b9\u53ca\u9759\u9ed8\u6545\u969c\u96be\u53d1\u73b0\u7b49\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\/69019371-cc11-4727-aeff-9f85c5fcb8ea.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/95e73313-7671-444f-9451-5d0fbd4bdae4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/66cfd716-fbf4-4e0f-bb20-088f61882e46.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2b64ddc2-ee28-4622-a548-998bd8e06ed8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e63f4fe4-42c0-4080-9ccf-f4c50e479f20.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3d64e869-50ab-416b-9d45-7b5ab0c4a0f7.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\/be20a4ee-a1df-466f-ad58-8eaea0431252.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/z8xoWWqfqAU\"><source src=\"https:\/\/youtu.be\/z8xoWWqfqAU\" 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\">SaaS<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5ba2\u6237\u4f53\u9a8c\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8d28\u91cf\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u53ef\u89c2\u6d4b\u6027<\/span><br \/>\n <span class=\"tag\">LLM\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u6d4b\u8bd5<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u6307\u6807<\/span><br \/>\n <span class=\"tag\">\u544a\u8b66\u7cfb\u7edf<\/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\u4ea7\u54c1\u89e3\u51b3\u4e86\u201cAI\u662f\u5426\u6b63\u5e38\u8fd0\u884c\u201d\u4e0e\u201cAI\u884c\u4e3a\u662f\u5426\u5f97\u5f53\u201d\u7684\u533a\u522b\u6027\u75db\u70b9\uff0c\u5173\u6ce8\u5176\u4e0eBraintrust\u7b49\u6c34\u5e73\u5e73\u53f0\u7684\u5dee\u5f02\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u7ec6\u8282\u80fd\u529b\uff08\u5982\u8bed\u6c14\u3001\u4e2a\u6027\u5316\u8ddf\u8e2a\uff09\u3001\u6307\u6807\u81ea\u5b9a\u4e49\u7c92\u5ea6\u3001\u57fa\u7ebf\u6f02\u79fb\u5904\u7406\u7684\u4eba\u673a\u534f\u4f5c\uff0c\u4ee5\u53ca\u5982\u4f55\u68c0\u6d4b\u201c\u6b63\u786e\u4f46\u65e0\u7528\u201d\u7684\u56de\u7b54\u7b49\u8fb9\u7f18\u573a\u666f\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 Cekura \u7684\u4eae\u76f8\uff0c\u76f4\u6307\u5f53\u524dAI\u5e94\u7528\u4ece\u201c\u73a9\u5177\u201d\u8d70\u5411\u201c\u5de5\u5177\u201d\u8fc7\u7a0b\u4e2d\u6700\u8106\u5f31\u7684\u54bd\u5589\u8981\u9053\u2014\u2014\u751f\u4ea7\u73af\u5883\u4e0b\u7684\u884c\u4e3a\u4e0d\u53ef\u63a7\u6027\u3002\u5b83\u806a\u660e\u5730\u907f\u5f00\u4e86\u4e0e\u901a\u7528LLM\u8bc4\u4f30\u5e73\u53f0\u7684\u6b63\u9762\u7ade\u4e89\uff0c\u5782\u76f4\u6df1\u8015\u4e8e\u5bf9\u8bdd\u573a\u666f\uff0c\u7528\u201c\u9884\u5b9a\u4e49\u6307\u6807\u5e93\u201d\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u7528\u201c\u4ec5\u970020\u6761\u6807\u6ce8\u4f18\u5316\u6307\u6807\u201d\u7684\u5356\u70b9\u8bd5\u56fe\u5e73\u8861\u81ea\u52a8\u5316\u4e0e\u5b9a\u5236\u5316\u4e4b\u95f4\u7684\u77db\u76fe\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u76d1\u63a7\u770b\u677f\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u6784\u5efa\u4e00\u4e2a\u201c\u611f\u77e5-\u4f18\u5316\u201d\u7684\u95ed\u73af\u7cfb\u7edf\u3002\u901a\u8fc7\u6a21\u62df\u751f\u4ea7\u5bf9\u8bdd\u7684Cron Job\u548c\u57fa\u4e8e\u7edf\u8ba1\u5b66\u4e60\u7684\u544a\u8b66\uff0c\u5b83\u7784\u51c6\u7684\u662f\u90a3\u4e9b\u6700\u81f4\u547d\u4e14\u9690\u79d8\u7684\u6545\u969c\uff1a\u6ca1\u6709\u9519\u8bef\u65e5\u5fd7\uff0c\u53ea\u6709\u9010\u6e10\u52a3\u5316\u7684\u7528\u6237\u4f53\u9a8c\u548c\u5546\u4e1a\u635f\u5931\u3002\u8fd9\u76f8\u5f53\u4e8e\u4e3aAI\u4ee3\u7406\u914d\u5907\u4e86\u201c\u9ed1\u5323\u5b50\u201d\u548c\u201c\u795e\u7ecf\u53cd\u5c04\u5f27\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002\u9996\u5148\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u7f16\u8bd1\u5b8c\u7f8eLLM\u8bc4\u5224\u5458\u201d\u9ad8\u5ea6\u4f9d\u8d56\u4e8e20\u6761\u6807\u6ce8\u6837\u672c\u7684\u8d28\u91cf\u4e0e\u4ee3\u8868\u6027\uff0c\u5728\u590d\u6742\u591a\u53d8\u7684\u771f\u5b9e\u5bf9\u8bdd\u4e2d\uff0c\u8fd9\u80fd\u5426\u907f\u514d\u201c\u8fc7\u62df\u5408\u201d\u548c\u201c\u8bc4\u4f30\u5e7b\u89c9\u201d\u5b58\u7591\u3002\u5176\u6b21\uff0c\u8bed\u97f3\u4e0e\u5bf9\u8bdd\u4f53\u9a8c\u7684\u8bf8\u591a\u7ef4\u5ea6\uff08\u5982\u8bed\u8c03\u3001\u5171\u60c5\u80fd\u529b\uff09\u76ee\u524d\u4ecd\u96be\u4ee5\u88ab\u7ed3\u6784\u5316\u6307\u6807\u5b8c\u5168\u6355\u83b7\uff0c\u4ea7\u54c1\u5728\u201c\u53ef\u5ea6\u91cf\u201d\u4e0e\u201c\u5e94\u5ea6\u91cf\u201d\u4e4b\u95f4\u4ecd\u9700\u63a2\u7d22\u3002\u6700\u540e\uff0c\u4f5c\u4e3a\u5782\u76f4\u5de5\u5177\uff0c\u5176\u957f\u671f\u5929\u82b1\u677f\u53d6\u51b3\u4e8e\u5bf9\u8bdd\u5f0fAI\u8d5b\u9053\u7684\u6574\u4f53\u53d1\u5c55\uff0c\u9700\u8b66\u60d5\u88ab\u5927\u6a21\u578b\u5e73\u53f0\u6216\u5168\u94fe\u8def\u53ef\u89c2\u6d4b\u6027\u5de5\u5177\u5411\u4e0b\u6574\u5408\u7684\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cCekura \u51fa\u552e\u7684\u662f\u4e00\u79cd\u201c\u786e\u5b9a\u6027\u201d\u3002\u5728AI\u884c\u4e3a\u5145\u6ee1\u968f\u673a\u6027\u7684\u65f6\u4ee3\uff0c\u5b83\u4e3a\u7126\u8651\u7684\u5de5\u7a0b\u548c\u4ea7\u54c1\u56e2\u961f\u63d0\u4f9b\u4e86\u4e00\u4e2a\u91cf\u5316\u7684\u6293\u624b\uff0c\u4f46\u5176\u6700\u7ec8\u6548\u80fd\uff0c\u4ecd\u53d6\u51b3\u4e8e\u56e2\u961f\u80fd\u5426\u5229\u7528\u5176\u5de5\u5177\uff0c\u771f\u6b63\u7406\u89e3\u5e76\u5b9a\u4e49\u4f55\u4e3a\u201c\u597d\u201d\u7684\u5bf9\u8bdd\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Cekura<\/span>\n <\/div>\n<div class=\"comment-content\">Out-of-the-box 30+ predefined metrics for analysis on CX, accuracy, conversation and voice quality. Compile perfect LLM judges by annotating just ~20 conversations and auto-improve in Cekura labs. Real-time, segmented dashboards to identify trends in Conversational AI. Smart statistical alerts so that you get notified only when metrics shift from historical baselines. Automated system pings to catch silent production failures.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<h2>Hi Product Hunt! \ud83d\udc4b<\/h2>\n<\/p>\n<p>We are excited to launch<strong> Cekura Monitoring <\/strong>for Voice and Chat AI companies. Most monitoring tools tell you if your AI is <strong>up<\/strong>. Cekura tells you if it is <strong>behaving<\/strong>.<\/p>\n<\/p>\n<p>When we had first launched Cekura QA, we thought we had solved the problem for both testing and monitoring . But as our users scaled, we noticed a painful pattern: While pre-production QA was automated, teams were still spending dozens of hours <strong>manually listening to thousands of calls.<\/strong><\/p>\n<\/p>\n<p><strong>The two big blockers we saw were:<\/strong><\/p>\n<ol>\n<li>\n<p><strong>The Scaling Wall:<\/strong> Defining and optimizing custom metrics was taking too long, forcing teams back into manual spot-checks.<\/p>\n<\/li>\n<li>\n<p><strong>Production Blindspot:<\/strong> Standard LLM metrics misses the Customer Experience in Voice AI – things like agent tone and customer sentiment that actually defines customer success.<\/p>\n<\/li>\n<\/ol>\n<p>We have rebuilt the monitoring layer from the ground up to solve this. Cekura Monitoring turns that “wall of noisy logs” into actionable <strong>signals.<\/strong><\/p>\n<\/p>\n<h2>\ud83d\ude80 What\u2019s New in Cekura Monitoring:<\/h2>\n<ul>\n<li>\n<p><strong>30+ Predefined Metric Suite:<\/strong> We track what actually breaks Voice and Chat agents across four critical categories:<\/p>\n<ul>\n<li>\n<p><strong>Speech Quality:<\/strong> Voice clarity, pronunciation, and gibberish detection.<\/p>\n<\/li>\n<li>\n<p><strong>Conversational Flow:<\/strong> Silences, interruptions (barge-ins), and termination triggers.<\/p>\n<\/li>\n<li>\n<p><strong>Accuracy & Logic:<\/strong> Hallucinations, transcription accuracy, and relevancy.<\/p>\n<\/li>\n<li>\n<p><strong>Customer Experience:<\/strong> CSAT, Sentiment analysis, and drop-off points.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong> Metric Optimizer:<\/strong> Stop “vibes-based” prompt engineering. Define a metric (e.g., <em>Successful User Authentication<\/em>), tag 20 calls in our <strong>Labs<\/strong> interface, and our optimizer “compiles” a prompt that aligns with your specific feedback.<\/p>\n<\/li>\n<li>\n<p><strong>Statistical Intelligence:<\/strong> No more fixed, noisy thresholds. Our <strong>Alerting Engine<\/strong> learns your agent’s baseline and only pings Slack when metrics shift <strong>2\u03c3<\/strong> from historical norms.<\/p>\n<\/li>\n<li>\n<p><strong>Automated Cron Jobs:<\/strong> Set up recurring health checks to simulate production conversations. Catch silent failures and regressions before your customers do.<\/p>\n<\/li>\n<li>\n<p><strong>Visual Dashboards:<\/strong> Real-time distribution charts for each metric. Views customized for each stakeholder<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who is this for?<\/strong><\/p>\n<p>Teams scaling Voice & Chat AI who are tired of listening to calls manually and need a way to prove their agents are actually working.<\/p>\n<\/p>\n<p>Sign up and try for free at <a href=\"http:\/\/cekura.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cekura.ai<\/a> or drop your questions below! We would love to hear how you\u2019re currently handling Voice and Chat AI in production\ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>24<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kabra_sidhant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kabra_sidhant<\/a> Many congratulations on the launch, Sidhant! I’ve been tracking it since the Vocera days, it’s evolved impressively and keeps getting better. Thrilled to see the buzz in voice AI communities especially on Reddit. Onwards and upwards! \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<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kabra_sidhant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kabra_sidhant<\/a> This is awesome!! Congrats on the launch \ud83d\ude42<\/p>\n<p>Observability is much needed for multi-modality to meet the production grade SLA’s and quickly detecting and responding to deviations to reduce business harm!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>One of the most common issues we see voice agent makers run into is their agent keeps interrupting the caller. It’s frustrating for users and easy to miss during development. With our interruption metric, teams can catch this early and fix it before it reaches real users, and that’s just one of the many predefined metrics we offer out of the box, try it now!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>We are thrilled to share <strong>Cekura Monitoring<\/strong> with the PH community!<\/p>\n<p>Most teams focus solely on whether a voice AI agent reaches the ‘correct’ outcome, but they often overlook the nuances that actually define the user experience: <strong>tone, transcription accuracy, TTS quality, and pronunciation.<\/strong> <\/p>\n<p>While working on scaling to handle thousands of parallel calls, we realized just how easily these small details can degrade at volume. Cekura was built to ensure your agents don\u2019t just work but they sound perfect.<\/p>\n<p>Check out the product and let us know what you think! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/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>Blind spots in production voice agents are brutal \u2014 you don’t know your agent is skipping verification steps or missing required disclosures until a compliance team surfaces it weeks later. Monitoring 100% of live calls at the session level rather than spot-checking is the only real fix. The P50\/P90 latency tracking and interruption detection on production traffic is also underrated \u2014 that’s where infrastructure regressions hide.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So excited to see this live! \ud83c\udf89<\/p>\n<p>Been working closely on Cekura’s monitoring features and what makes this special is how much it closes the loop for conversational AI teams \u2014 you’re not just testing in pre-prod and hoping for the best, you’re getting visibility into what’s actually happening in production calls.<\/p>\n<p>This one’s been a long time coming! \ud83d\ude80<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really excited to see this out \ud83c\udf89<\/p>\n<p>Working on alerting and simulation quality made it clear how hard it is to catch subtle regressions early\u2014this is a big step toward making that reliable in production.<\/p>\n<p>Glad to finally have this live \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How are you different from tracing platforms like Braintrust and Galileo ? Except Voice metrics.<\/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\/@nimishg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimishg<\/a> We are E2E conversational AI QA – Some of the big differences:<\/p>\n<ul>\n<li>\n<p>We run E2E multi turn simulations instead of trace level logging<\/p>\n<\/li>\n<li>\n<p>These platforms does not offer Metric optimizer – without metric optimizer, it takes huge time to fine tune LLM-as-a-judge metrics<\/p>\n<\/li>\n<li>\n<p>We also offer replay of production conversations to ensure the fix is incorporated. <\/p>\n<\/li>\n<\/ul>\n<p>In short we are very deep and verticalized in Conversational AI evals – they are more horizontal general agentic AI evals platforms<\/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\/@nimishg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nimishg<\/a> Braintrust\/galileo are very horizontal for all llm agents. We are specialised for conversations, our UI, Metrics, dashboards are highly specialised for conversations.<\/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>What aspects of voice does it capture? I wanted to test on tonality and personality of my voice agent, is it achievable? <\/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\/@pratyush1505\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratyush1505<\/a> We have voice clairty, gibberishness as a metric to capture the voice aspect of the agent<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pratyush1505\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratyush1505<\/a> For testing the personality of the agent, you can also checkout the Customer Satisfaction (CSAT) and Sentiment metrics <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@pratyush1505\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pratyush1505<\/a> you can also use voice clarity metric which will check how clear the voice is<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 “is it behaving” vs “is it up” distinction is spot on. We’ve had AI chat agents pass every health check while giving completely wrong answers to customers. Uptime metrics are useless if the AI is confidently hallucinating.<\/p>\n<p>How granular does the sentiment tracking get? Like can it detect when an agent starts being passive aggressive or gives a technically correct but unhelpful response? That’s the stuff that kills user trust slowly.<\/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> We are currently building turn level sentiment tracking – should be live in a week’s time. Currently it gives overall sentiment score but granular feedback on where sentiment turned negative. <\/p>\n<\/p>\n<p>We have a metric called relevancy which test whether the agent response is relevant to the user question or not<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Sentiment analysis can be made as specific as you want. Our pre-defined metric has 3 states: neutral, positive, negative. But it is very seamless to tune this metric and have many other states. You should be able to create a highly accurate custom metric within 5 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Excited to see this go live! \ud83d\ude80<\/p>\n<p>Working on our voice simulations and agent stack taught me that reliability is all about the nuances. We built Cekura to give developers the specific visibility needed to master those details and move past the guesswork.<\/p>\n<\/p>\n<p>Can’t wait to see everyone dive into the labs and start leveling up their agents!<\/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>Big congrats to the <a href=\"https:\/\/www.producthunt.com\/products\/vocera\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"vocera\" target=\"_blank\" rel=\"noopener\">@Cekura<\/a> team on the launch! \ud83d\ude80<\/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>Super excited to see this out!<\/p>\n<p>Got to work closely on the metrics side of things. Seeing it come together into something teams can actually rely on in production is incredibly satisfying.<\/p>\n<\/p>\n<p>Huge shoutout to the team for pushing this across the finish line. <\/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>Huge congrats to the team! \ud83d\ude80 such a solid group of builders. This solves a lot of different use cases – instant alerting, human in the loop reviews, A\/B testing and more without feeling cluttered. <\/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 silent production failure detection is what catches my eye. When you’re running AI agents in prod, the scariest failures are the ones where nothing errors out – it just gives bad output for days without anyone noticing. Curious how Cekura handles the baseline drift problem – do you need a human to label ‘good’ vs ‘bad’ outputs, or does it pick that up automatically?<\/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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Human labelling is recommended for any metric you define – you label only 20 calls in our optimizer to ensure the LLM-as-a-judge covers all the edge cases<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Human labelling help fine tune the metric and make it highly accurate for the good\/bad identification. And at scale this metric then goes on and evaluate 1000s of calls with very high accuracy<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>\u2060Is the metrics customizable ? For example I need to define success criteria by peak latency and not mean latency<\/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\/@rishav_mishra3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishav_mishra3<\/a> Yes, Cekura is modular in a way that lets you go from full automation to full control, depending on your needs. <\/p>\n<p>One of our key features is Python based metrics with access to all processed data, so you can measure exactly what you care about, like peak latency instead of mean latency. We also support defining your own success criteria using a flexible rubric style configuration.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rishav_mishra3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rishav_mishra3<\/a> yes they are customisable. We expose the code of our latency metric which you can customise to get peak latency instead.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Can we use Cekura to benchmark STT \/ TTS separately as well or its only used for Voice AI agents ?<\/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\/@yash_jain49\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_jain49<\/a> Yes we have TTS specific metrics like Pronunciation Issues and Voice Quality as well as we measure Transcription accuracy to compare STT. <\/p>\n<\/p>\n<p>While simulations are run on Voice AI agents – you can run simulations with same set of test cases and same config on main agents except changing the STT or TTS provider<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yash_jain49\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yash_jain49<\/a> Not able to understand you completely . What do you mean by separately here?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch!!<\/p>\n<\/p>\n<p>Do you guys also support on prem deployment to ensure privacy?<\/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\/@nikunjagarwal321\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunjagarwal321<\/a> We support VPC deployments on customer instance. Additionally:<\/p>\n<ul>\n<li>\n<p>We sign BAA and DPA with customers <\/p>\n<\/li>\n<li>\n<p>We have PII redaction on our side both from audio as well as transcript<\/p>\n<\/li>\n<\/ul>\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\/@nikunjagarwal321\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nikunjagarwal321<\/a> yes we do<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch \ud83d\ude80<br \/>Really important problem to solve!<\/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\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> Thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is something we’ve been looking for. We deploy voice and chat AI agents for businesses (support, qualification, scheduling) and QA has always been the manual bottleneck \u2014 listening to call recordings, checking if the agent followed the script, catching edge cases.<\/p>\n<\/p>\n<p>The 30+ predefined metrics and CI\/CD integration is exactly what’s needed to ship agent updates with confidence. Do you support Vapi-based voice agents out of the box, or does it require custom integration?<\/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\/@ksagachev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksagachev<\/a> Yes, Vapi is supported out of the box, no custom integration needed. Takes <5 min to setup.<\/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\/@ksagachev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksagachev<\/a> We have a very deep integration with vapi. It should feel seemless<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@ksagachev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksagachev<\/a> We have a native integration with Vapi for sending production conversations, tool calls and to run outbound simulations automatically<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 #2, <a href=\"https:\/\/www.producthunt.com\/products\/vocera\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"vocera\" target=\"_blank\" rel=\"noopener\">@Cekura<\/a> <\/p>\n<\/p>\n<p>Just flagged a <strong>UX loop on mobile signup<\/strong> ,it’s showing ‘User Not Found’ and forcing a logout for new users. It looks like a system crash rather than a filter.<\/p>\n<\/p>\n<p>I’ve got the fix details ready to help you keep your conversion high today. Where can I send the 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\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> Oh Can you share a report at <a href=\"mailto:support@cekura.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">support@cekura.ai<\/a> – will be really helpful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@sergioding\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sergioding<\/a> Likely caused by unsupported email domains Gmail, iCloud, and other public providers aren\u2019t allowed, which triggers the \u2018User Not Found\u2019 . Recommend using a work email (e.g., @<a href=\"http:\/\/cekura.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">cekura.ai<\/a>).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is super duper cool. future of voice<\/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>Thanks<a href=\"https:\/\/www.producthunt.com\/@auren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@auren<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@auren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@auren<\/a> Thank you so much!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the sped at which this team ships! I was curious do you also have plans to roll out observability for images\/video agents?<\/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\/@vishruth_n\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishruth_n<\/a> Currently we are focussed only on voice and chat modality. We have it our vision to support simulations and observability across modalities<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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, team! <\/p>\n<\/p>\n<p>What are the challenges come when teams tries to build this internally? <\/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\/@himank_jain1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himank_jain1<\/a> Building and optimizing each metric over a dataset takes months of engineering left and fine-tuning. Lot of these metrics are not even LLM based but uses huerestics and statistical models. Having said that, team can build a basic analytics dashboard if voice metrics or smart alerts is not that important and they only need to analyze few specific workflow metric only<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@himank_jain1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himank_jain1<\/a> Another challenge arises when a new LLM enters the market. If we want to switch because the new model is better or because the old one is being deprecated\u2014we have to re-optimize all our prompt metrics against the eval set, which is a huge undertaking. This makes the eval set the most important factor; it stays constant, while the prompts change regularly to adapt to new LLMs.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch team <a href=\"https:\/\/www.producthunt.com\/products\/vocera\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"vocera\" target=\"_blank\" rel=\"noopener\">@Cekura<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@manmohit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manmohit<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks a lot <a href=\"https:\/\/www.producthunt.com\/@manmohit\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@manmohit<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Are these prefedined metrics all on Audio or text based ?<\/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\/@dhruvjaglan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruvjaglan<\/a> Its a mix. All the voice specific metrics (Silence, latency, interruptions, pronunciation issues etc) need audio. Accuracy metrics (relevancy, hallucination, reponse consistency etc) is text based<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dhruvjaglan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruvjaglan<\/a> Some are on text and some are on voice<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Cekura is the best voice ai evals platform out there! We love it! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks<a href=\"https:\/\/www.producthunt.com\/@sassun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sassun<\/a> – we love working with synthflow as well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cekura \ud83d\ude80\ud83d\ude80\ud83d\ude80<\/p>\n<p>A lot more to come!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>\ud83d\ude80 I\u2019m so proud of the work we\u2019ve done on Cekura Monitoring. I personally worked on the Smart Metric Alerting engine, which saves Voice and Chat AI teams from scrolling through thousands of calls. Now, you only get a ping when something actually feels off.<\/p>\n<\/p>\n<p>The best part? The customization. It allows our users to tune out the noise and focus purely on the performance metrics that define their success. It\u2019s a total game-changer for anyone scaling AI agents.<\/p>\n<\/p>\n<p>Really helpful feature.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team!!! Do you support real-time streaming analysis or is it batch processed right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@himani_sah1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@himani_sah1<\/a> Currently we support post call – we can fetch the call via webhook as soon as it over. You can also send it in batches if preferred.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Would love an API-first version of this for deeper integration into internal tooling. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> We already have APIs available for integration – can refer here: <a href=\"https:\/\/docs.cekura.ai\/api-reference\/observability\/send-calls\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.cekura.ai\/api-reference\/observability\/send-calls<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/7P5NYVK4WNFYBG\" class=\"app-title\">jared.so<\/a><\/p>\n<div class=\"one-liner\">AI that monitors convos & proactively jumps in when needed<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">264<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u80fd\u201c\u5bdf\u8a00\u89c2\u8272\u201d\u7684AI\u5458\u5de5\uff0c\u5e38\u9a7bSlack\uff0c\u901a\u8fc7\u4e3b\u52a8\u4ecb\u5165\u56e2\u961f\u5bf9\u8bdd\u3001\u8fde\u63a5\u4e0a\u4e07\u79cd\u5de5\u5177\u6765\u81ea\u52a8\u5316\u5b8c\u6210\u62a5\u544a\u3001\u4ee3\u7801\u3001\u8ddf\u8fdb\u7b49\u4efb\u52a1\uff0c\u65e8\u5728\u89e3\u51b3\u56e2\u961f\u534f\u4f5c\u4e2d\u4fe1\u606f\u8fc7\u8f7d\u3001\u4efb\u52a1\u8ddf\u8fdb\u7e41\u7410\u53caAI\u5de5\u5177\u7f3a\u4e4f\u60c5\u5883\u667a\u80fd\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\/944db716-1c22-4842-b95d-51da2a633a25.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\/01d1dd61-9232-40eb-a4b1-6a813a98b76b.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\/2e0cca4c-87ca-41dd-876f-36dcb40c78cf.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\/3382705e-694e-4756-8a1c-4e16f154d3c9.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\/ae63f77e-1af4-4603-bdbc-d2d534dc563a.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kDGkS9gQkPY\"><source src=\"https:\/\/youtu.be\/kDGkS9gQkPY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Business<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5458\u5de5<\/span><br \/>\n <span class=\"tag\">Slack\u667a\u80fd\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e3b\u52a8\u5f0fAI<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u591a\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u611f\u77e5<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5e94\u7528<\/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\u5173\u6ce8\u6838\u5fc3\u5728\u4e8e\u201c\u5bdf\u8a00\u89c2\u8272\u201d\u7684\u51b3\u7b56\u903b\u8f91\uff08\u5982\u4f55\u5e73\u8861\u4ecb\u5165\u4e0e\u6c89\u9ed8\u3001\u9519\u8bef\u7ea0\u6b63\u673a\u5236\uff09\u3001\u5b9e\u9645\u5e94\u7528\u573a\u666f\uff08\u5177\u4f53\u7528\u4f8b\u5982\u8de8\u90e8\u95e8\u534f\u8c03\uff09\u3001\u6280\u672f\u5b9e\u73b0\uff08\u8de8\u9891\u9053\u8bb0\u5fc6\u3001\u5b66\u4e60\u673a\u5236\uff09\u4ee5\u53ca\u4e0e\u7ade\u54c1\u7684\u5dee\u5f02\u5316\u4f18\u52bf\u3002\u666e\u904d\u8ba4\u53ef\u6982\u5ff5\uff0c\u4f46\u671f\u5f85\u66f4\u5177\u4f53\u7684\u53ef\u9760\u6027\u548c\u7ec6\u8282\u9a8c\u8bc1\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 Jared.so \u63cf\u7ed8\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u613f\u666f\uff1a\u4ece\u201c\u5de5\u5177\u201d\u5347\u7ef4\u4e3a\u201c\u793e\u4ea4\u578bAI\u5458\u5de5\u201d\u3002\u5176\u5ba3\u79f0\u7684\u201c\u9605\u8bfb\u7a7a\u6c14\u201d\u80fd\u529b\uff0c\u76f4\u51fb\u5f53\u524d\u4f01\u4e1aAI\u5e94\u7528\u7684\u6838\u5fc3\u8f6f\u808b\u2014\u2014\u7f3a\u4e4f\u5bf9\u4eba\u7c7b\u534f\u4f5c\u52a8\u6001\u7684\u7406\u89e3\u3002\u5927\u591a\u6570AI\u52a9\u624b\u8981\u4e48\u8fc7\u4e8e\u8052\u566a\uff0c\u8981\u4e48\u8fc7\u4e8e\u88ab\u52a8\uff0cJared\u8bd5\u56fe\u901a\u8fc7\u7ed3\u5408LLM\u5224\u65ad\u3001\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u548c\u6301\u7eed\u5b66\u4e60\u6765\u7834\u89e3\u6b64\u96be\u9898\uff0c\u8fd9\u662f\u5176\u771f\u6b63\u7684\u521b\u65b0\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u98ce\u9669\u4e0e\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4e3b\u52a8\u4ecb\u5165\u201d\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u516c\u5f00\u9891\u9053\u4e2d\u4e00\u6b21\u4e0d\u5408\u65f6\u5b9c\u6216\u9519\u8bef\u7684\u53d1\u8a00\uff0c\u53ef\u80fd\u8fc5\u901f\u6467\u6bc1\u56e2\u961f\u4fe1\u4efb\u3002\u5c3d\u7ba1\u56e2\u961f\u5f3a\u8c03\u5176\u5b66\u4e60\u548c\u8bb0\u5fc6\u80fd\u529b\uff0c\u4f46\u521d\u671f\u201c\u4e0d\u5b8c\u7f8e\u201d\u9636\u6bb5\u7684\u8bd5\u9519\u6210\u672c\u7531\u7528\u6237\u627f\u62c5\uff0c\u8fd9\u5728\u5927\u4f01\u4e1a\u4e2d\u5c24\u4e3a\u654f\u611f\u3002\u5176\u6b21\uff0c\u4ea7\u54c1\u5c06\u81ea\u8eab\u5b9a\u4e49\u4e3a\u201c\u5458\u5de5\u201d\u6216\u201c\u4f19\u4f34\u201d\uff0c\u8fd9\u62ac\u9ad8\u4e86\u7528\u6237\u9884\u671f\uff0c\u4e5f\u5e26\u6765\u4e86\u8d23\u4efb\u5f52\u5c5e\u7684\u6a21\u7cca\u6027\u2014\u2014\u5f53\u5b83\u201c\u81ea\u4e3b\u201d\u534f\u8c03\u4efb\u52a1\u5931\u8d25\u65f6\uff0c\u662f\u8c01\u7684\u8d23\u4efb\uff1f\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u770b\uff0c\u56e2\u961f\u5de7\u5999\u5730\u7528\u201c\u4e2a\u6027\u3001\u60c5\u5883\u3001\u8bb0\u5fc6\u201d\u7b49\u672f\u8bed\u56de\u5e94\u6280\u672f\u7ec6\u8282\uff0c\u4f46\u7f3a\u4e4f\u53ef\u9a8c\u8bc1\u7684\u900f\u660e\u5ea6\u3002\u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u53ef\u80fd\u5e76\u975e\u7b97\u6cd5\u672c\u8eab\uff0c\u800c\u662f\u5bf9\u7279\u5b9a\u56e2\u961f\u201c\u4e60\u4fd7\u201d\uff08\u56e2\u961f\u77e5\u8bc6\uff09\u7684\u5feb\u901f\u5b66\u4e60\u548c\u9002\u5e94\u80fd\u529b\u3002\u4e0eOpenViktor\u7b49\u5f00\u6e90\u9879\u76ee\u7684\u5feb\u901f\u8fed\u4ee3\u5bf9\u6bd4\uff0cJared\u7684\u5546\u4e1a\u5316\u8def\u5f84\uff08\u5c3d\u7ba1\u672a\u63d0\u53ca\u4ef7\u683c\uff0c\u4f46\u6697\u793a\u66ff\u4ee3\u9ad8\u6602\u6210\u672c\uff09\u4f9d\u8d56\u4e8e\u63d0\u4f9b\u66f4\u7a33\u5b9a\u3001\u66f4\u201c\u4eba\u6027\u5316\u201d\u7684\u670d\u52a1\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cJared\u662f\u4e00\u6b21\u5927\u80c6\u7684\u8303\u5f0f\u8dc3\u8fc1\u5c1d\u8bd5\uff0c\u4ece\u201c\u6267\u884c\u547d\u4ee4\u201d\u8f6c\u5411\u201c\u7406\u89e3\u610f\u56fe\u5e76\u4e3b\u52a8\u53c2\u4e0e\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u8fde\u63a5\u5de5\u5177\u7684\u6570\u91cf\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u201c\u793e\u4ea4\u667a\u80fd\u201d\u7684\u53ef\u9760\u5ea6\u3002\u82e5\u5176\u5b66\u4e60\u673a\u5236\u771f\u80fd\u5982\u6240\u8ff0\u822c\u9ad8\u6548\uff0c\u5b83\u5c06\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u534f\u4f5c\u8fb9\u754c\uff1b\u82e5\u4e0d\u80fd\uff0c\u5219\u53ef\u80fd\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u56e0\u6253\u6270\u7528\u6237\u800c\u88ab\u9759\u97f3\u7684\u804a\u5929\u673a\u5668\u4eba\u3002\u5e02\u573a\u5728\u7b49\u5f85\u4e00\u4e2a\u80fd\u771f\u6b63\u201c\u8bfb\u61c2\u623f\u95f4\u201d\u7684AI\uff0c\u4f46\u8010\u5fc3\u6709\u9650\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\">jared.so<\/span>\n <\/div>\n<div class=\"comment-content\">Jared is an AI employee that lives in Slack, connects to 10,000+ tools, and gets work done without being asked. Unlike every other AI tool, it reads the room, follows conversations, knows your team and speaks up when it matters. Your social AI employee.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m writing this from a hackerhouse in Barcelona \u2600\ufe0f<\/p>\n<p>Last week we launched OpenViktor (an open-source AI employee built in 48h). We were #3 PH of the day, 300+ GitHub stars in 24h. We took it down and rebuilt the entire thing from scratch.<\/p>\n<p>Meet Jared. The first AI employee that’s actually social.<br \/>He lives in Slack, connects to 10,000+ tools and does the work: reports, dashboards, code, follow-ups, research.<\/p>\n<p>But here’s what’s different: he reads the room. Jumps into conversations when it matters. Knows who to talk to and when to shut up. Brainstorms with your team. Remembers everything and gets sharper every day.<\/p>\n<p>Paying $2000\/month for an AI employee is crazy.<br \/>Humalike is backed by the first investor in ElevenLabs. Built by a small team (\ud83c\uddea\ud83c\uddf8 X \ud83c\uddf5\ud83c\uddf1) that hasn’t slept much.<\/p>\n<p>Mart\u00ed, co-founder.<\/p>\n<p>P.S. We ship fast. Request a feature or report a bug, we’ll build or fix it the same day :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Finally, a tool that solves real problem. but how does Jared decide when to ‘read the room’ vs. engage?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> As someone building content teams, what’s one real-world example you’ve seen where the proactive brainstorming or context memory turned a team convo into actual output, like a quick dashboard or 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<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> The ‘read the room’ problem is genuinely hard. Most AI tools either speak too much (every message triggers a response) or too little (need explicit @mentions to activate).<\/p>\n<p>What I’ve found building with AI agents is that context window + recency weighting matters more than intent detection. An agent that remembers what was said 3 hours ago in the same channel behaves much more naturally than one reacting to individual messages in isolation.<\/p>\n<p>Curious how Jared handles cross-channel memory \u2014 does context persist across Slack workspaces or is it channel-scoped?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone! I’m Mateusz and I’m leading Jared on the tech side. \ud83d\udcbb<\/p>\n<p>We built Jared to do any task, be social, form his own opinions, understand people and be proactive.<\/p>\n<p>It’s not a tool. It’s a partner that takes responsibility for his job, gathers input from people in your org if needed, delivers the job and maintains it – all without extra setup. He’s built that way.<\/p>\n<\/p>\n<p>I will be active on PH today to answer any questions you may have :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, it\u2019s Ignacio, part of the team here, we are super excited to launch Jared, add it to your Slack workspace and let us know your thoughts on it!<\/p>\n<\/p>\n<p>I\u2019m sure you won\u2019t be able to live without him after trying it ;))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is interesting\u2014especially the \u201creads the room\u201d part.<\/p>\n<p>How does Jared decide when to speak up without becoming noise? Is there some kind of confidence threshold or context awareness model behind it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mgufrone\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mgufrone<\/a> Hi! There are two main parts to this:<br \/>1. very good base -> we spent a lot of time testing and tweaking it to make it work. It’s based on personality, context, recent tasks, goals, relationships between users<br \/>2. He learns -> when he does a mistake he takes conclusions, and learns to not repeat it again, getting better and more aligned to your team as time passes<\/p>\n<p>Thanks for trying it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When teams compare you to alternatives like Viktor or Slack\u2019s native AI features, what are the 1\u20132 workflows where Jared is clearly better today\u2014and where do you still lose (or intentionally choose not to compete yet)?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Jared reads the room. Jumps into conversations when it matters. Knows who to talk to and when to shut up. Brainstorms with your team.<br \/>The rest? We are as good as the rest.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good luck on your 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\/@tessak22\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tessak22<\/a> tysm!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Maks here, founding engineer, built this with Mateusz \ud83d\udc4b<\/p>\n<p>We wanted Jared to feel like an actual teammate, not ChatGPT with Slack interface. Drop any questions below \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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What happens when it jumps into a public channel and gets something wrong? That feels like the moment that can either build or break trust with the team. Is there a way for people to correct it so that feedback actually shapes how it behaves next time? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jared_salois\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jared_salois<\/a> Yes! He has an amazing memory, that shapes the social behavior of the agent in real time. He might not be perfect the first day, and we are far from being perfect. But we will get better over time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/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 is a really interesting idea that brought a lot of questions to my mind. <\/p>\n<p>How does it behave in edge cases and handle conflicts in data within a group? How was the memory organized? And is there a weighted decision-making framework according to team hierarchy, or based on how recent the information is? <\/p>\n<p>It is very cool for an agent to adapt to the social narrative within a group. Wish you the best with the updates! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 app is not approved by Slack?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@philippe_borremans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@philippe_borremans<\/a> Not yet! Working on it :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks awesome! I like the idea of the bot being able to collect all the information it needs from the existing conversations, but can we also point it at external sources to use as reference when doing its work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@abdelh2o\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abdelh2o<\/a> Yeah! Exactly. It comes with 10,000+ tools to connect to your sources like Linear, Figma, Github, and many many more. It also has browser and email, so you can just send him a link of the resource, send it on slack, or do a CC for a mail.<\/p>\n<p>Do you have any specific source you’d like to use? I will let you know how good Jared is with it:))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey team! Great work, curious to learn what are the exact use cases Jared can perform? Is it mainly coding? or generic tool execution? or something else?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@khashayar_mansourizadeh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@khashayar_mansourizadeh1<\/a> He’s great at making reports and coding obviously. But he’s exceptional at longer ongoing tasks that require coordinating stakeholders. For example you can ask him to “make sure we have all marketing materials ready for PH before friday” and he learns what is needed for PH, makes a list, ask questions to clarify. Then he checks on it during the week, pings people responsible to ask how is the progress going and makes sure everything is ready by friday:)<\/p>\n<p>He has his own email, browser, computer and 10k+ tools available so he can be helpful in hundred different ways:))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the idea of an AI that doesn\u2019t just execute tasks but understands context inside conversations.<\/p>\n<p>Does it naturally adapt to how a team works?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@amraniyasser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amraniyasser<\/a> Hey Amrani! It does adapt to how the team works, talks, behaves and we are improving it (atm) to understand lore of teams :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “reads the room” part is what I find most interesting. Proactive agents are way harder to get right than reactive ones – getting the timing wrong and it becomes more annoying than helpful. How do you decide when Jared should chime in vs stay silent? Is it rule-based or does the model decide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> It’s a combination of LLM judgement, context, memory (he learns over time) and our know-how. The main point is he only joins if he can provide value.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks really cool. the part about Jared following conversations and speaking up without being asked is what got my attention. how does it decide when to jump in vs stay quiet? and does it work across private Slack channels too, or only public 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> Hi Konstantin! He jumps in only if we can provide value without being annoying. The decision is made based on his personality, context, memory of past interactions and how much he can actually help. He can think in the background and join conversation when he already has something to show.<\/p>\n<p>It works on all channels that you invite him, so private channels work. He also works in DMs.<\/p>\n<p>Hope that helps:))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch.<br \/>Loved the video! Landing page is a bit unreadable. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@itsrakesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsrakesh<\/a> Tysm Rakesh!! Cooked landing page in a few hours, needs a lot of work still… thx for the feedback tho :))<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>which llm models are being used under the hood and are they configurable?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What about data privacy? Seems like this can expose our whole operation to whoever?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What kind of work does Jared do? I usually want coworkers who do things not just yap, maybe Jared does stuff<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What safeguards prevent it from interrupting or adding noise in fast moving team conversations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Amazing and scary all at the same. All aboard the Ai productivity revolution! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>finally i’m helpful<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/W65GW52TI2TQVF\" class=\"app-title\">Drift<\/a><\/p>\n<div class=\"one-liner\">AI agent to run robot simulations faster and reliably<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">242<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Drift\u662f\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63d0\u793a\uff0c\u5728\u7ec8\u7aef\u5185\u5feb\u901f\u6784\u5efa\u3001\u542f\u52a8\u5e76\u81ea\u52a8\u8c03\u8bd5\u673a\u5668\u4eba\u4eff\u771f\u7684AI\u667a\u80fd\u4f53\uff0c\u65e8\u5728\u89e3\u51b3\u673a\u5668\u4eba\u5f00\u53d1\u4e2d\u4eff\u771f\u73af\u5883\u642d\u5efa\u7e41\u7410\u3001\u8c03\u8bd5\u8017\u65f6\u7b49\u6838\u5fc3\u75db\u70b9\uff0c\u8ba9\u5f00\u53d1\u8005\u65e0\u9700\u6df1\u539a\u4eff\u771f\u80cc\u666f\u4e5f\u80fd\u9ad8\u6548\u5de5\u4f5c\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\/e8055e20-1dcb-4602-a8d9-3b0218529d98.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\/fd5ebff0-1994-4411-a663-c22a6a38bdc7.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\/c786aac5-83fa-47a9-ba5f-2bace075c08d.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\/397d0c3f-a849-49ee-997c-8d7d5f0bc158.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/RFGJY90h1K4\"><source src=\"https:\/\/youtu.be\/RFGJY90h1K4\" 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\">Robots<\/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\u667a\u80fd\u4f53<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u4eba\u4eff\u771f<\/span><br \/>\n <span class=\"tag\">ROS\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u63d0\u793a\u5de5\u7a0b<\/span><br \/>\n <span class=\"tag\">\u4eff\u771f\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u4eba\u64cd\u4f5c\u7cfb\u7edf(ROS)<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u89e3\u51b3ROS\u4eff\u771f\u590d\u6742\u6027\u7684\u4ef7\u503c\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u5728\u5e73\u53f0\u517c\u5bb9\u6027\uff08Mac\u7528\u6237\u9700VMware\uff09\u3001\u4e0e\u73b0\u6709\u5de5\u4f5c\u6d41\u96c6\u6210\uff08\u652f\u6301\u5bfc\u5165\u81ea\u6709ROS\u9879\u76ee\uff09\u3001\u81ea\u52a8\u5316\u7a0b\u5ea6\u4e0e\u7528\u6237\u63a7\u5236\u7684\u5e73\u8861\uff0c\u4ee5\u53ca\u672a\u6765\u5bf9\u4e91\u4eff\u771f\u3001\u591a\u673a\u5668\u4eba\u96c6\u7fa4\u548c\u66f4\u591a\u6a21\u62df\u5668\u652f\u6301\u7684\u9700\u6c42\u3002\u56e2\u961f\u56de\u590d\u53ca\u65f6\u8be6\u7ec6\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 Drift\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2a\u4ee3\u7801\u8865\u5168\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u673a\u5668\u4eba\u4eff\u771f\u9886\u57df\u7684\u201c\u5168\u6808AI\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u7528\u63d0\u793a\u751f\u6210\u4ee3\u7801\u201d\uff0c\u800c\u5728\u4e8e\u901a\u8fc7\u6df1\u5ea6\u7ed1\u5b9a\u5e76\u4e3b\u52a8\u76d1\u63a7ROS\u72b6\u6001\u3001\u5de5\u4f5c\u7a7a\u95f4\u548c\u6a21\u62df\u5668\u8fdb\u7a0b\uff0c\u5f62\u6210\u4e86\u4e00\u4e2a\u53ef\u611f\u77e5\u3001\u53ef\u8bca\u65ad\u3001\u53ef\u4fee\u590d\u7684\u95ed\u73af\u7cfb\u7edf\u3002\u8fd9\u76f4\u51fb\u4e86\u673a\u5668\u4eba\u5f00\u53d1\u4e2d\u201c60%\u65f6\u95f4\u8017\u5728\u4eff\u771f\u642d\u5efa\u4e0e\u8c03\u8bd5\u201d\u7684\u884c\u4e1a\u987d\u75be\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u7280\u5229\u5730\u907f\u5f00\u4e86\u4e0e\u901a\u7528AI\u7f16\u7801\u5de5\u5177\u5728\u201c\u4ee3\u7801\u751f\u6210\u8d28\u91cf\u201d\u4e0a\u7684\u7f20\u6597\uff0c\u8f6c\u800c\u6784\u5efa\u4e86\u4e00\u5957\u4e13\u5c5e\u7684\u201c\u9886\u57df\u4e0a\u4e0b\u6587\u201d\u548c\u201c\u64cd\u4f5c\u6743\u9650\u201d\u3002\u5b83\u77e5\u9053\u5982\u4f55\u542f\u52a8Gazebo\u3001\u5982\u4f55\u89e3\u6790catkin_make\u7684\u9519\u8bef\u3001\u5982\u4f55\u68c0\u67e5topic\u8fde\u63a5\u72b6\u6001\u2014\u2014\u8fd9\u4e9b\u9ad8\u5ea6\u9886\u57df\u7279\u5b9a\u7684\u201c\u810f\u6d3b\u7d2f\u6d3b\u201d\u6b63\u662f\u901a\u7528AI\u7684\u76f2\u533a\u3002\u56e0\u6b64\uff0c\u5b83\u7684\u7ade\u4e89\u5bf9\u624b\u5e76\u975eCursor\u6216Claude\uff0c\u800c\u662f\u5f00\u53d1\u8005\u8111\u4e2d\u90a3\u4e9b\u788e\u7247\u5316\u7684\u3001\u901a\u8fc7\u75db\u82e6\u8bd5\u9519\u79ef\u7d2f\u7684\u201c\u9690\u6027\u77e5\u8bc6\u201d\u548c\u201c\u8fd0\u7ef4\u811a\u672c\u201d\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\u53ef\u9760\u6027\u662f\u751f\u547d\u7ebf\u3002\u5728\u6d89\u53ca\u7269\u7406\u6a21\u62df\u548c\u771f\u5b9e\u786c\u4ef6\u7684\u9886\u57df\uff0cAI\u7684\u201c\u5e7b\u89c9\u201d\u6216\u8bef\u64cd\u4f5c\u7684\u4ee3\u4ef7\u8fdc\u9ad8\u4e8eWeb\u5f00\u53d1\u3002\u5f53\u524d\u201c\u6267\u884c\u524d\u786e\u8ba4\u201d\u7684\u673a\u5236\u662f\u5fc5\u8981\u7684\u5b89\u5168\u9600\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u6d41\u7545\u5ea6\u7684\u74f6\u9888\u3002\u5176\u6b21\uff0c\u5b83\u6b63\u4ece\u201c\u81ea\u52a8\u5316\u5de5\u5177\u201d\u6ed1\u5411\u201c\u4eff\u771f\u8bbe\u8ba1\u5e73\u53f0\u201d\u7684\u8fb9\u754c\u3002\u4ece\u96f6\u751f\u6210\u673a\u5668\u4eba\u63cf\u8ff0\u6587\u4ef6\u56fa\u7136\u70ab\u9177\uff0c\u4f46\u5de5\u4e1a\u754c\u5927\u91cf\u5df2\u6709\u6a21\u578b\u548c\u6807\u51c6\u5316\u7ec4\u4ef6\u7684\u96c6\u6210\uff0c\u53ef\u80fd\u6bd4\u4ece\u96f6\u751f\u6210\u66f4\u4e3a\u5173\u952e\u3002\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u548c\u6027\u80fd\u8fb9\u754c\u6709\u5f85\u8003\u9a8c\u3002\u5904\u7406\u590d\u6742\u4eff\u771f\u3001\u5b9e\u65f6\u63a7\u5236\u56de\u8def\uff0c\u4e43\u81f3\u672a\u6765\u7684\u96c6\u7fa4\u6a21\u62df\uff0c\u5bf9\u8ba1\u7b97\u8d44\u6e90\u548cAI\u4ee3\u7406\u7684\u51b3\u7b56\u903b\u8f91\u90fd\u662f\u5de8\u5927\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cDrift\u662f\u4e00\u6b21\u5bf9\u673a\u5668\u4eba\u5f00\u53d1\u5de5\u4f5c\u6d41\u7684\u6df1\u523b\u91cd\u6784\u5c1d\u8bd5\u3002\u5982\u679c\u80fd\u5728\u53ef\u9760\u6027\u3001\u5f00\u653e\u6027\u4e0e\u81ea\u52a8\u5316\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\uff0c\u5b83\u6709\u671b\u663e\u8457\u964d\u4f4e\u673a\u5668\u4eba\u6280\u672f\u7684\u5165\u95e8\u4e0e\u521b\u65b0\u95e8\u69db\uff0c\u6210\u4e3a\u8be5\u9886\u57df\u65b0\u4e00\u4ee3\u7684\u57fa\u7840\u8bbe\u65bd\u5c42\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\">Drift<\/span>\n <\/div>\n<div class=\"comment-content\">Build robotics simulation in minutes, straight from your terminal with just prompts. Everything you need for ROS, Simulator, Plugins, and OS orchestration. Build any robot and world, launch it in simulation, and wire up your control loop – all from a single prompt. Fix issues swiftly with drift as it actively tracks all ROS states, workspace and the simulator.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Swastika, devrel at Drift AI and I’ll be honest, I’m the newest person on this team. I joined not too long ago, came from a completely different corner of tech, and knew next to nothing about robotics when I walked in.<\/p>\n<\/p>\n<p>That’s actually why I wanted to drop a comment here.<\/p>\n<\/p>\n<p>Because if someone like me, with zero robotics background, can get Drift running, set up a simulation, and start actually understanding what’s happening under the hood, then I genuinely believe any developer can. The whole point of Drift is that you shouldn’t need to be a simulation expert to work with one.<\/p>\n<\/p>\n<p>That said, getting started with any new tool has its rough edges, especially on day one. So I’m here. If you’re trying to install Drift and hitting a wall, if something isn’t working on your Mac (Drift runs on Ubuntu but works well on MAC with VMware), if your simulation isn’t launching or your ROS environment is being weird; drop a comment below or reach out directly. I’ll be watching this thread all day and will personally help you.<\/p>\n<\/p>\n<p>Really proud of what this small team has built and excited to see what you all do with it. <\/p>\n<p>Give it a try \u2764\ufe0f\ud83e\uddbe<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>18<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@swastika_yadav1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swastika_yadav1<\/a> Nice work ! The CLI looks impressive but I already use a couple AI coding tools. How is drift actually different from just using Claude or Cursor for Robotics work?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@swastika_yadav1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swastika_yadav1<\/a> sounds super cooool! Definitely going try 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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@swastika_yadav1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swastika_yadav1<\/a> The VMware workaround for Mac is interesting. Any plans for native macOS support soon? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi PH –<strong> <\/strong>I am Nikhil, Co-founder of <a href=\"https:\/\/www.godrift.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Drift<\/a>. With my team : <a href=\"https:\/\/www.producthunt.com\/@sanjil_j\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sanjil_j<\/a> and <a href=\"https:\/\/www.producthunt.com\/@swastika_yadav1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swastika_yadav1<\/a> <\/p>\n<p>We spent the past 10+ years obsessing over one question: why is it still so painful to get a robot into reality?<\/p>\n<p><strong>Get started easily : <\/strong><a href=\"https:\/\/docs.godrift.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Docs for quick start<\/strong><\/a><\/p>\n<p><strong>Engineers spend 60% of their time building simulations but –<\/strong><\/p>\n<ul>\n<li>\n<p>Simulation environments always get into setup & runtime nightmares.<\/p>\n<\/li>\n<li>\n<p>Robotics engineers feel like software or IT engineers fixing these issues, taking away their focus from the actual robot, the physics, the maths – which is their actual motivation to build in robotics!<\/p>\n<\/li>\n<li>\n<p>Current coding agents don\u2019t have the necessary context, control and understanding of orchestrating – ROS, simulator, OS, plugins together to get simulations running reliably.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Drift fixes this<\/strong>.<br \/>You describe what you want, it handles the rest – <em>generating\/editing robot & world description, publishing ROS nodes, setting up the simulator, generating controller configs, launch files, building the workspace, launching the sim<\/em>. When something breaks, it inspects running nodes, checks topic connections, traces the command chain, understands from previous success-fail chains and fixes it.<\/p>\n<p><strong>Right now Drift is completely free in public beta.<\/strong><br \/>Happy to answer any questions here and would love your feedback.<\/p>\n<p>Try it, break it, and tell us what\u2019s missing.<\/p>\n<p>Join our discord for updates: <a href=\"https:\/\/discord.gg\/fSFvWGm6Ww\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Discord<\/strong><\/a><\/p>\n<p><\u201c><\/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>Hey, install drift in 30 seconds, just paste this in terminal: curl -fsSL <a href=\"https:\/\/godrift.ai\/install\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/godrift.ai\/install<\/a> | bash<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats!! Any plans to support cloud-based simulation runs?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@zerotox\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"zerotox\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zerotox<\/a> <\/p>\n<\/p>\n<p>User’s can currently install drift in the their remote VM’s CLI and use drift to run simulators. Moving forward we plan to also offload computation for simulations to remote GPU clusters for users with decent or no GPUs. Talking to robotics engineers has made us understand that how important it is for them to have their workspace on their systems for not just privacy but also testing and iterating easily with hardware.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, drift is awesome! I’m a mac user, does drift work for me or is this linux only? A lot of great robotics tools end up being ubuntu only and it’s always a pain for mac users\u2026.<\/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\/@dr_dee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dr_dee<\/a> Great question, and totally valid concern! Drift currently runs natively on Ubuntu 20.04+, but Mac users aren’t left out. You can run Drift on macOS using <strong>VMware Fusion<\/strong>– just make sure you spin up an <strong>x86_64 Ubuntu image<\/strong> (not ARM) so Drift’s binary is fully compatible. <\/p>\n<p>If you’re on Apple Silicon (M1\/M2\/M3), this is the recommended path and it works well. Windows support isn’t available yet.<\/p>\n<p>Full setup steps are in the docs at <a href=\"https:\/\/docs.godrift.ai\/getting-started\/quickstart#macos-via-vmware\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.godrift.ai\/getting-started\/quickstart#macos-via-vmware<\/a><\/p>\n<p>It takes about 10 minutes to get running on MacOS! \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Drift handle failures mid-simulation? Does it auto-recover or suggest fixes only?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@nuseir_yassin1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nuseir_yassin1<\/a> <\/p>\n<\/p>\n<p>Drift auto recovers on encountering errors mid-simulation. Our goal is to free developers from all headaches of manually fixing issues as we want them to focus on building the actual behavior and features of their robots.<\/p>\n<p>Because Drift has seen a lot of error and recovery scenarios in all it’s training & development, so it knows how to navigate gracefully with all the available active context of the simulation environment.<\/p>\n<p>Also a big fan of your content! \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. How Drift compares to existing ROS tooling in terms of debugging depth?<\/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\/@roopreddy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@roopreddy<\/a> Hi, you can talk to Drift to get your issues resolved faster. Along with that, existing ROS tools have very limited context across the entire workspace and running nodes, whereas drift has the complete context of not just your workspace but also is trained to handle ROS and simulator related issues.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">Drift shows commands before running them and can be paused mid-execution\u2014how did you decide the boundary between full automation and user control, and what tradeoffs did you make to keep it reliable for real robotics stacks (dependencies, environment state, multi-terminal processes, reproducibility\/CI)?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a>, excellent question actually. User control and trust is of utmost importance to us. We ask the users for their permission to execute commands and edit files, because developers want clarity in the changes being done to their workspace or commands being run, as these pipelines will eventually run on the actual robot too.<\/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>That’s more comprehensive than I expected – generating the robot description and world files from scratch rather than templating. That changes the use case significantly, you’re not just automating ROS boilerplate, you’re actually designing the simulation from a prompt.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@swastika_yadav1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"swastika_yadav1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swastika_yadav1<\/a> <\/p>\n<p>Can I bring my own existing ROS workspace into drift, or does it only work with robots it generates itself? I have my own robot I’ve been working on.<\/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\/@abhiranjan_mehta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@abhiranjan_mehta<\/a> <br \/>Hey!<\/p>\n<p>Yes, you can simply start Drift in the terminal in your workspace or VS code terminal. Drift can edit, debug, build and launch in existing workspaces.<\/p>\n<p>You can ask it to edit your existing robot description files, world files, and wire up your workspace to launch with your controls.<\/p>\n<p>Hope this answers your question. Let us know if you need any help!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>Vibe coding for robotics is a space I hadn’t thought about but it makes total sense. The hard part with ROS has always been the orchestration overhead – knowing which nodes are running, what topics exist, debugging why the simulation drifted. How much of the prompt-to-simulation pipeline is Drift generating vs. stitching together existing ROS packages?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> <\/p>\n<\/p>\n<p>Drift with just a prompt on it’s own can generate the robot description, the world files, setup the workspace, create launch files, add\/connect control logic, build your workspace and launch the simulation. You can also ask it to write scripts to show you the outputs you want to see graphically.<\/p>\n<p>Now with the integration of existing plugins for navigation, control or perception you can also test more complex robots inside simulations, and Drift will help you integrate them seamlessly.<\/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>been wrestling with ROS simulation setup for our hardware integrations and this looks like exactly what we needed six months ago. love that it handles the OS orchestration too – that’s usually where things get messy. how does it perform with real-time constraints when you’re testing control loops?<\/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>Hey <a href=\"https:\/\/www.producthunt.com\/@piotreksedzik\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"piotreksedzik\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@piotreksedzik<\/a> <\/p>\n<\/p>\n<p>Drift helps you wire up your control logic, perception algorithms or any other intelligent model to the simulation environment, and then you can start tweaking and testing various scenarios for your robot or the world, and see how your controls are performing.<\/p>\n<p>Drift also helps you writing basic to medium control algorithms. We also coming up soon with easy integration of nav and manipulations plugins for specific robot use cases.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really impressive \u2014 the idea of prompt-to-simulation for robotics is a huge unlock. The fact that it actively tracks ROS states and fixes issues on the fly is what separates this from just being another wrapper. Curious: do you have plans to support multi-robot swarm simulations? That would be incredible for drone research. 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>Hey <a href=\"https:\/\/www.producthunt.com\/@xkbear\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xkbear<\/a>,<\/p>\n<p>Thanks a lot!<\/p>\n<p>The tougher the simulation, the more incentive we have to make it work with Drift and have Drift support such setups. We are testing swarm robot simulations in all forms. We plan to add support for plugins like ARGoS, that can be setup easily with Drift for these simulations. <\/p>\n<\/p>\n<p>Keep a watch on upcoming launches! Cheers.<\/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>When Swastika reached out to me a week ago, I immediately told her this is going to be a good launch. Largely because I saw Antler and second, the niche you’re building is very refreshing for Product Hunt audience. Many congratulations Nikhil and team for launching and securing the Product of the Day. BTW, Do you have a public roadmap? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks for all the support <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> <\/p>\n<\/p>\n<p>Yes we do have launches lined up for the Product Hunt community –<\/p>\n<ul>\n<li>\n<p>VS Code extension<\/p>\n<\/li>\n<li>\n<p>Support for more robotics simulators<\/p>\n<\/li>\n<\/ul>\n<p>And some more which we will reveal with every launch. Also, with feedback from this launch, we will have more clarity on the what to build for our users!<\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I spent several months working on robotic simulations with ROS and Webots, the concept of your tool is very interesting\ud83d\udc4d<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@alberto_polini\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alberto_polini<\/a>, Thanks! Would love for you to use the product and provide your feedback on how we can make it the best out there!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What visibility do you have into the generated ROS stack and control logic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@wallerson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@wallerson<\/a> <\/p>\n<\/p>\n<p>Drift has full context of the workspace, the running nodes, all processes, active joint states and simulator. This is the reason it can orchestrate your simulations really well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does Drift support custom plugins or only predefined simulation components right now?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@syed_shayanur_rahman\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@syed_shayanur_rahman<\/a> <\/p>\n<\/p>\n<p>Definitely Drift supports custom plugins. If your simulation pipeline needs them, Drift will figure out the best plugin for your use case, ask for your permission to install necessary dependencies and integrate the plugin into your workspace.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/3VDHSZVTJSEVW7\" class=\"app-title\">Google Gemini in Chrome<\/a><\/p>\n<div class=\"one-liner\">Turn your browser into an AI workspace<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">176<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u8fd9\u662f\u4e00\u6b3e\u5c06AI\u6df1\u5ea6\u96c6\u6210\u81f3Chrome\u6d4f\u89c8\u5668\u7684\u4fa7\u8fb9\u680f\u5de5\u5177\uff0c\u901a\u8fc7\u603b\u7ed3\u7f51\u9875\u5185\u5bb9\u3001\u8de8\u6807\u7b7e\u9875\u5bf9\u6bd4\u3001\u64b0\u5199\u90ae\u4ef6\u7b49\u529f\u80fd\uff0c\u5728\u7528\u6237\u65e5\u5e38\u6d4f\u89c8\u548c\u5de5\u4f5c\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u9891\u7e41\u5207\u6362\u5e94\u7528\u3001\u590d\u5236\u7c98\u8d34\u5bfc\u81f4\u7684\u6548\u7387\u4f4e\u4e0b\u4e0e\u601d\u7ef4\u4e2d\u65ad\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\/ca1add7a-439e-4c19-848f-794c26f774a9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/15ab3d4e-dc4c-4149-b9c8-51bf975569f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48b3ec75-5389-4c8e-a9b1-41deea5fcfe1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc4ff65d-e26d-42ac-9c41-30f6dcf19f81.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\/c35a0fe0-1d0e-46f0-8066-92323f286fdc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ae1d05c2-70ea-430c-bd23-eb798f063e71.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0b4cb4b6-628c-4ce8-a3fd-d94d1e408f6f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bed4ebd5-f7f2-4b6e-84c6-792189504185.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/22ffa015-f972-43bb-a09e-398dc577f77b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=56b9uHAcHYc\"><source src=\"https:\/\/www.youtube.com\/watch?v=56b9uHAcHYc\" 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\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6d4f\u89c8\u5668AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u5185\u5bb9\u603b\u7ed3<\/span><br \/>\n <span class=\"tag\">\u8de8\u6807\u7b7e\u9875\u5206\u6790<\/span><br \/>\n <span class=\"tag\">AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u751f\u6001\u6574\u5408<\/span><br \/>\n <span class=\"tag\">\u65e0\u611f\u5316AI\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u5c06AI\u5d4c\u5165\u5de5\u4f5c\u6d41\u7684\u7406\u5ff5\uff0c\u5173\u6ce8\u591a\u6807\u7b7e\u9875\u5bf9\u6bd4\u7b49\u6838\u5fc3\u529f\u80fd\u7684\u5177\u4f53\u6548\u679c\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u8bbe\u5907\u517c\u5bb9\u6027\u3001\u662f\u5426\u4e3a\u5168\u65b0\u4ea7\u54c1\uff0c\u5e76\u6709\u7528\u6237\u62a5\u544a\u66f4\u65b0\u540e\u6d4f\u89c8\u5668\u4e0d\u7a33\u5b9a\u7684\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Google\u5c06Gemini\u690d\u5165Chrome\u4fa7\u8fb9\u680f\uff0c\u7edd\u975e\u4e00\u6b21\u7b80\u5355\u7684\u529f\u80fd\u66f4\u65b0\uff0c\u800c\u662f\u4e00\u573a\u5173\u4e8eAI\u5165\u53e3\u7684\u201c\u4e2d\u5fc3\u5316\u201d\u8c6a\u8d4c\u3002\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u603b\u7ed3\u7f51\u9875\u201d\u6216\u201c\u5199\u90ae\u4ef6\u201d\u8fd9\u4e9b\u5355\u70b9\u529f\u80fd\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u5c06\u6d4f\u89c8\u5668\u2014\u2014\u8fd9\u4e2a\u4e92\u8054\u7f51\u65f6\u4ee3\u6700\u5927\u7684\u4fe1\u606f\u4e0e\u4e0a\u4e0b\u6587\u5bb9\u5668\u2014\u2014\u91cd\u65b0\u5b9a\u4e49\u4e3aAI\u65f6\u4ee3\u7684\u539f\u751f\u64cd\u4f5c\u7cfb\u7edf\u3002\u5b83\u76f4\u51fb\u5f53\u524dAI\u5e94\u7528\u7684\u6838\u5fc3\u75db\u70b9\uff1a\u5927\u591a\u6570AI\u5de5\u5177\u4f5c\u4e3a\u5b64\u7acb\u7684\u201c\u6e38\u4e50\u573a\u201d\u5b58\u5728\uff0c\u4e0e\u7528\u6237\u7684\u5b9e\u9645\u5de5\u4f5c\u6d41\u5272\u88c2\uff0c\u5bfc\u81f4\u201c\u590d\u5236-\u7c98\u8d34-\u5207\u6362\u201d\u7684\u8ba4\u77e5\u635f\u8017\u3002Gemini in Chrome\u7684\u91ce\u5fc3\u662f\u8ba9AI\u53d8\u5f97\u201c\u65e0\u611f\u201d\uff0c\u8ba9\u4ea4\u4e92\u53d1\u751f\u5728\u4fe1\u606f\u539f\u672c\u7684\u4f4d\u7f6e\u4e0a\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\u4fa7\u8fb9\u680f\u201d\u6a21\u5f0f\u5728\u6c89\u6d78\u611f\u4e0e\u4fbf\u6377\u6027\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u5e76\u975e\u6613\u4e8b\uff0c\u53ef\u80fd\u6ca6\u4e3a\u53c8\u4e00\u4e2a\u5bb9\u6613\u88ab\u5ffd\u89c6\u7684\u9762\u677f\u3002\u5176\u6b21\uff0c\u6df1\u5ea6\u7ed1\u5b9a\u8c37\u6b4c\u751f\u6001\uff08Gmail\u3001Calendar\u7b49\uff09\u662f\u4e00\u628a\u53cc\u5203\u5251\uff0c\u5728\u63d0\u5347\u5185\u90e8\u534f\u540c\u6548\u7387\u7684\u540c\u65f6\uff0c\u4e5f\u6784\u7b51\u4e86\u751f\u6001\u58c1\u5792\uff0c\u53ef\u80fd\u9650\u5236\u5176\u4f5c\u4e3a\u901a\u7528\u5de5\u4f5c\u7a7a\u95f4\u7684\u6f5c\u529b\u3002\u6700\u540e\uff0c\u7528\u6237\u53cd\u9988\u4e2d\u63d0\u53ca\u7684\u517c\u5bb9\u6027\u4e0e\u7a33\u5b9a\u6027\u95ee\u9898\uff0c\u66b4\u9732\u51fa\u5c06\u590d\u6742AI\u6a21\u578b\u4e0e\u5e9e\u5927\u590d\u6742\u7684\u6d4f\u89c8\u5668\u73af\u5883\u6df1\u5ea6\u6574\u5408\u7684\u6280\u672f\u98ce\u9669\u3002\u8fd9\u4e0d\u4ec5\u662f\u529f\u80fd\u53d1\u5e03\uff0c\u66f4\u662f\u5bf9\u7528\u6237\u4e60\u60ef\u548c\u5f00\u53d1\u8005\u751f\u6001\u7684\u4e00\u6b21\u8bd5\u63a2\u3002\u5982\u679c\u6210\u529f\uff0c\u6d4f\u89c8\u5668\u5c06\u6210\u4e3a\u667a\u80fd\u4ea4\u4e92\u7684\u4e2d\u5fc3\uff1b\u82e5\u5931\u8d25\uff0c\u5219\u53ea\u662f\u53c8\u4e00\u4e2a\u529f\u80fd\u7e41\u6742\u7684\u81c3\u80bf\u4fa7\u680f\u3002\u8c37\u6b4c\u6b64\u4e3e\uff0c\u610f\u5728\u593a\u56deAI\u4ea4\u4e92\u7684\u4e0a\u4e0b\u6587\u5b9a\u4e49\u6743\uff0c\u4f46\u5176\u6210\u8d25\u53d6\u51b3\u4e8e\u80fd\u5426\u63d0\u4f9b\u771f\u6b63\u6d41\u7545\u3001\u7a33\u5b9a\u4e14\u4e0d\u53ef\u6216\u7f3a\u7684\u201c\u5728\u573a\u201d\u4f53\u9a8c\uff0c\u800c\u975e\u53c8\u4e00\u4e2a\u9700\u8981\u88ab\u523b\u610f\u201c\u4f7f\u7528\u201d\u7684\u5de5\u5177\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Google Gemini in Chrome<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini in Chrome embeds AI directly into your browsing experience, eliminating the need for constant tab switching and copy-pasting. It can summarize long articles, compare information across multiple tabs, draft and send emails, schedule events, and even transform images\u2014all from a side panel within your current tab. Built on Gemini 3.1, it integrates seamlessly with Gmail, Calendar, Maps, and YouTube.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Gemini in Chrome is Google\u2019s attempt to turn the browser itself into an AI-native workspace.<\/p>\n<\/p>\n<p>Most AI tools live outside your workflow \u2014 constant copy-paste, tab switching, and lost context. Gemini fixes this by living inside Chrome\u2019s side panel, working directly on what you\u2019re already viewing.<\/p>\n<\/p>\n<p><strong>What\u2019s different: <\/strong>Instead of being another app, it embeds AI <em>where work already happens<\/em> \u2014 your browser \u2014 with deep integrations across Gmail, Calendar, YouTube, and more.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Summarize pages, research papers, and YouTube videos inline<\/p>\n<\/li>\n<li>\n<p>Compare across multiple tabs (e.g. product comparisons)<\/p>\n<\/li>\n<li>\n<p>Draft & send emails without leaving your tab<\/p>\n<\/li>\n<li>\n<p>Schedule calendar events via prompts<\/p>\n<\/li>\n<li>\n<p>In-browser image transformation (Nano Banana 2, no uploads)<\/p>\n<\/li>\n<li>\n<p>Memory of visited pages to reduce tab overload<\/p>\n<\/li>\n<\/ul>\n<p><strong>Benefits: <\/strong>Less context switching, faster workflows, and a more continuous thinking environment.<\/p>\n<\/p>\n<p><strong>Who it\u2019s for \/ use cases: <\/strong>Students, researchers, shoppers, and knowledge workers who live in their browser and want AI embedded directly into their daily flow.<\/p>\n<\/p>\n<p>Google is betting the browser is the <em>true home of context<\/em>, not standalone AI apps. If you\u2019re tracking where AI is actually getting useful (not just flashy), this is one to watch.<\/p>\n<\/p>\n<p><strong>Get started here<\/strong>: <a href=\"https:\/\/www.google.com\/chrome\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.google.com\/chrome\/<\/a><\/p>\n<\/p>\n<p>P.S. I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a> congrats, just a quick question; how’s it handling multi-tab comparisons for quick competitor analysis or trend spotting across sites?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried using Gemini before but it isn’t compatible with all devices. Does this one work in all devices?<\/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>Is this new? Seems like the blog post is just an expansion into more languages\/countries?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Hey Chris, “Gemini in Chrome” wasn’t covered earlier so this is new. PH has a glitch that is hiding the additional links that were attached to the launch. The PH team said they are aware of the bug and will fix it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Guy after I updated Chrome, it started switching off on its on in middle of my meets \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<\/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\/VAASWLHBUAACHF\" class=\"app-title\">Jotform AI<\/a><\/p>\n<div class=\"one-liner\">Build forms faster with Jotform AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">156<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Jotform AI \u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u81ea\u52a8\u751f\u6210\u8868\u5355\u5b57\u6bb5\u3001\u6761\u4ef6\u903b\u8f91\u4e0e\u7ed3\u6784\uff0c\u5728\u9700\u8981\u5feb\u901f\u521b\u5efa\u590d\u6742\u8868\u5355\u7684\u5de5\u4f5c\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u624b\u52a8\u914d\u7f6e\u7e41\u7410\u3001\u5b66\u4e60\u6210\u672c\u9ad8\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\/22112c29-e3da-4b00-942a-ba3249a6df88.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/093a3108-a2bc-4c1f-881c-9c394405ce99.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b37e26f9-5dfb-4a5e-a657-cba412a1c21c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ebfd82be-7564-471f-88b4-9a90fd29cc44.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bdca28fc-d0a8-4401-9474-68382447914f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c437b9c3-bc19-46b8-8597-b256b1b2b52e.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\/44717ebb-30d9-47ff-a38b-ce8880c25975.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=hqekYz32C8M\"><source src=\"https:\/\/www.youtube.com\/watch?v=hqekYz32C8M\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8868\u5355\u751f\u6210<\/span><br \/>\n <span class=\"tag\">AI\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">B\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u521b\u5efa<\/span><br \/>\n <span class=\"tag\">\u6761\u4ef6\u903b\u8f91<\/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\u4e86\u521b\u5efa\u590d\u6742\u8868\u5355\u7684\u75db\u70b9\uff0c\u4f53\u9a8c\u6d41\u7545\u3002\u4e3b\u8981\u95ee\u9898\u805a\u7126\u4e8eAI\u5982\u4f55\u5904\u7406\u590d\u6742\u6761\u4ef6\u903b\u8f91\u4e0e\u652f\u4ed8\u7b49\u96c6\u6210\u3002\u5b98\u65b9\u56de\u5e94\u5f3a\u8c03\u5176\u4f18\u52bf\u5728\u4e8e\u6784\u5efa\u7aef\u5230\u7aef\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u5355\u4e00\u8868\u5355\u751f\u6210\uff0c\u4e14\u751f\u6210\u540e\u4ecd\u652f\u6301\u6df1\u5ea6\u5b9a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Jotform AI \u7684\u53d1\u5e03\uff0c\u8fdc\u4e0d\u6b62\u662f\u5728\u4f20\u7edf\u8868\u5355\u5de5\u5177\u4e0a\u53e0\u52a0\u4e00\u4e2a\u201cChatGPT\u5f0f\u201d\u7684\u5bf9\u8bdd\u5165\u53e3\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u5c06\u8868\u5355\u4ece\u4e00\u4e2a\u201c\u6570\u636e\u6536\u96c6\u7ec8\u70b9\u201d\u91cd\u65b0\u5b9a\u4e49\u4e3a\u201c\u5de5\u4f5c\u6d41\u7a0b\u7684\u667a\u80fd\u8d77\u70b9\u201d\u3002\u4ea7\u54c1\u4ecb\u7ecd\u4e2d\u5f3a\u8c03\u7684\u201c\u751f\u6210\u903b\u8f91\u3001\u7ed3\u6784\u3001\u6700\u4f73\u5b9e\u8df5\u201d\uff0c\u4ee5\u53ca\u5b98\u65b9\u56de\u590d\u4e2d\u91cd\u70b9\u63d0\u53ca\u7684\u4e0eJotform Tables\u3001\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u6df1\u5ea6\u96c6\u6210\uff0c\u90fd\u63ed\u793a\u4e86\u5176\u6218\u7565\u610f\u56fe\uff1a\u4ee5AI\u4e3a\u6954\u5b50\uff0c\u5c06\u7528\u6237\u66f4\u6df1\u5730\u7ed1\u5b9a\u5728\u5176\u4ee5\u8868\u5355\u4e3a\u5165\u53e3\u7684\u6574\u4e2a\u751f\u6001\u7cfb\u7edf\u4e4b\u4e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7280\u5229\u6765\u770b\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e5f\u6e05\u6670\u53ef\u89c1\u3002\u9996\u5148\uff0c\u201c\u63cf\u8ff0\u5373\u751f\u6210\u201d\u5728\u9762\u5bf9\u9ad8\u5ea6\u4e2a\u6027\u5316\u3001\u975e\u6807\u7684\u4f01\u4e1a\u4e1a\u52a1\u6d41\u7a0b\u65f6\uff0c\u5176\u751f\u6210\u7ed3\u679c\u7684\u7cbe\u51c6\u5ea6\u548c\u53ef\u7528\u6027\u4ecd\u9700\u5927\u89c4\u6a21\u5b9e\u8df5\u9a8c\u8bc1\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u590d\u6742\u6761\u4ef6\u903b\u8f91\u4e0e\u96c6\u6210\u201d\u7684\u63d0\u95ee\uff0c\u6070\u6070\u51fb\u4e2d\u4e86\u5f53\u524d\u751f\u6210\u5f0fAI\u5728\u7406\u89e3\u590d\u6742\u4e1a\u52a1\u89c4\u5219\u65f6\u7684\u666e\u904d\u8f6f\u808b\u3002\u5176\u6b21\uff0c\u5176\u5b9a\u4f4d\u201c\u4e0d\u4e13\u6ce8\u4e8e\u72ec\u7acbAI\u8868\u5355\u751f\u6210\u201d\uff0c\u65e2\u662f\u62a4\u57ce\u6cb3\uff0c\u4e5f\u53ef\u80fd\u6210\u4e3a\u589e\u957f\u74f6\u9888\uff0c\u56e0\u4e3a\u5b83\u5929\u7136\u5c06\u7528\u6237\u7fa4\u4f53\u9650\u5b9a\u5728\u4e86\u5bf9\u5de5\u4f5c\u6d41\u6709\u8fdb\u4e00\u6b65\u9700\u6c42\u7684\u573a\u666f\uff0c\u800c\u975e\u6240\u6709\u8f7b\u91cf\u7ea7\u8868\u5355\u7528\u6237\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cJotform AI \u662f\u4e00\u573a\u6548\u7387\u5de5\u5177\u7684\u4ef7\u503c\u5347\u7ef4\u7ade\u8d5b\u3002\u5b83\u4e0d\u518d\u6ee1\u8db3\u4e8e\u6bd4\u62fc\u8868\u5355\u6a21\u677f\u7684\u6570\u91cf\u6216\u62d6\u62fd\u7684\u6d41\u7545\u5ea6\uff0c\u800c\u662f\u5c06\u7ade\u4e89\u7ef4\u5ea6\u62c9\u9ad8\u5230\u201c\u5bf9\u4e1a\u52a1\u610f\u56fe\u7684\u7406\u89e3\u4e0e\u5b9e\u73b0\u80fd\u529b\u201d\u5c42\u9762\u3002\u5982\u679c\u5176AI\u80fd\u7a33\u5b9a\u3001\u53ef\u9760\u5730\u5c06\u4e00\u6bb5\u6a21\u7cca\u7684\u4e1a\u52a1\u9700\u6c42\u63cf\u8ff0\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u7ed3\u6784\u6e05\u6670\u3001\u903b\u8f91\u4e25\u8c28\u3001\u5e76\u5df2\u9884\u8fde\u597d\u540e\u7eed\u5904\u7406\u6d41\u7a0b\u7684\u6570\u5b57\u5316\u8282\u70b9\uff0c\u90a3\u4e48\u5b83\u9769\u65b0\u7684\u5c06\u4e0d\u4ec5\u662f\u8868\u5355\u521b\u5efa\u4f53\u9a8c\uff0c\u66f4\u662f\u5c0f\u5fae\u4e1a\u52a1\u6570\u5b57\u5316\u7684\u542f\u52a8\u65b9\u5f0f\u3002\u7136\u800c\uff0c\u82e5\u5176AI\u80fd\u529b\u4ec5\u505c\u7559\u5728\u751f\u6210\u57fa\u7840\u5b57\u6bb5\u7ed3\u6784\u7684\u201c\u5671\u5934\u201d\u5c42\u9762\uff0c\u5219\u5f88\u5feb\u4f1a\u6ca6\u4e3a\u540c\u8d28\u5316\u7ade\u4e89\u4e2d\u7684\u4e00\u4e2a\u666e\u901a\u529f\u80fd\u70b9\u3002\u5176\u6210\u8d25\u5173\u952e\uff0c\u5728\u4e8eAI\u5bf9\u201c\u4e1a\u52a1\u903b\u8f91\u201d\u7684\u7406\u89e3\u6df1\u5ea6\uff0c\u800c\u975e\u4ec5\u4ec5\u662f\u5bf9\u201c\u8868\u5355\u201d\u8fd9\u4e2a\u5f62\u5f0f\u7684\u7406\u89e3\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\">Jotform AI<\/span>\n <\/div>\n<div class=\"comment-content\">Jotform AI lets you create and edit forms using natural language. Describe what you need, and it generates fields, conditional logic, structure, and best practices instantly. No manual setup. Just prompt, refine, and publish.<\/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>For years, Jotform has helped people build forms faster. But even with templates and drag-and-drop, creating advanced forms still meant configuring fields, setting up conditional logic, and navigating settings.<\/p>\n<p>We kept asking ourselves: what if you didn\u2019t have to build at all?<\/p>\n<p>With Jotform AI, you just describe what you need.<\/p>\n<p>It generates:<br \/>\n– Fields<br \/>\n– Logic<br \/>\n– Structure<br \/>\n– Formatting<\/p>\n<p>And you can keep refining everything inside the builder.<br \/>\nThis started as a small internal experiment around AI-assisted form creation. Over time, multiple teams worked on different AI initiatives, and we eventually unified them into one product: Jotform AI.<\/p>\n<p>Our goal wasn\u2019t to add \u201cAI features.\u201d It was to remove friction.<\/p>\n<p>Now, instead of learning how to use a builder, you can simply tell Jotform what you want.<br \/>\nWe\u2019re excited to share this with you.<\/p>\n<p>Happy to hear your thoughts!<\/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\/@aytekintank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aytekintank<\/a> How’s Jotform AI handling tricky conditional logic or integrations; like payments or calendars, in those first auto-generated forms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 hate creating forms especially longer ones with complex logic. This is great and solves a nice pain point. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">When someone is choosing between Jotform AI and Typeform (or Google Forms with Gemini), what are the 1\u20132 workflow capabilities you win on most often in real deployments \u2014 and where do you intentionally *not* try to compete?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> Love this question \ud83d\udc40<\/p>\n<\/p>\n<p>Where we usually win:<\/p>\n<ul>\n<li>\n<p>Real workflows, not just form generation<br \/>Jotform AI doesn\u2019t stop at creating a forms, it sets up conditional logic, payments, approvals, and can plug into the rest of Jotform (Tables, workflows, automations). So it\u2019s closer to an end-to-end workflow than a standalone form.<\/p>\n<\/li>\n<li>\n<p>Depth of customization after generation<br \/>You can start with AI, then fully customize everything in the builder, logic, integrations, layout, without limitations.<\/p>\n<\/li>\n<\/ul>\n<p>Where we don\u2019t try to compete for this product:<\/p>\n<\/p>\n<p>We\u2019re not just focused on being a standalone AI form generator. Jotform AI is designed as part of a larger system, so it\u2019s most valuable when you need forms to connect with workflows, data, and automation beyond just collection \ud83d\udc4d<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have used Jotform before and it always was a quite smooth experience. This seems like it will make things even easier in the future! 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\/@tom_blk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tom_blk<\/a> Really appreciate that, thank you!<\/p>\n<\/p>\n<p>That\u2019s exactly what we\u2019re aiming for. Jotform was already about making things easier, and with AI we\u2019re trying to remove even more of the friction, especially around setup and logic.<\/p>\n<\/p>\n<p>Excited to hear what you think once you try it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As a huge Jotform user since the pandemic, I love how it always gives me a customizable look. Congratulations on the launch, <a href=\"https:\/\/www.producthunt.com\/@aytekintank\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aytekintank\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aytekintank<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a>That means a lot, especially coming from a long-time user!<\/p>\n<\/p>\n<p>Really glad Jotform has been part of your workflow since the pandemic. Customization has always been a big focus for us, and with AI we\u2019re trying to make that level of control even easier to reach.<\/p>\n<\/p>\n<p>Appreciate the support over the years, excited for you to try this one \ud83d\ude80<\/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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FLNQUUNPKJDWPD\" class=\"app-title\">Maestri<\/a><\/p>\n<div class=\"one-liner\">An infinite canvas where coding agents work in concert<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">153<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u539f\u751fmacOS\u65e0\u9650\u753b\u5e03\u5e94\u7528\uff0c\u901a\u8fc7\u53ef\u89c6\u5316\u8282\u70b9\u8fde\u63a5\u591a\u4e2aAI\u7f16\u7a0b\u4ee3\u7406\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u591a\u7ec8\u7aef\u3001\u591aAI\u4ee3\u7406\u534f\u540c\u5de5\u4f5c\u65f6\u4e0a\u4e0b\u6587\u5207\u6362\u6df7\u4e71\u3001\u96be\u4ee5\u7ba1\u7406\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\/43c4849c-18e4-405f-9773-14ee7ac0e248.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8ae8c336-b881-4322-9aee-975aaace4677.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35da81da-155e-4d41-923e-0e84f389fe19.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/72fb3c19-e6e1-41c8-8670-4e5b74c447c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u539f\u751fmacOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">AI\u7f16\u7a0b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u65e0\u9650\u753b\u5e03<\/span><br \/>\n <span class=\"tag\">\u7ec8\u7aef\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u672c\u5730AI<\/span><br \/>\n <span class=\"tag\">PTY\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u4f18\u5148<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u7ec8\u7aef\u6807\u7b7e\u9875\u6cdb\u6ee5\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5bf9\u4ee3\u7406\u95f4\u76f4\u63a5\u534f\u4f5c\u3001\u539f\u751fSwift\u5f00\u53d1\u8868\u793a\u8d5e\u8d4f\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u753b\u5e03\u5bc6\u96c6\u65f6\u7684\u5bfc\u822a\u6e05\u6670\u5ea6\u3001\u591a\u4ee3\u7406\u72b6\u6001\u5171\u4eab\u4e0e\u4e0a\u4e0b\u6587\u5904\u7406\uff0c\u4ee5\u53ca\u76f8\u6bd4IDE\u5185\u7f6e\u4ee3\u7406\u7684\u4f18\u52bf\u573a\u666f\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 Maestri\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u66ff\u4ee3IDE\u6216\u7ec8\u7aef\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u51cc\u9a7e\u4e8e\u5177\u4f53\u7f16\u7801\u4e4b\u4e0a\u7684\u201c\u5de5\u4f5c\u6d41\u6307\u6325\u5c42\u201d\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u901a\u8fc7\u201c\u753b\u5e03\u5373\u72b6\u6001\u201d\u7684\u53ef\u89c6\u5316\u9690\u55bb\uff0c\u5c06\u62bd\u8c61\u3001\u6613\u901d\u7684\u591a\u4ee3\u7406\u4ea4\u4e92\u56fa\u5316\u4e3a\u53ef\u76f4\u89c2\u7406\u89e3\u548c\u64cd\u4f5c\u7684\u7a7a\u95f4\u5e03\u5c40\uff0c\u5bf9\u6297\u4e86\u8ba4\u77e5\u8d1f\u8f7d\uff1b\u4e8c\u662f\u5176PTY\u5c42\u7ea7\u7684\u4ee3\u7406\u8fde\u63a5\u673a\u5236\uff0c\u770b\u4f3c\u6280\u672f\u590d\u53e4\uff0c\u5b9e\u5219\u5de7\u5999\u907f\u5f00\u4e86\u590d\u6742\u7684API\u96c6\u6210\uff0c\u4ee5\u201c\u6a21\u62df\u4eba\u5de5\u8f93\u5165\u8f93\u51fa\u201d\u8fd9\u79cd\u6700\u4f4e\u6210\u672c\u65b9\u5f0f\u5b9e\u73b0\u4e86\u5f02\u6784\u4ee3\u7406\u95f4\u7684\u4e92\u64cd\u4f5c\uff0c\u8fd9\u662f\u4e00\u79cd\u52a1\u5b9e\u7684\u5de5\u7a0b\u667a\u6167\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6838\u5fc3\u6311\u6218\u4e5f\u5728\u4e8e\u6b64\u3002\u753b\u5e03\u6a21\u5f0f\u5728\u590d\u6742\u5ea6\u63d0\u5347\u540e\u53ef\u80fd\u9677\u5165\u201c\u56fe\u7eb8\u6df7\u4e71\u201d\u7684\u65b0\u56f0\u5883\uff1bPTY\u8fde\u63a5\u867d\u7075\u6d3b\uff0c\u4f46\u6df1\u5ea6\u3001\u7ed3\u6784\u5316\u7684\u72b6\u6001\u5171\u4eab\u4e0e\u4e0a\u4e0b\u6587\u4f20\u9012\u80fd\u529b\u6709\u9650\uff0c\u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u5171\u4eab\u4fbf\u7b7e\u201d\u65b9\u6848\u66f4\u50cf\u4e00\u79cd\u5de7\u5999\u7684\u8865\u4e01\u3002\u5b83\u672c\u8d28\u4e0a\u4f18\u5316\u7684\u662f\u201c\u89c2\u5bdf\u4e0e\u89e6\u53d1\u201d\u73af\u8282\uff0c\u800c\u975e\u6df1\u5ea6\u534f\u4f5c\u7684\u201c\u7406\u89e3\u4e0e\u878d\u5408\u201d\u3002\u5728\u5f53\u524dAI\u4ee3\u7406\u80fd\u529b\u5feb\u901f\u6f14\u8fdb\u3001IDE\u6df1\u5ea6\u96c6\u6210\u6210\u4e3a\u4e3b\u6d41\u7684\u80cc\u666f\u4e0b\uff0cMaestri\u5b9a\u4f4d\u7684\u201c\u5916\u90e8\u6307\u6325\u4e2d\u5fc3\u201d\u89d2\u8272\u80fd\u5426\u6301\u7eed\u521b\u9020\u4e0d\u53ef\u66ff\u4ee3\u7684\u4ef7\u503c\uff0c\u800c\u975e\u4ec5\u4ec5\u6210\u4e3a\u4e00\u4e2a\u4f18\u96c5\u7684\u8fc7\u6e21\u6027\u5de5\u5177\uff0c\u5c06\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u4ece\u201c\u8fde\u63a5\u4ee3\u7406\u201d\u8fdb\u5316\u5230\u771f\u6b63\u201c\u7406\u89e3\u5e76\u7ba1\u7406\u201d\u4ee3\u7406\u534f\u4f5c\u7684\u8bed\u4e49\u5c42\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\">Maestri<\/span>\n <\/div>\n<div class=\"comment-content\">Maestri is a native macOS app with an infinite canvas for coding agents. Each terminal is a visual node you position freely alongside notes and sketches. Connect agents by dragging a line and they collaborate across harnesses through PTY orchestration. Claude Code talks to Codex. Gemini delegates to OpenCode. Ombro, an on-device AI companion via Apple Intelligence, monitors everything and summarizes what happened while you were away. SwiftUI, custom engine, zero cloud, no telemetry.<\/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 Evert, a solo dev from Brazil. I built Maestri because I was drowning in terminal tabs while working with multiple AI coding agents.<\/p>\n<p>The idea is simple: an infinite canvas where each terminal is a node. But the feature that changes everything is agent-to-agent communication. Drag a line between two terminals and they collaborate. Claude Code asks Codex to review its code. No APIs, no middleware, just PTY orchestration.<\/p>\n<p>Built entirely in Swift with a custom-built canvas engine. A full whiteboard with shapes, arrows, freehand drawing, markdown notes, and terminals, all on an infinite canvas. No Electron, no web views. The AI companion (Ombro) runs on your Mac through Apple Intelligence. No account needed, no telemetry.<\/p>\n<p>1 workspace free. $18 lifetime for Pro.<\/p>\n<p>Would love your feedback, especially from anyone juggling multiple agents daily. What’s working? What’s missing?<br \/>themaestri.app<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, I’m a fan of native mac apps and your app look promising, especially for keeping an eye on what your agents are doing and having a visual and organized canvas. Can 2 codex instances can collaborate as well? Congratulations on your launch! \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@louis_mille1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@louis_mille1<\/a> thank you! I hope you give it a try. And yes, 2 codex instances can collaborate, this feature works across all CLIs because it operates at a terminal level, it’s like the agent is typing on the other window \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “drowning in terminal tabs” problem is so real \u2014 and the agent-to-agent communication via PTY orchestration is a genuinely novel approach. We run multiple agents for our own product (SoundInsight, music marketing analytics) and the context-switching tax is brutal. A canvas where they can literally collaborate in the same workspace changes how you think about multi-agent workflows. Solo builder shipping a native Swift app with a custom canvas engine on launch day \u2014 respect, Evert.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Stringing multiple coding agents together usually turns into a tangled mess of terminal logs, so mapping them out on a spatial canvas makes total sense. I can see this being incredibly useful for having one agent draft a database schema while another concurrently builds the API routes. I am curious how you handle state sharing and context window limits when several agents are interacting at the same time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@y_taka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@y_taka<\/a> One of my favorite features in Maestri is connecting an agent to a sticky note on the canvas (which is saved as an actual markdown file on disk), so the agent can read and write to it freely. I use this constantly to have agents document important decisions, processes, and context as they work. Connect multiple agents to the same note and it becomes shared memory across sessions, even across different harnesses. Claude Code writes something down, Codex picks it up later. Context that actually persists.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What happens when the canvas gets dense with terminals and connections, does navigation and clarity start to break down?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>solo dev and building a whole canvas engine in swift? respect. i run like 4 terminal agents at once and keeping track of what each one is doing is a nightmare so this makes a lot of sense<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\">A lot of people are choosing between IDE-native agent workflows (Cursor\/Windsurf) and terminal-first ones (Warp + CLIs). In what scenarios do you think Maestri is strictly better\u2014and where do you think an IDE-based agent still wins today?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I’ve been working with coding agents for a while now. I’ve gone from Copilot to Cursor, Antigravity and others. My biggest issue was that I could never reliably parallelize work because the IDE environment adds too much noise. Closing it and opening it the next day feels like starting from scratch. I had no easy way to remember what I was doing other than relying on external tools to manage tasks and notes. With Maestri I can see the big picture at any moment, add notes for things I want to do, and even share them directly with the agents. It’s not about replacing IDEs, it’s about having a workspace layer on top where you orchestrate the work. You still open your IDE when you need to, but Maestri is where you plan, organize, and keep track of everything across agents and projects.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/INYIHBZCKD6YHZ\" class=\"app-title\">TypeScript 6.0<\/a><\/p>\n<div class=\"one-liner\">The last TypeScript release built on JavaScript<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">143<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TypeScript 6.0\u4f5c\u4e3a\u57fa\u4e8eJavaScript\u7684\u6700\u7ec8\u7248\u672c\uff0c\u901a\u8fc7\u66f4\u65b0\u9ed8\u8ba4\u914d\u7f6e\u3001\u5f15\u5165\u65b0API\u5e76\u6dd8\u6c70\u65e7\u6a21\u5f0f\uff0c\u4e3a\u5f00\u53d1\u8005\u5411\u7531Go\u91cd\u5199\u3001\u6027\u80fd\u5927\u5e45\u63d0\u5347\u7684TypeScript 7.0\u539f\u751f\u7248\u672c\u8fc1\u79fb\u94fa\u5e73\u4e86\u9053\u8def\uff0c\u89e3\u51b3\u4e86\u672a\u6765\u7248\u672c\u5347\u7ea7\u7684\u6f5c\u5728\u517c\u5bb9\u6027\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery single-item\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/442431c5-9882-4387-8b6f-9a69efcdfaa4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Development Language<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u7f16\u7a0b\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">JavaScript\u8d85\u96c6<\/span><br \/>\n <span class=\"tag\">\u7c7b\u578b\u68c0\u67e5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7248\u672c\u8fc1\u79fb<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u5347\u7ea7<\/span><br \/>\n <span class=\"tag\">\u7f16\u8bd1\u5668<\/span><br \/>\n <span class=\"tag\">\u9759\u6001\u7c7b\u578b<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">Node.js<\/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\u5b9a6.0\u7684\u8fc7\u6e21\u91cc\u7a0b\u7891\u610f\u4e49\u53ca\u6027\u80fd\u63d0\u5347\uff0c\u5e76\u5173\u6ce8\u8fc1\u79fb\u8def\u5f84\u3002\u6709\u5efa\u8bae\u6307\u51fa\u5b98\u7f51\u5e94\u66f4\u7a81\u51fa\u5b9e\u65f6\u9519\u8bef\u6f14\u793a\u7684\u8425\u9500\u4ef7\u503c\uff0c\u4ee5\u76f4\u89c2\u5438\u5f15\u5f00\u53d1\u8005\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 TypeScript 6.0\u7684\u53d1\u5e03\uff0c\u672c\u8d28\u4e0a\u662f\u4e00\u573a\u7cbe\u5fc3\u7b56\u5212\u7684\u201c\u544a\u522b\u6f14\u51fa\u201d\u4e0e\u201c\u52a8\u5458\u4ee4\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u7279\u6027\u7684\u5806\u780c\uff08\u5982Temporal\u7c7b\u578b\u3001Map.getOrInsert\u7b49\uff09\uff0c\u800c\u5728\u4e8e\u5176\u660e\u786e\u7684\u6218\u7565\u4fe1\u53f7\uff1a\u4e00\u4e2a\u4ee5JavaScript\u4e3a\u57fa\u77f3\u7684\u65e7\u65f6\u4ee3\u5373\u5c06\u843d\u5e55\uff0c\u4e00\u4e2a\u8ffd\u6c42\u539f\u751f\u6027\u80fd\u4e0e\u5e76\u884c\u5316\u7684\u65b0\u65f6\u4ee3\u5df2\u62c9\u5f00\u5e8f\u5e55\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6240\u8c13\u201c\u73b0\u4ee3\u9ed8\u8ba4\u503c\u201d\uff08\u4e25\u683c\u6a21\u5f0f\u3001ESM\u4f18\u5148\u3001\u9ad8\u7248\u672cES\u76ee\u6807\uff09\u7684\u66f4\u65b0\uff0c\u5b9e\u5219\u662f\u4ee5\u5b98\u65b9\u59ff\u6001\uff0c\u5f3a\u884c\u7edf\u4e00\u5e76\u62d4\u9ad8\u793e\u533a\u7684\u57fa\u7ebf\u6807\u51c6\uff0c\u4e3a\u5e95\u5c42\u91cd\u5199\u626b\u6e05\u969c\u788d\u3002\u800c\u201c\u5f03\u7528\u65e7\u6a21\u5f0f\u201d\u7684\u4e3e\u63aa\uff0c\u66f4\u662f\u6beb\u4e0d\u63a9\u9970\u5730\u8868\u660e\uff0c\u6b64\u6b21\u5347\u7ea7\u5e26\u6709\u5f3a\u5236\u6027\u6dd8\u6c70\u8272\u5f69\uff0c\u5f00\u53d1\u8005\u82e5\u4e0d\u8ddf\u968f\uff0c\u5c06\u5728\u672a\u6765\u7248\u672c\u4e2d\u9762\u4e34\u65ad\u6863\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8bc4\u8bba\u4e2d\u63d0\u53ca\u7684\u201c\u8fc1\u79fb\u7a97\u53e3\u201d\u548c\u201c\u9a8c\u8bc1\u8def\u5f84\u201d\u662f\u5173\u952e\u3002TypeScript\u56e2\u961f\u6b63\u5728\u5c06\u4e00\u6b21\u53ef\u80fd\u5f15\u53d1\u793e\u533a\u9635\u75db\u7684\u67b6\u6784\u5de8\u53d8\uff0c\u5305\u88c5\u6210\u4e00\u4e2a\u6709\u7f13\u51b2\u3001\u6709\u6307\u5f15\u7684\u5e73\u6ed1\u8fc7\u6e21\u3002\u8fd9\u4f53\u73b0\u4e86\u6210\u719f\u9879\u76ee\u7684\u6cbb\u7406\u667a\u6167\u3002\u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\uff1a\u4eceJavaScript\/Node.js\u751f\u6001\u5207\u6362\u5230Go\u539f\u751f\u5b9e\u73b0\uff0c\u80fd\u5426\u5728\u5e26\u6765\u6570\u91cf\u7ea7\u6027\u80fd\u63d0\u5347\u7684\u540c\u65f6\uff0c\u5b8c\u7f8e\u4fdd\u6301\u4e0e\u5e9e\u5927JavaScript\u751f\u6001\u7684\u4e92\u64cd\u4f5c\u6027\uff1f\u8fd9\u7edd\u975e\u6613\u4e8b\u3002\u6027\u80fd\u7684\u201c\u7cd6\u679c\u201d\u80cc\u540e\uff0c\u53ef\u80fd\u9690\u85cf\u7740\u7ed1\u5b9a\u3001\u5de5\u5177\u94fe\u3001\u8c03\u8bd5\u4f53\u9a8c\u7b49\u672a\u77e5\u7684\u201c\u8fc1\u79fb\u7a0e\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cTypeScript 6.0\u7684\u771f\u6b63\u6210\u529f\uff0c\u4e0d\u5728\u4e8e\u81ea\u8eab\u83b7\u5f97\u4e86\u591a\u5c11\u70b9\u8d5e\uff0c\u800c\u5728\u4e8e\u5b83\u80fd\u5426\u8ba9\u7edd\u5927\u591a\u6570\u5f00\u53d1\u8005\u5fc3\u7518\u60c5\u613f\u5730\u3001\u5e73\u7a33\u5730\u767b\u4e0a\u901a\u5f807.0\u7684\u6e21\u8f6e\u3002\u8fd9\u662f\u4e00\u573a\u5173\u4e8e\u751f\u6001\u63a7\u5236\u529b\u4e0e\u5f00\u53d1\u8005\u4fe1\u4efb\u7684\u7ec8\u6781\u6d4b\u8bd5\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\">TypeScript 6.0<\/span>\n <\/div>\n<div class=\"comment-content\">TypeScript 6.0 is the last release built on JavaScript \u2014 and the bridge to TypeScript 7.0, which is being rewritten in Go for native speed and parallel type-checking. This release modernizes defaults (strict mode on, ESM-first, ES2025 target), adds built-in Temporal API types, Map.getOrInsert, and RegExp.escape, and deprecates legacy patterns that won’t survive the native port. If you write TypeScript, the migration window to the native era starts now.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>TypeScript 6.0 marks a pivotal moment in the language’s evolution\u2014not due to headline-grabbing features, but for the groundwork it lays.<\/p>\n<\/p>\n<p>But if you\u2019re already familiar with the language, you can get TypeScript 6.0 through npm with the following command:<\/p>\n<\/p>\n<pre><code>npm install -D typescript<\/code><\/pre>\n<\/p>\n<p>This will be the final release built on the original JavaScript foundation. <a href=\"https:\/\/npmx.dev\/package\/@typescript\/native-preview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">TypeScript 7.0<\/a>, currently nearing completion and developed in Go, is set to deliver <a href=\"https:\/\/devblogs.microsoft.com\/typescript\/typescript-native-port\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">significantly faster compilation with native code<\/a> and parallel type-checking.<\/p>\n<\/p>\n<p>Version 6.0 serves as the transition point. It updates key defaults (strict mode enabled by default, ESM prioritized, ES5 target dropped), phases out outdated patterns incompatible with the native rewrite, and introduces the `–stableTypeOrdering` flag to assist teams in validating their migration path to 7.0.<\/p>\n<\/p>\n<p>That said, there are meaningful upgrades here: native support for Temporal types, `Map.getOrInsert`, `RegExp.escape`, improved type inference for methods, and a default type system update that can boost build speeds by 20-50%.<\/p>\n<\/p>\n<p>For teams using TypeScript, this release is the signal to begin preparing. The shift to the native platform is just around the corner.<\/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>Launch day is here. Congrats man, <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>!<\/p>\n<p>That “<strong>last release built on JavaScript<\/strong>” line is straight fire. So honest it made me stop and pay attention<\/p>\n<p>I took my time going through the homepage. The layout looks super clean and fresh. But lemme tell you what actually grabbed my attention\u2026<\/p>\n<p>You have a section that shows TypeScript catching errors in real time. That’s your strongest proof. A developer landing on the page needs to see that right away.<\/p>\n<p>Right now it’s under “<strong>Adopt TypeScript Gradually<\/strong>.” A visitor has to scroll through a wall of code to get there.<\/p>\n<p>So it’s better to pull that demo up. Let it be the first thing people see. Show them how TypeScript saves time before explaining how it works.<\/p>\n<p>Just a thought from someone who looks at too many product pages. Attaching the screenshot below:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0af6414c-6d1a-43cc-9d0e-2b1c1138ce1f.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/QXVYVZIXG7CBNI\" class=\"app-title\">Agent Hub Builder<\/a><\/p>\n<div class=\"one-liner\">Build a Netflix-style library of AI-powered tools to sell<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">136<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u8ba9\u6559\u7ec3\u3001\u987e\u95ee\u548c\u4e13\u5bb6\u80fd\u5feb\u901f\u5c06\u81ea\u8eab\u4e13\u4e1a\u77e5\u8bc6\u8f6c\u5316\u4e3a\u4e00\u4e2a\u96c6\u6210\u4e86\u591a\u79cdAI\u5de5\u5177\u3001\u652f\u6301\u4ed8\u8d39\u8ba2\u9605\u7684\u201cNetflix\u5f0f\u201d\u54c1\u724c\u4e2d\u5fc3\uff0c\u89e3\u51b3\u5176\u7f3a\u4e4f\u6280\u672f\u80fd\u529b\u6784\u5efa\u548c\u8fd0\u7ef4\u590d\u6742\u3001\u53ef\u76c8\u5229\u7684AI\u4ea7\u54c1\u5957\u88c5\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\/bd125b65-686c-4dff-a6d1-ec5881975b9c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/adf55e7a-df91-4a13-9a8f-7b1190cb6831.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c50ea85-bb17-4e08-b167-8bf4554c6000.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5c4349f-405a-4d6b-aa75-ea12f9dd187b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d491593d-4c93-4469-bb20-0eddcec9a19f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/34a45307-7b01-4cf5-a61c-2dbf5b9e9be7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ab235652-5d7d-4cb5-82e1-80ea1d5604d2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c7ae4cab-c6f5-46e9-b020-582710765013.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/876abbaf-48fc-4060-8eea-600fa44596f9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/48fb6b83-e3ad-43cf-9cca-ddd649517137.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\/57fac4eb-6021-4c1c-9b80-4ac45d8b8c89.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=nfSmZWE13Ks\"><source src=\"https:\/\/www.youtube.com\/watch?v=nfSmZWE13Ks\" 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\">No-Code<\/span><br \/>\n <span class=\"tag\">Online Learning<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u5177\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u4ed8\u8d39\u5899<\/span><br \/>\n <span class=\"tag\">\u591a\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e2d\u5fc3<\/span><br \/>\n <span class=\"tag\">\u6559\u7ec3\u4e0e\u987e\u95ee<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u5236<\/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\u4e00\u952e\u751f\u6210\u201d\u7684\u4fbf\u6377\u6027\uff0c\u4f46\u6838\u5fc3\u5173\u5207\u96c6\u4e2d\u5728\u4ea7\u54c1\u843d\u5730\u540e\u7684**\u5206\u53d1\u4e0e\u83b7\u5ba2**\u96be\u9898\uff0c\u8d28\u7591\u5b9e\u9645\u76c8\u5229\u6848\u4f8b\u3002\u540c\u65f6\uff0c\u7528\u6237\u6df1\u5165\u63a2\u8ba8\u4e86\u5176\u4e0e\u5355\u4e00\u804a\u5929\u673a\u5668\u4eba\u7684\u533a\u522b\u3001\u6280\u672f\u67b6\u6784\uff08AI\u5927\u8111\u4e0eUI\u5206\u79bb\uff09\u7684\u4f18\u52bf\u3001\u81ea\u5b9a\u4e49\u4e0e\u96c6\u6210\u80fd\u529b\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u6301\u7eed\u6548\u7528\u4fdd\u969c\u7528\u6237\u7559\u5b58\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 Agent Hub Builder \u7684\u672c\u8d28\uff0c\u5e76\u975e\u4e00\u4e2a\u98a0\u8986\u6027\u7684AI\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u4e00\u4e2a\u7cbe\u51c6\u7684\u201c\u751f\u4ea7\u529b\u5173\u7cfb\u91cd\u7ec4\u5668\u201d\u3002\u5b83\u654f\u9510\u5730\u6355\u6349\u5230\u4e24\u4e2a\u8d8b\u52bf\u7684\u4ea4\u6c47\u70b9\uff1a\u4e00\u662f\u77e5\u8bc6\u5de5\u4f5c\u8005\u5f3a\u70c8\u7684\u4ea7\u54c1\u5316\u4e0e\u88ab\u52a8\u6536\u5165\u9700\u6c42\uff0c\u4e8c\u662f\u201c\u6c1b\u56f4\u7f16\u7801\u201d\u7b49\u4f4e\u4ee3\u7801\u5de5\u5177\u964d\u4f4e\u4e86\u524d\u7aef\u6784\u5efa\u95e8\u69db\u3002\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\uff0c\u901a\u8fc7\u5c06\u590d\u6742\u7684\u540e\u7aefAI\u667a\u80fd\uff08\u591a\u4ee3\u7406\u5de5\u4f5c\u6d41\u3001\u77e5\u8bc6\u5e93\u3001\u8bb0\u5fc6\uff09\u5c01\u88c5\u4e3a\u6807\u51c6\u5316\u670d\u52a1\uff08MindPal\uff09\uff0c\u5e76\u4e0e\u524d\u7aef\u4f4e\u4ee3\u7801\u5e73\u53f0\u89e3\u8026\uff0c\u5b83\u91cd\u7ec4\u4e86AI\u5e94\u7528\u7684\u751f\u4ea7\u94fe\u6761\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8fd9\u79cd\u201c\u5927\u8111\u4e0e\u8eab\u4f53\u5206\u79bb\u201d\u7684\u67b6\u6784\u662f\u7cbe\u660e\u7684\u6218\u7565\u9009\u62e9\u3002\u5b83\u8ba9\u4ea7\u54c1\u907f\u5f00\u4e86\u4e0e\u4f17\u591aUI\u751f\u6210\u5668\u7684\u76f4\u63a5\u7ade\u4e89\uff0c\u8f6c\u800c\u4e13\u6ce8\u4e8e\u6210\u4e3a\u4e0d\u53ef\u6216\u7f3a\u7684\u201cAI\u4e2d\u95f4\u4ef6\u201d\u3002\u5bf9\u4e8e\u521b\u4f5c\u8005\u800c\u8a00\uff0c\u5b83\u63d0\u4f9b\u7684\u6838\u5fc3\u627f\u8bfa\u662f\u201c\u901f\u5ea6\u201d\u4e0e\u201c\u6240\u6709\u6743\u201d\uff1a\u5feb\u901f\u5c06\u6a21\u7cca\u7684\u201c\u65b9\u6cd5\u8bba\u201d\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u3001\u53ef\u6536\u8d39\u7684\u6570\u5b57\u5316\u4ea7\u54c1\uff0c\u540c\u65f6\u4fdd\u6301\u5bf9\u4ee3\u7801\u548c\u54c1\u724c\u7684\u63a7\u5236\u3002\u8fd9\u76f4\u51fb\u4e86\u8be5\u7fa4\u4f53\u7528Zapier\u7b49\u5de5\u5177\u62fc\u51d1\u89e3\u51b3\u65b9\u6848\u65f6\u7684\u7ef4\u62a4\u5669\u68a6\u75db\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u533a\u7684\u7126\u70b9\u2014\u2014\u5206\u53d1\u96be\u9898\u2014\u2014\u6070\u6070\u6233\u4e2d\u4e86\u8be5\u4ea7\u54c1\u613f\u666f\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002\u5b83\u6781\u5927\u5730\u964d\u4f4e\u4e86\u201c\u5efa\u9020\u201d\u6210\u672c\uff0c\u4f46\u5e76\u672a\u89e3\u51b3\u201c\u5e02\u573a\u201d\u95ee\u9898\u3002\u5176\u6210\u529f\u6848\u4f8b\u4e25\u91cd\u4f9d\u8d56\u4e8e\u7528\u6237\u5df2\u5efa\u7acb\u7684\u53d7\u4f17\u548c\u4fe1\u4efb\u5173\u7cfb\uff0c\u672c\u8d28\u4e0a\u662f\u4e3a\u73b0\u6709\u4e1a\u52a1\u63d0\u4f9b\u201c\u6548\u7387\u6760\u6746\u201d\u548c\u201c\u589e\u503c\u5c42\u201d\uff0c\u800c\u975e\u4ece\u96f6\u521b\u9020\u65b0\u4e1a\u52a1\u3002\u56e0\u6b64\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u670d\u52a1\u4e8e\u201c\u5df2\u6709\u5c0f\u751f\u6001\u201d\u7684\u8d85\u7ea7\u589e\u6548\u5de5\u5177\uff0c\u5176\u5929\u82b1\u677f\u4e0e\u76ee\u6807\u5ba2\u6237\u81ea\u8eab\u7684\u4e1a\u52a1\u6210\u719f\u5ea6\u7d27\u5bc6\u7ed1\u5b9a\u3002\u5b83\u7684\u524d\u666f\u4e0d\u5728\u4e8e\u5236\u9020\u65b0\u5de8\u5934\uff0c\u800c\u5728\u4e8e\u80fd\u5426\u6210\u4e3a\u4e07\u5343\u4e2d\u5c0f\u578b\u77e5\u8bc6\u54c1\u724c\u80cc\u540e\u7684\u6807\u51c6\u5316\u201cAI\u53d1\u7535\u5382\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\">Agent Hub Builder<\/span>\n <\/div>\n<div class=\"comment-content\">Turn your expertise into a branded, Netflix-style hub of AI tools your audience can browse, chat with, and pay for. Build the core intelligence with MindPal, generate the full hub with Base44, Lovable, Replit, or any vibe coding platform. Auth, usage tracking, chat history, personalized profiles, paywall \u2014 all included. Your audience gets 24\/7 AI-guided support. You get higher retention, lower churn, and a new self-serve revenue stream.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>I’m Sylvia, co-founder of MindPal.<\/p>\n<p>Over the past year, we’ve watched thousands of coaches, consultants, and educators build individual AI tools on our platform. But we kept hearing the same thing: “I don’t just want one chatbot \u2014 I want my clients to have a full suite of tools, branded as mine, in one place.”<\/p>\n<p>So we built exactly that.<\/p>\n<p>The new AI Hub Builder feature lets you go from raw expertise to a fully branded hub of AI tools in one sitting. Here’s the actual workflow:<\/p>\n<p>– You tell our AI assistant (Mindie) what tools to build \u2014 even a screenshot of your plan works<br \/>\n– Mindie generates all the AI agents and multi-agent workflows<br \/>\n– MindPal generates one complete prompt for your vibe coding platform<br \/>\n– You paste it into Base44, Lovable, Bolt, or Replit \u2014 and the full hub appears<\/p>\n<p>The hub comes with everything: user auth, usage tracking, personalized profiles shared across tools, chat history, a paywall, dark mode \u2014 the works. All from one prompt.<\/p>\n<p>I made a full walkthrough video showing the entire process end-to-end if you want to see it in action: <a href=\"https:\/\/youtu.be\/nfSmZWE13Ks\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/youtu.be\/nfSmZWE13Ks<\/a><\/p>\n<p>Would love your feedback \u2014 and if you’re an expert sitting on frameworks and methodologies that could become AI tools, drop a comment and I’ll show you what your hub could look like.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice concept. How are people actually distributing these AI hubs, though? I think many people tinker around with vibe coding platforms, but most are only personal or toy sites, and I haven’t known anyone actually making money with them yet. Do you know any case studies I can look at?<\/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\/@serenang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serenang<\/a> Great question. Yes, this is a new concept, and I don’t think many coaches and consultants actually do this yet. That’s why we are launching it today to share about this practice that I see emerging based on the patterns I see in our user community.<\/p>\n<p>When it comes to distribution, I see that most people who actually see the most success with this kind of AI hub are the ones that already have a solid, established coaching or consulting business and they add an AI layer into that. They already have the customer base, and now they are introducing a new AI layer that can provide 24\/7 on-demand support as a new value add or a revenue stream to their business. They have been pretty creative with their monetization model:<\/p>\n<ul>\n<li>\n<p>Some people will add it as part of their recurring community membership subscription if they already have a community and raise their community membership price.<\/p>\n<\/li>\n<li>\n<p>Some people would introduce it as a monthly subscription for ongoing access to these AI tools.<\/p>\n<\/li>\n<li>\n<p>Some people would sell based on a pay-per-use model, and so on.<\/p>\n<\/li>\n<\/ul>\n<p>I think, in general, the core thing is that they need to have some expertise that they are known for, and they can turn it into 24\/7 on-demand support that anybody can return to when they need the support. I have some case studies on our website at <a href=\"https:\/\/mindpal.space\/customer-success\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/mindpal.space\/customer-success<\/a> and on our YouTube channel at <a href=\"https:\/\/www.youtube.com\/playlist?list=PLy7MIoVoFV4z6NgrD-k_KnEJWnElYIz8z\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/playlist?list=PLy7MIoVoFV4z6NgrD-k_KnEJWnElYIz8z<\/a> that you can explore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@serenang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serenang<\/a> The distribution question is the right one to ask. Most vibe-coded tools die because the builder assumes the product sells itself.<\/p>\n<p>What I’ve seen work (we built Adprescription this way): pick one very specific problem for one very specific audience, make the free tier genuinely useful, and drive traffic from a channel where that audience already hangs out \u2014 in our case, Meta lead gen ads targeting business owners who are actively spending.<\/p>\n<p>The AI hub concept is compelling but it’s still a distribution problem wrapped in a product problem. Happy to share what’s worked and what hasn’t if useful.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How is this different from just building a chatbot?<\/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\/@hoai_van_nguyen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hoai_van_nguyen<\/a> Thanks for your question! A chatbot is one tool. This is a full hub \u2014 a branded website with multiple AI tools (both conversational agents and multi-step workflows), user authentication, personalized profiles, usage tracking, access control, payment gates, and analytics. <\/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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! I’m Tuan, co-founder of MindPal<\/p>\n<\/p>\n<p>Sylvia covered the how \u2014 I want to talk about the why behind the architecture<\/p>\n<\/p>\n<p>We made a deliberate choice: MindPal handles the intelligence, your vibe coding platform handles the interface. We don’t try to be both<\/p>\n<\/p>\n<p>That means you’re not locked into our UI. You own your hub entirely \u2014 the code, the hosting, the design. MindPal powers what’s underneath: the AI agents, the multi-agent workflows, the knowledge training, the conversation memory, the analytics<\/p>\n<\/p>\n<p>This separation is what makes the “one prompt” approach possible. Because MindPal already exposes everything through embeddable components with full API control \u2014 custom user IDs, session context, usage webhooks \u2014 the vibe coding platform just needs to assemble the pieces. That’s why one prompt can generate a complete hub with auth, profiles, chat history, and a paywall. The hard parts are already solved on our side<\/p>\n<\/p>\n<p>What excites me most is what this unlocks. We’ve seen coaches replace $20K\/month of 1-on-1 time with a hub their clients use daily. Course creators adding AI tool hubs to their membership and seeing retention jump because members are actually using something, not just watching. Consultants packaging their methodology into tools they sell independently, generating millions. We didn’t invent any of these use cases \u2014 our users did. We just made it possible to build the whole thing in an afternoon<\/p>\n<\/p>\n<p> If you have questions about the technical side \u2014 how the embedding works, how user context flows between your app and MindPal, how the usage webhooks fire \u2014 I’m here all day. Happy to get nerdy about it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maiquangtuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maiquangtuan<\/a> How does MindPal’s Agent Hub Builder compare to building AI tools on my own with the OpenAI API?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>feels like the hard part here is not building the hub, but giving people a reason to come back to it<br \/>how are you thinking about that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@artem_kosilov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artem_kosilov<\/a> I believe retention comes down to the utility of the tools. If you turn your expertise into 24\/7 AI agents, you\u2019re giving people a reason to return every time they have a problem. Unlike a course or 1-on-1 coaching, which can feel like a one-off, people never really stop having problems. Providing on-demand deliverables and advice without you being there is what makes a subscription model actually stick. The value is continuous.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting!! Feels like building is getting easier, but distribution is still the hard part. How are your users usually getting their first real users?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@amraniyasser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amraniyasser<\/a> Most of our successful users aren’t actually hunting for “new” users from scratch. They are coaches, consultants, and experts who already have an established audience. They usually build an AI hub to add an AI layer to their high-ticket programs to make them more valuable or as a new self-serve recurring revenue. Since they already have the trust, the AI just becomes a better, more efficient way to deliver their expertise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 “one prompt to a full hub” approach is really clever for consultants and coaches who need client-facing tools but don’t want to learn to code. I’ve seen so many people in that space cobbling together Zapier + Typeform + Notion and it’s always a mess.<\/p>\n<p>The vibe coding output (Base44\/Lovable\/Bolt prompt) is a nice touch too. How customizable is the generated hub after the initial build? Like can clients tweak individual agent behaviors without breaking everything?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Yes, you can tweak agent behaviors anytime without breaking the interface. Think of MindPal as the “brain” and your hub as the “body.”<\/p>\n<\/p>\n<p>You can update prompts, tools, or knowledge in MindPal whenever you want, and those changes reflect in your hub instantly. Because the AI logic and the UI are separate, you can iterate on how your agents think without ever touching the code.<\/p>\n<\/p>\n<p>It gives you a custom app experience with a backend that’s as easy to manage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The vibe coding + paywall stack is pretty clever – using MindPal for the AI logic and something like Lovable or Replit for the wrapper removes a ton of the boring infrastructure work. I’ve been building AI tools for a while and the auth\/billing piece is always what kills momentum. Does this work for tools that need to connect to external APIs or databases, or is it mostly self-contained AI workflows?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mykola_kondratiuk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mykola_kondratiuk<\/a> Hi Mykola! That’s a great question. MindPal is definitely not limited to self-contained workflows. It is designed to be the “brain” of your application, and it has several ways to connect with the outside world:<\/p>\n<ol>\n<li>\n<p><strong>Custom Tools (API Connections):<\/strong> You can create custom tools that allow your AI agents to fetch data from or push data to any external API or database. This means your agents can query real-time market data, update your CRM, or interact with your company\u2019s internal databases.<\/p>\n<\/li>\n<li>\n<p><strong>Model Context Protocol (MCP):<\/strong> MindPal is the first no-code platform to support MCP. Think of this as a “USB-C port” for your AI. You can plug in MCP servers (like those for Google Drive, Slack, or specific databases) using just a URL, giving your agents instant access to those external data sources and tools.<\/p>\n<\/li>\n<li>\n<p><strong>Webhook Nodes:<\/strong> Within a multi-agent workflow, you can use Webhook Nodes to send data to external automation platforms like <a href=\"http:\/\/Make.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Make.com<\/a>, Zapier, or your own custom backend at any specific step.<\/p>\n<\/li>\n<\/ol>\n<p>In short, you can use MindPal to handle all the complex AI logic and external integrations, while your wrapper focuses on the UI\/UX and user management.<\/p>\n<\/p>\n<p>Let me know if you have any other questions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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>While building agents is easier than ever, managing auth, usage tracking, and global state is still a bottleneck. We\u2019ve abstracted that infrastructure into a branded, Netflix-style hub so you can deploy and monetize your expertise in minutes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dat_vo_dinh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dat_vo_dinh<\/a> Yes! The best part is the prompt we generate is platform-agnostic. It works with any vibe coding platform you want \u2014 Base44, Lovable, Bolt, Replit, v0, and more. If you are technical, you can even use like Claude Code or Codex.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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<blockquote>\n<p>Quick note for the builders here, you’re not locked into one platform. Use MindPal for the AI brain, then generate the full hub with Base44, Lovable, Replit, or whatever vibe coding tool you prefer. Auth, paywall, chat history, all handled out of the box. What’s your go-to stack for shipping fast these days?<\/p>\n<\/blockquote>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@maiquangtuan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maiquangtuan<\/a> When it comes to vibe coding, I actually prefer v0, but I think it’s mostly because I’m technical and v0 is more optimal for engineers, but most of the friends I know use base44 and lovable. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/EW34SA3CQRL4CH\" class=\"app-title\">NextPhone<\/a><\/p>\n<div class=\"one-liner\">24\/7 AI answering service for service-based businesses<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">130<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>NextPhone\u662f\u4e00\u6b3e\u4e3a\u670d\u52a1\u578b\u4f01\u4e1a\u63d0\u4f9b\u768424\/7 AI\u7535\u8bdd\u63a5\u542c\u670d\u52a1\uff0c\u901a\u8fc7\u5728\u4e24\u79d2\u5185\u63a5\u542c\u6765\u7535\u3001\u667a\u80fd\u5e94\u7b54\u3001\u7b5b\u9009\u6f5c\u5728\u5ba2\u6237\u5e76\u5b9e\u65f6\u9884\u7ea6\uff0c\u89e3\u51b3\u4e86\u56e0\u6f0f\u63a5\u7535\u8bdd\u6216\u4eba\u529b\u4e0d\u8db3\u5bfc\u81f4\u7684\u5546\u673a\u6d41\u5931\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\/4cf74cb5-3208-4a19-9bf3-1d64b04eeb3b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1916bae0-dc44-4468-8e7c-6e6868194126.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/af395dbd-7366-4006-ac2a-7ed7de2485a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a021ee3-6168-415e-9faf-ebd7a9ef8958.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f1a17906-1508-449a-b1c7-dd8b38955daf.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\/4daaa650-a5f2-4a67-9435-d2bf97f747f2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=6iidRHipqyA\"><source src=\"https:\/\/www.youtube.com\/watch?v=6iidRHipqyA\" 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\">Customer Communication<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Virtual Assistants<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7535\u8bdd\u52a9\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5ba2\u670d<\/span><br \/>\n <span class=\"tag\">\u9884\u7ea6\u8c03\u5ea6<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">\u670d\u52a1\u578b\u4f01\u4e1a<\/span><br \/>\n <span class=\"tag\">\u9500\u552e\u7ebf\u7d22\u7b5b\u9009<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u4ea4\u4e92<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e1a\u52a1\u6d41\u7a0b\u81ea\u52a8\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\u53cd\u9988\u79ef\u6781\uff0c\u80af\u5b9a\u5176\u5feb\u901f\u63a5\u542c\u3001\u7b80\u5316\u6d41\u7a0b\u3001\u900f\u660e\u5b9a\u4ef7\u7684\u4ef7\u503c\uff0c\u5e76\u5206\u4eab\u4e86\u66ff\u4ee3\u4f20\u7edf\u4eba\u5de5\u670d\u52a1\u7684\u6210\u529f\u6848\u4f8b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u5e0c\u671b\u770b\u5230\u66f4\u591a\u5b9e\u9645\u901a\u8bdd\u6848\u4f8b\u548c\u8f6c\u5316\u7387\u6570\u636e\uff1b\u8be2\u95ee\u590d\u6742\u573a\u666f\uff08\u5982\u6cd5\u5f8b\u54a8\u8be2\uff09\u7684\u4fe1\u606f\u6536\u96c6\u80fd\u529b\uff1b\u5173\u6ce8AI\u65e0\u6cd5\u5904\u7406\u65f6\u5411\u4eba\u5de5\u7684\u65e0\u7f1d\u79fb\u4ea4\u673a\u5236\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n NextPhone\u770b\u4f3c\u662f\u53c8\u4e00\u4e2aAI\u8bed\u97f3\u5e94\u7b54\u73a9\u5bb6\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u5bf9\u670d\u52a1\u884c\u4e1a\u6838\u5fc3\u5546\u4e1a\u903b\u8f91\u7684\u7cbe\u51c6\u5207\u5165\u4e0e\u98a0\u8986\u6027\u5b9a\u4ef7\u7b56\u7565\u3002\u4ea7\u54c1\u6ca1\u6709\u505c\u7559\u5728\u201c\u4e0d\u6f0f\u63a5\u201d\u7684\u6d45\u5c42\u9700\u6c42\uff0c\u800c\u662f\u76f4\u6307\u201c\u5c06\u901a\u8bdd\u8f6c\u5316\u4e3a\u9884\u7ea6\u8ba2\u5355\u201d\u8fd9\u4e00\u7ec8\u6781\u4ef7\u503c\uff0c\u8bd5\u56fe\u6210\u4e3a\u4e1a\u52a1\u589e\u957f\u7684\u76f4\u63a5\u5f15\u64ce\u3002\u5176\u5ba3\u79f0\u7684\u201c2\u79d2\u5185\u63a5\u542c\u201d\u5e76\u975e\u6280\u672f\u70ab\u6280\uff0c\u800c\u662f\u6293\u4f4f\u4e86\u7535\u8bdd\u9500\u552e\u4e2d\u201c\u7b49\u5f85\u5373\u6d41\u5931\u201d\u7684\u9ec4\u91d1\u6cd5\u5219\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6700\u5927\u7684\u8d4c\u6ce8\u5728\u4e8e199\u7f8e\u5143\/\u6708\u7684\u65e0\u9650\u901a\u8bdd\u5b9a\u4ef7\u3002\u8fd9\u5728\u6309\u5206\u949f\u8ba1\u8d39\u7684\u4e3b\u6d41\u5e02\u573a\u4e2d\u65e0\u5f02\u4e8e\u4e00\u573a\u201c\u4ef7\u683c\u9769\u547d\u201d\uff0c\u5b83\u7c97\u66b4\u5730\u7b80\u5316\u4e86\u5ba2\u6237\u7684\u6210\u672c\u6838\u7b97\uff0c\u4f46\u4e5f\u5c06\u81ea\u8eab\u7f6e\u4e8e\u5de8\u5927\u7684\u8fd0\u8425\u98ce\u9669\u5929\u5e73\u4e4b\u4e0a\u3002\u521b\u59cb\u4eba\u627f\u8ba4\u201c\u5728\u67d0\u4e9b\u5ba2\u6237\u4e0a\u4f1a\u4e8f\u635f\u201d\uff0c\u8fd9\u63ed\u793a\u4e86\u5176\u5546\u4e1a\u6a21\u578b\u7684\u672c\u8d28\uff1a\u5b83\u5e76\u975e\u7eaf\u7cb9\u7684\u6280\u672f\u6210\u672c\u4f18\u5316\u6e38\u620f\uff0c\u800c\u662f\u4e00\u79cd\u57fa\u4e8e\u5ba2\u6237\u753b\u50cf\u7b5b\u9009\u548c\u7528\u91cf\u5e73\u5747\u5316\u7684\u7cbe\u7b97\u4ea7\u54c1\u3002\u5176\u76ee\u6807\u5ba2\u6237\u7fa4\u2014\u2014\u901a\u8bdd\u6a21\u5f0f\u76f8\u5bf9\u6807\u51c6\u7684\u4e2d\u5c0f\u578b\u670d\u52a1\u4f01\u4e1a\u2014\u2014\u662f\u5176\u6a21\u578b\u6210\u7acb\u7684\u524d\u63d0\u3002\u4e00\u65e6\u6d8c\u5165\u901a\u8bdd\u65f6\u957f\u5f02\u5e38\u6216\u6d41\u7a0b\u6781\u5176\u590d\u6742\u7684\u5ba2\u6237\uff0c\u6b64\u6a21\u5f0f\u5c06\u9762\u4e34\u4e25\u5cfb\u6311\u6218\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u590d\u6742\u4fe1\u606f\u6536\u96c6\u201d\u548c\u201c\u4eba\u5de5\u79fb\u4ea4\u201d\u7684\u8d28\u8be2\uff0c\u6070\u6070\u70b9\u4e2d\u4e86\u5f53\u524dAI\u8bed\u97f3\u4ea7\u54c1\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u3002NextPhone\u7684\u89e3\u51b3\u65b9\u6848\u770b\u4f3c\u7075\u6d3b\uff0c\u4f46\u201c\u5c3d\u53ef\u80fd\u8f6c\u63a5\u4eba\u5de5\u201d\u7684\u627f\u8bfa\uff0c\u5728\u9ad8\u5cf0\u65f6\u6bb5\u6216\u56e2\u961f\u4eba\u624b\u4e0d\u8db3\u65f6\u53ef\u80fd\u6210\u4e3a\u4f53\u9a8c\u9ed1\u6d1e\u3002\u4ea7\u54c1\u7684\u957f\u671f\u4ef7\u503c\uff0c\u5c06\u4e0d\u53d6\u51b3\u4e8e\u5176AI\u5e94\u7b54\u7684\u6d41\u7545\u5ea6\uff0c\u800c\u53d6\u51b3\u4e8e\u5176\u4f5c\u4e3a\u201c\u667a\u80fd\u8c03\u5ea6\u4e2d\u67a2\u201d\u7684\u53ef\u9760\u6027\u2014\u2014\u80fd\u5426\u5728\u590d\u6742\u5bf9\u8bdd\u4e2d\u7cbe\u51c6\u5224\u65ad\u79fb\u4ea4\u65f6\u673a\uff0c\u5e76\u5c06\u5b8c\u6574\u4e0a\u4e0b\u6587\u65e0\u7f1d\u4f20\u9012\u7ed9\u4eba\u7c7b\u5750\u5e2d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cNextPhone\u5c55\u73b0\u4e86\u4e00\u79cd\u52a1\u5b9e\u7684AI\u5e94\u7528\u601d\u8def\uff1a\u4e0d\u8ffd\u6c42\u53d6\u4ee3\u4eba\u7c7b\uff0c\u800c\u662f\u5728\u4eba\u7c7b\u6548\u7387\u4f4e\u4e0b\u7684\u73af\u8282\uff0824\/7\u5f85\u547d\u3001\u91cd\u590d\u6027\u95ee\u7b54\u3001\u521d\u6b65\u7b5b\u9009\uff09\u8fdb\u884c\u89c4\u6a21\u5316\u66ff\u4ee3\uff0c\u5e76\u901a\u8fc7\u6781\u7b80\u96c6\u6210\uff085\u5206\u949f\u8bbe\u7f6e\u3001\u65e5\u5386\u540c\u6b65\uff09\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u201c\u65e0\u9650\u901a\u8bdd\u201d\u7684\u8bf1\u60d1\u4e0b\uff0c\u6301\u7eed\u5b88\u4f4f\u670d\u52a1\u8d28\u91cf\u7684\u5e95\u7ebf\uff0c\u5e76\u8bc1\u660e\u5176\u5e26\u6765\u7684\u9884\u7ea6\u8f6c\u5316\u63d0\u5347\uff0c\u8db3\u4ee5\u8ba9\u5ba2\u6237\u5ffd\u89c6\u90a3\u5076\u5c14\u51fa\u73b0\u7684\u3001\u751f\u786c\u7684AI\u5bf9\u8bdd\u77ac\u95f4\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">NextPhone<\/span>\n <\/div>\n<div class=\"comment-content\">Answer, qualify, schedule and convert every caller. NextPhone picks up in under 2 seconds, answers questions qualifies caller, and sends books directly in your calendar in real-time. It also sounds just like a human. Nextphone provides you with a phone number where you AI Phone agent lives 24\/7. You can keep your number or get a dedicated one to forward calls to. Built for businesses that receive a lot of calls including law firms, home services, roofing, insurance brokers and many more.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH! Yan here, founder of NextPhone.<\/p>\n<p>At the beginning of 2025, voice AI was finally getting good enough to handle real phone conversations. So I built an iOS app called TTYL \u2014 an AI answering service for solo business operators. It took off. 4000+ of solopreneurs use it today, and it’s handled over 500k calls.<\/p>\n<p>But I kept getting the same request from slightly larger businesses: “We love how simple TTYL is, but we need this on the web. We have a small team, multiple calendars, CRM integrations – can you build something for us?”<\/p>\n<p>So that’s NextPhone. The same dead-simple setup that solo operators loved about TTYL, but built for growing service businesses \u2014 web-based, with real-time calendar booking, CRM syncing, and the integrations you actually need.<\/p>\n<p>Here’s what it does: NextPhone picks up your calls in under 2 seconds, answers questions about your business, qualifies the lead, and books the job directly into your calendar. We train it on your website and you’re live in less than 5 minutes. We give you a US number or you can port over your existing one.<\/p>\n<p>A few things that matter:<\/p>\n<p>– Flat plans with unlimited calls, no overage fees<br \/>– Actually books appointments in your calendar<br \/>– Instant human transfer to your team<br \/>– 10+ languages<\/p>\n<p>We’re being used by insurance brokers, law firms, HVAC companies, roofers, pest control, photographers – basically anyone who can’t afford to miss calls but also can’t sit by the phone all day.<\/p>\n<p>The 7-day free trial is completely open \u2014 unlimited calls, full features, cancel anytime. Would love for you to try a demo call and tell me 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<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it for my cousins construction company last month and it has enabled him to remove himself as bottle neck of his business with 20+ missed calls a day.<\/p>\n<\/p>\n<p>He loves 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>Ive been paying Ruby Receptionists like $400\/mo and honestly they still put people on hold and get stuff wrong half the time. if this is even close to as good as the demo im switching<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@angelaaa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@angelaaa<\/a> We have a lot of users coming from legacy human answering service for the speed of answering, consistency of questions\/answers and of course costs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Flat $199\/mo unlimited calls is a gutsy pricing move in a space where everyone’s charging per minute and hoping you don’t notice. Respect the transparency<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@samet_sezer\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@samet_sezer<\/a> Absolutely! We work with a company used to work wtih an answering service where their initial plan started at $99\/month and and didn’t realise they were getting charged $1,700 \/ month for a few months!<\/p>\n<\/p>\n<p>Ofc we can’t do unlimited calls for complex use cases (e.g., complex call routing, qualifications, integrations) but for simple ones we are able to honor it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\u201cAnswer every call\u201d is table stakes.<br \/>\nThe real value is converting those calls into booked jobs.<br \/>\nWhat % uplift in bookings are you seeing vs missed calls \/ voicemail?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 like the <2 second pickup time \u2014 that’s the benchmark we’ve seen matters most for caller retention. We build similar AI voice agents for service businesses using Vapi + Deepgram + Twilio stack, and the flat $199\/mo pricing is a bold move vs. per-minute competitors.<\/p>\n<\/p>\n<p>Curious: how do you handle the handoff when the AI can’t resolve a call \u2014 does it warm-transfer to a human with full context, or does it schedule a callback? That’s been the trickiest part in our deployments. 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\/@ksagachev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ksagachev<\/a> Both can work! We try to transfer to humans as much as possible but scheduling also works (e.g., we send a booking link or schedule directly on the call!).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Some case studies and examples of actual voice calls in play would be beneficial. I just can’t imagine letting an AI out the box handle the most valuable part of the pipeline without evidence that it worked so well in many contexts.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kevin_mcdonagh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_mcdonagh1<\/a> Yeah 100% agreed. We usually recommend people getting started to run test calls first pretending to be their existing customers and test edge-cases they only know about their callers. Once they do 10-15 calls and a few iterations of improving the agent prompt they are usually comfortable to launch it! Of course they need to monitor it to make sure edge cases get addressed but I’d say that initial setup covers 95% of calls. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Smart to go flat-rate, that’s a big differentiator in this space. How do you manage token costs internally though? Are you basing margins on averages across the customer base, i.e. some you win some you lose?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@simon_moxon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@simon_moxon<\/a> Given our current ICP and available integrations\/features, most companies we work with fit within a similar range in terms of scale\/call volume. So volume hasn’t been much of an issue so far. We do lose money on some customers but not the majority. Of course I’m sure this will evolve and some crazy new use case\/customer type will come-up that may require us to rethink our model!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it also pick up specific tone or like the brand voice of your brand? Congrats on the huge launch, <a href=\"https:\/\/www.producthunt.com\/@yanismellata\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"yanismellata\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yanismellata<\/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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Yeah absolulely. We ingest all of your brands online presence to build a knowledge base + tone\/brand guide. The agent uses that to have conversations!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Quick question – can it handle more complex intake stuff? Like in PI law we need to ask about accident date, if theyve seen a doctor, insurance info etc before we even know if we want the case. Can you set that up or is it more basic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Hey <a href=\"https:\/\/www.producthunt.com\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a> , yes!<\/p>\n<p>You can set up various intake \/ qualification questions with routing. E.g., if existing customers ask X questions, if new customer ask Y questions. The agent will of course always collect name and phone number. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/SHNQ66DEM4OEJB\" class=\"app-title\">LelaAI<\/a><\/p>\n<div class=\"one-liner\">Learn languages by reading real articles<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">116<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LelaAI\u662f\u4e00\u6b3e\u901a\u8fc7\u9605\u8bfb\u771f\u5b9e\u65b0\u95fb\u6587\u7ae0\u5e76\u63d0\u4f9b\u884c\u5185\u7ffb\u8bd1\u6765\u5b66\u4e60\u8bed\u8a00\u7684\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4f20\u7edf\u8bed\u8a00\u5b66\u4e60\u5e94\u7528\u4e2d\u957f\u671f\u5b66\u4e60\u5374\u65e0\u6cd5\u5b9e\u9645\u9605\u8bfb\u771f\u5b9e\u5185\u5bb9\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/286bcb93-24df-40c6-a733-6cbba4e6e240.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ce4c9015-1b28-418b-bd54-8b7de844c037.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b3097b2e-2c3d-4849-8527-4d44f89d4baa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2875cd82-3c14-44d5-9f35-ac63b531ded5.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\">Education<\/span><br \/>\n <span class=\"tag\">Languages<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u8a00\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u9605\u8bfb\u5b66\u4e60\u6cd5<\/span><br \/>\n <span class=\"tag\">\u771f\u5b9e\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u884c\u5185\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u8bcd\u6c47\u95ea\u5361<\/span><br \/>\n <span class=\"tag\">\u65b0\u95fb\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u53bb\u6e38\u620f\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u5f00\u53d1<\/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\u5171\u9e23\u4e8e\u4f20\u7edf\u5e94\u7528\uff08\u5982Duolingo\uff09\u201c\u53ea\u5237\u5206\u3001\u65e0\u5b9e\u6548\u201d\u7684\u75db\u70b9\uff0c\u9ad8\u5ea6\u8ba4\u53ef\u57fa\u4e8e\u771f\u5b9e\u6587\u7ae0\u7684\u5b66\u4e60\u7406\u5ff5\u3002\u4e3b\u8981\u53cd\u9988\u5305\u62ec\uff1a\u8d5e\u8d4f\u8bbe\u8ba1\u3001\u5185\u5bb9\u6e90\u548c\u9690\u79c1\u5904\u7406\uff1b\u5efa\u8bae\u589e\u52a0\u6309\u5174\u8da3\u6216\u96be\u5ea6\u7b5b\u9009\u5185\u5bb9\u7684\u529f\u80fd\uff1b\u8be2\u95ee\u5bf9\u521d\u5b66\u8005\u7684\u53cb\u597d\u5ea6\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 LelaAI\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u65b0\u5e94\u7528\u7684\u8bde\u751f\uff0c\u4e0d\u5982\u8bf4\u662f\u5bf9\u6cdb\u6ee5\u6210\u707e\u7684\u201c\u6e38\u620f\u5316\u201d\u8bed\u8a00\u5b66\u4e60\u5e02\u573a\u7684\u4e00\u6b21\u7cbe\u51c6\u53cd\u53db\u3002\u5b83\u654f\u9510\u5730\u523a\u4e2d\u4e86\u4e00\u4e2a\u5e7f\u6cdb\u5b58\u5728\u7684\u7528\u6237\u5e7b\u706d\u611f\uff1a\u6570\u767e\u5929\u7684\u6253\u5361\u8fde\u80dc\uff0c\u6362\u6765\u7684\u5374\u662f\u9762\u5bf9\u4e00\u7bc7\u771f\u5b9e\u65b0\u95fb\u65f6\u7684\u832b\u7136\u65e0\u63aa\u3002\u4ea7\u54c1\u5c06\u201c\u5e7f\u6cdb\u6027\u9605\u8bfb\u201d\u8fd9\u4e00\u88ab\u5b66\u672f\u7814\u7a76\u8bc1\u5b9e\u6709\u6548\u3001\u5374\u88ab\u4e3b\u6d41\u5e94\u7528\u5ffd\u89c6\u7684\u65b9\u6cd5\u8bba\u4f5c\u4e3a\u6838\u5fc3\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u70ab\u6280\uff08\u5982\u5229\u7528\u82f9\u679c\u8bbe\u5907\u7aef\u7ffb\u8bd1\u6846\u67b6\uff09\uff0c\u800c\u5728\u4e8e\u5b83\u8fdb\u884c\u4e86\u4e00\u6b21\u5173\u952e\u7684\u201c\u4ef7\u503c\u56de\u5f52\u201d\u2014\u2014\u5c06\u5b66\u4e60\u4f53\u9a8c\u7684\u8861\u91cf\u6807\u51c6\u4ece\u201c\u5e94\u7528\u5185\u53c2\u4e0e\u5ea6\u6307\u6807\u201d\u91cd\u65b0\u6821\u51c6\u4e3a\u201c\u771f\u5b9e\u4e16\u754c\u7684\u7406\u89e3\u80fd\u529b\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u4e0e\u673a\u9047\u540c\u6837\u9c9c\u660e\u3002\u673a\u9047\u5728\u4e8e\u5b83\u5207\u5165\u4e86\u4e00\u4e2a\u9700\u6c42\u660e\u786e\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u5df2\u8fc7\u5165\u95e8\u9636\u6bb5\u3001\u6e34\u671b\u63a5\u89e6\u771f\u5b9e\u8bed\u6599\u5e76\u5bfb\u6c42\u7ed3\u6784\u5316\u8f85\u52a9\u7684\u4e2d\u7ea7\u5b66\u4e60\u8005\u3002\u5176\u201c\u53bb\u6e38\u620f\u5316\u201d\u7684\u6781\u5ba2\u98ce\u683c\uff0c\u5bf9\u538c\u5026\u4e86\u5361\u901a\u732b\u5934\u9e70\u7684\u7528\u6237\u5177\u6709\u5f3a\u5927\u5438\u5f15\u529b\u3002\u4f46\u6311\u6218\u4ea6\u968f\u4e4b\u800c\u6765\uff1a\u9996\u5148\uff0c\u4ea7\u54c1\u903b\u8f91\u9ed8\u8ba4\u7528\u6237\u5177\u5907\u4e00\u5b9a\u57fa\u7840\uff0c\u5982\u4f55\u5e73\u6ed1\u201c\u4ece\u5b66\u4e60\u5e94\u7528\u5230\u771f\u5b9e\u6587\u7ae0\u201d\u7684\u9661\u5ced\u66f2\u7ebf\uff0c\u662f\u5176\u9700\u8981\u89e3\u51b3\u7684\u201c\u65b0\u624b\u9e3f\u6c9f\u201d\u3002\u5f00\u53d1\u8005\u56de\u5e94\u7528\u6237\u5c06\u63d0\u4f9b\u8bcd\u6c47\u7b49\u7ea7\u63a7\u5236\u7684\u601d\u8def\u662f\u6b63\u786e\u7684\u65b9\u5411\u3002\u5176\u6b21\uff0c\u5176\u5185\u5bb9\u4f9d\u8d56\u5408\u4f5c\u65b0\u95fb\u6e90\uff0c\u5728\u5185\u5bb9\u7684\u53ef\u6301\u7eed\u6027\u3001\u7248\u6743\u5408\u89c4\u6027\u4ee5\u53ca\u66f4\u5173\u952e\u7684\u5174\u8da3\u5339\u914d\u5ea6\u4e0a\uff0c\u4ecd\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u7528\u6237\u7684\u201c\u6309\u5174\u8da3\u7b5b\u9009\u201d\u5efa\u8bae\u76f4\u6307\u6838\u5fc3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cLelaAI\u4e0d\u662f\u53e6\u4e00\u4e2a\u8bd5\u56fe\u8986\u76d6\u6240\u6709\u5b66\u4e60\u573a\u666f\u7684\u201c\u5e73\u53f0\u201d\uff0c\u800c\u662f\u4e00\u4e2a\u9ad8\u5ea6\u805a\u7126\u7684\u201c\u8d4b\u80fd\u5de5\u5177\u201d\u3002\u5b83\u4e0d\u6559\u6388\u8bed\u8a00\u89c4\u5219\uff0c\u800c\u662f\u81f4\u529b\u4e8e\u626b\u9664\u7406\u89e3\u771f\u5b9e\u5185\u5bb9\u7684\u969c\u788d\u3002\u5982\u679c\u5b83\u80fd\u6301\u7eed\u4f18\u5316\u5185\u5bb9\u5339\u914d\u7b97\u6cd5\uff0c\u5e76\u56f4\u7ed5\u201c\u9605\u8bfb\u201d\u6784\u5efa\u66f4\u6df1\u7684\u8f85\u52a9\u529f\u80fd\uff08\u5982\u8bed\u6cd5\u70b9\u63d0\u793a\u3001\u80cc\u666f\u6587\u5316\u6ce8\u89e3\uff09\uff0c\u5b83\u6709\u671b\u6210\u4e3a\u8bed\u8a00\u5b66\u4e60\u8005\u4ece\u865a\u62df\u6e29\u5ba4\u8fc8\u5411\u771f\u5b9e\u4e16\u754c\u7684\u90a3\u5ea7\u5173\u952e\u6865\u6881\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u9a8c\u8bc1\u4e00\u4e2a\u6734\u7d20\u7684\u89c2\u70b9\uff1a\u6700\u9ad8\u7ea7\u7684\u6fc0\u52b1\uff0c\u6765\u81ea\u4e8e\u201c\u8bfb\u61c2\u4e16\u754c\u201d\u672c\u8eab\uff0c\u800c\u975e\u5e94\u7528\u91cc\u7684\u4e00\u4e32\u6570\u5b57\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\">LelaAI<\/span>\n <\/div>\n<div class=\"comment-content\">I built Lela because Duolingo didn’t work for me. 400+ days of streaks and I still couldn’t read a news article. Lela takes a different approach: learn by reading real content. 1. Browse articles from top news sources or share any webpage 2. Every word shows its translation inline \u2014 just read naturally 3. Tap words you know to build your vocabulary 4. Quiz yourself with flashcards made from your words No streaks. No cartoon owls. Just reading \u2014 the way languages were always meant to be learned.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH! \ud83d\udc4b<\/p>\n<p>I’m Pung, the solo dev behind LelaAI.<\/p>\n<p>Quick backstory: I had a 400+ day Duolingo streak and still couldn’t read a German newspaper. That bugged me. <\/p>\n<p>Research backs this up, extensive reading is one of the most effective ways to acquire a language, yet most apps ignore it completely.<\/p>\n<p> So I built LelaAI. The idea is dead simple: read things you actually care about, in the language you’re learning, with translations right there when you need them. Over time, you tap fewer and fewer words. That’s real progress not XP points.<\/p>\n<p>A few things I’m proud of:<\/p>\n<p>– Explore tab \u2014 fresh articles daily from real news sources (Tagesschau, BBC Mundo, Le Monde, and more) so you always have something to read<br \/>\n– Flashcard quizzes \u2014 test yourself on words you’ve actually learned from reading, not random vocabulary lists<br \/>\n– Zero cloud dependency for translations \u2014 everything runs through Apple’s on-device Translation framework, so it’s fast and private<br \/>\n– Share extension \u2014 see an interesting article in Safari? Share it to Lela and start reading with translations instantly<br \/>\n– No engagement tricks \u2014 no streaks, no lives, no ads. Just reading.<\/p>\n<p>Would love your feedback. What languages are you learning? What kind of content would you want to read?<\/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\/@pungme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pungme<\/a> Love the design! The “no cartoon owls” philosophy really shows in the UI. As someone learning Portuguese through real articles and news, this approach makes so much more sense than gamified apps. 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<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My level of learning is the same. Using DuoLingo for 1100+ days and not able to create some reasonable sentence \ud83d\ude00<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> oh wow, 1100+ days in impressive non-the-less! \ud83d\ude05<\/p>\n<p>But yeah\u2026 that\u2019s exactly the problem we\u2019re trying to solve. Many apps optimize for streaks, not real language output. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I am nearly 500 days on duolingo and I started to really feel that i am using it just to keep the streak going.<br \/>The articles based approach seems pretty interesting.<br \/>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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love this. this would solve the problem of me having to open the translator each time i see an unfamiliar word in a book i\u2019m reading \ud83d\ude42 simple and powerful! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@emiliia_khasanova\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emiliia_khasanova<\/a> Thank you! looking forward to your feedback \ud83d\ude00 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 great fun, if you could choose preferred content like techmeme. I’d look through this app in that case.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@kevin_mcdonagh1 will add this!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 totally relate to this because I started learning German with Duolingo and it didn’t work for me. Learning through real articles is definitely the better way to go.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@alina_anitei\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alina_anitei<\/a> I’m glad you agree!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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, everything is so cute, i love it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@nafis_amiri thanks! \ud83d\ude47\ud83c\udffb\u200d\u2642\ufe0f\ud83d\ude4f\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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Another owl victim here \ud83e\udd89 Had 200+ days streak and realized I was opening the app for the streak, not for English. The moment I missed one day – zero motivation to come back.<\/p>\n<p>Learning through real articles is double useful – you actually learn the language AND stay informed. That’s smart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@virtualviki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@virtualviki<\/a> \u201cAnother owl victim\u201d should be an official support group at this point \ud83e\udd89\ud83d\ude02<\/p>\n<p>Totally agree though once the streak breaks, the illusion kind of breaks with it too.<\/p>\n<p>Real-world content just works better imo. You\u2019re learning <em>and<\/em> getting something genuinely interesting out of it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pungme\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pungme\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pungme<\/a> love the real-content approach, but how does it handle difficulty levels? Can beginners jump straight to news articles, or do you recommend starting with simpler sources? And does it suggest articles based on vocabulary level? Thanks)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@denious\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@denious<\/a> Thanks for the feedback! Right now, you can tap the word you know, and that word will never show up again in any future article. So, in the beginning, you might need to tap a few words until you reach the point where you don\u2019t understand those words anymore. <\/p>\n<p>In the future, I will let users decide the level of vocab. Try it out and let me know what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool idea \u2014 I had exactly the same problem learning German.<\/p>\n<p>I used Duolingo and Assimil for a while, but I kept getting bored with the lessons, and the gap between learning apps and real newspapers always felt huge. When I tried reading actual articles, it was just too hard and frustrating.<\/p>\n<p>I\u2019ve always felt there was a real need for a tool that gradually increases difficulty while keeping the content interesting and meaningful.<\/p>\n<p>Learning through real content feels much closer to how we actually acquire languages.<\/p>\n<p>Love the “no streaks, no gimmicks” philosophy too \u2014 focusing on real progress instead of engagement tricks makes a lot of sense.<\/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<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The Explore tab pulling from real news sources like Tagesschau and Le Monde is what makes this stick. Reading graded content never felt like actual language use, but a real German newspaper article with inline translations and the option to tap away words you already know bridges that gap. Zero cloud dependency for translations is a nice touch too… on-device processing means it actually works offline, which matters when you’re commuting or traveling.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/SJFYALPDQDNXXJ\" class=\"app-title\">Ordo<\/a><\/p>\n<div class=\"one-liner\">Finally a saving app that works<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">114<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7AI\u81ea\u52a8\u6574\u7406\uff0c\u5e2e\u52a9\u7528\u6237\u9ad8\u6548\u4fdd\u5b58\u5e76\u91cd\u65b0\u53d1\u73b0\u6765\u81eaInstagram\u3001TikTok\u548cYouTube\u7b49\u5e73\u53f0\u5185\u5bb9\u7684\u4e2a\u4eba\u8d44\u6599\u5e93\u5e94\u7528\uff0c\u89e3\u51b3\u4e86\u4fe1\u606f\u788e\u7247\u5316\u65f6\u4ee3\u201c\u5b58\u6613\u627e\u96be\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 <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e02ca6bb-59aa-4808-9219-2c7d61d34ac9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cd293742-74a3-4f08-a480-5f47290fd3cc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79c95f37-11a4-4ab0-90b2-83fcf9bc1352.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/490de528-ddff-4472-bacb-ed06c6009644.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6dbcd984-d61e-47bd-8839-210cdeecc0a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a903e70d-55bb-47b6-92bc-20b267a0d3ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/250f962f-bf23-412c-9633-b0700e4d1809.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/591cf823-8d1b-45fb-bb33-c01796c0acba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/894830e5-11d9-4c3c-afa2-add79ba2d0b6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c9fe2ded-4995-4bb2-91a1-66bb1a20ffa5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74199d55-0eb6-4940-b7d8-def9a8160a78.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9e6dea63-2ac2-4114-a04b-d4d6eab47293.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5fe5ff6-cbe0-4f7c-b670-11868711608a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ce0505b-2fc0-4271-81d8-42b18b19ff8f.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\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5185\u5bb9\u6536\u85cf\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u4fdd\u5b58<\/span><br \/>\n <span class=\"tag\">AI\u81ea\u52a8\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9632\u4e22\u5931\u5b58\u6863<\/span><br \/>\n <span class=\"tag\">\u793e\u4ea4\u5a92\u4f53<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u8fc7\u8f7d\u89e3\u51b3\u65b9\u6848<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u201c\u5b58\u6613\u627e\u96be\u201d\u7684\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u81ea\u52a8\u6574\u7406\u4e0e\u8de8\u5e73\u53f0\u80fd\u529b\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\u96c6\u4e2d\u5728\uff1a\u8be2\u95ee\u81ea\u52a8\u6574\u7406\u7684\u5177\u4f53\u903b\u8f91\u3001\u671f\u5f85\u6d4f\u89c8\u5668\u6269\u5c55\u4ee5\u652f\u6301\u684c\u9762\u7aef\u3001\u5173\u5fc3\u5185\u5bb9\u5728\u6e90\u5e73\u53f0\u5220\u9664\u540e\u662f\u5426\u4ecd\u53ef\u672c\u5730\u8bbf\u95ee\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4\u4e86\u672c\u5730\u4fdd\u5b58\u673a\u5236\u53ca\u5f00\u53d1\u684c\u9762\u7aef\u7684\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Ordo\u5207\u5165\u4e86\u4e00\u4e2a\u9ad8\u5ea6\u5171\u9e23\u4f46\u7ade\u4e89\u4ea6\u4e0d\u9c9c\u89c1\u7684\u8d5b\u9053\uff1a\u4fe1\u606f\u6536\u85cf\u4e0e\u7ba1\u7406\u3002\u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u5e76\u975e\u7b80\u5355\u7684\u201c\u53e6\u4e00\u4e2a\u4e66\u7b7e\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u7528AI\u81ea\u52a8\u5316\u66ff\u4ee3\u7528\u6237\u7684\u624b\u52a8\u5206\u7c7b\uff0c\u5e76\u627f\u8bfa\u5b9e\u73b0\u201c\u65e0\u9700\u7cbe\u786e\u8bb0\u5fc6\u201d\u7684\u667a\u80fd\u627e\u56de\u3002\u8fd9\u76f4\u51fb\u4e86\u5f53\u524d\u6536\u85cf\u7c7b\u5de5\u5177\u6700\u5927\u7684\u963f\u5580\u7409\u65af\u4e4b\u8e35\u2014\u2014\u6536\u85cf\u5939\u6700\u7ec8\u6ca6\u4e3a\u65e0\u6cd5\u68c0\u7d22\u7684\u201c\u6570\u5b57\u575f\u5893\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u5176\u771f\u6b63\u7684\u5438\u5f15\u529b\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u8de8\u5e73\u53f0\uff08\u5c24\u5176\u662f\u77ed\u89c6\u9891\uff09\u5185\u5bb9\u7684\u4e00\u7ad9\u5f0f\u672c\u5730\u5316\u4fdd\u5b58\uff0c\u8fd9\u89e3\u51b3\u4e86\u7528\u6237\u5bf9\u5185\u5bb9\u88ab\u539f\u4f5c\u8005\u5220\u9664\u7684\u7126\u8651\uff0c\u63d0\u4f9b\u4e86\u6570\u5b57\u201c\u4fdd\u9669\u67dc\u201d\u529f\u80fd\uff1b\u4e8c\u662f\u201c\u81ea\u52a8\u6574\u7406\u201d\u7684\u627f\u8bfa\uff0c\u8fce\u5408\u4e86\u7528\u6237\u4e0d\u613f\u6295\u5165\u989d\u5916\u7ba1\u7406\u7cbe\u529b\u7684\u60f0\u6027\u5fc3\u7406\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6b63\u662f\u5176\u6700\u5927\u7684\u98ce\u9669\u4e0e\u8003\u9a8c\u6240\u5728\u3002AI\u6574\u7406\u7684\u201c\u667a\u80fd\u201d\u7a0b\u5ea6\u662f\u5426\u8db3\u591f\u7406\u89e3\u7528\u6237\u6a21\u7cca\u7684\u610f\u56fe\u548c\u4e0a\u4e0b\u6587\uff1f\u5176\u5206\u7c7b\u903b\u8f91\u80fd\u5426\u4e0e\u7528\u6237\u5343\u5dee\u4e07\u522b\u7684\u8ba4\u77e5\u6a21\u578b\u5339\u914d\uff1f\u76ee\u524d\u4fe1\u606f\u5e76\u672a\u7ed9\u51fa\u4ee4\u4eba\u4fe1\u670d\u7684\u6280\u672f\u7ec6\u8282\u3002\u82e5\u5176AI\u4ec5\u80fd\u8fdb\u884c\u57fa\u7840\u7684\u6807\u7b7e\u5206\u7c7b\u6216\u5185\u5bb9\u7c7b\u578b\u8bc6\u522b\uff0c\u800c\u65e0\u6cd5\u5b9e\u73b0\u6df1\u5ea6\u7684\u8bed\u4e49\u5173\u8054\u4e0e\u60c5\u5883\u5316\u63a8\u8350\uff0c\u90a3\u4e48\u5b83\u5f88\u53ef\u80fd\u91cd\u8e48\u8986\u8f99\uff0c\u4ec5\u4ec5\u662f\u5c06\u201c\u6241\u5e73\u7684\u672a\u6574\u7406\u5217\u8868\u201d\u53d8\u6210\u4e86\u201c\u7ecf\u8fc7\u7c97\u7565\u5206\u7c7b\u7684\u6587\u4ef6\u5939\u201d\uff0c\u5e76\u672a\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u201c\u627e\u4e0d\u5230\u201d\u7684\u95ee\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u4e0e\u957f\u671f\u53ef\u6301\u7eed\u6027\u5b58\u7591\u3002\u672c\u5730\u5b58\u50a8\u4e0e\u5904\u7406\u5bf9\u7528\u6237\u8bbe\u5907\u8d44\u6e90\u7684\u5f71\u54cd\u3001\u672a\u6765\u662f\u5426\u5f15\u5165\u8ba2\u9605\u5236\u3001\u4ee5\u53ca\u5982\u4f55\u5904\u7406\u7248\u6743\u654f\u611f\u5185\u5bb9\u7684\u4fdd\u5b58\uff0c\u90fd\u662f\u6f5c\u5728\u7684\u6311\u6218\u3002\u603b\u4f53\u800c\u8a00\uff0cOrdo\u63d0\u51fa\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u547d\u9898\uff0c\u5e76\u83b7\u5f97\u4e86\u5e02\u573a\u7684\u521d\u6b65\u79ef\u6781\u4fe1\u53f7\u3002\u4f46\u5176\u6210\u8d25\u5b8c\u5168\u7cfb\u4e8e\u5176AI\u5f15\u64ce\u7684\u5b9e\u6218\u80fd\u529b\u4e0e\u7528\u6237\u4f53\u9a8c\u6df1\u5ea6\uff0c\u82e5\u4e0d\u80fd\u5728\u6b64\u5efa\u7acb\u663e\u8457\u58c1\u5792\uff0c\u5b83\u5f88\u53ef\u80fd\u53ea\u662f\u53c8\u4e00\u4e2a\u5728\u201c\u89e3\u51b3\u6570\u5b57\u6df7\u4e71\u201d\u9053\u8def\u4e0a\uff0c\u81ea\u8eab\u5374\u53ef\u80fd\u88ab\u9057\u5fd8\u7684\u8fc7\u5ba2\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\">Ordo<\/span>\n <\/div>\n<div class=\"comment-content\">Save and organize your favorite content from Instagram, TikTok, and YouTube. Your personal library, always ready when you need it.<\/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>Saving ideas, links, products, notes\u2026 we all do it.<br \/>\nBut finding them again when we actually need them? That\u2019s the real struggle.<\/p>\n<p>That\u2019s exactly why we built Ordo.<\/p>\n<p>Ordo helps you save, organise and instantly rediscover everything important, without the chaos of screenshots, scattered notes or endless bookmarks.<\/p>\n<p>Here\u2019s what you can do with Ordo<br \/>\n\u2022 Save anything in seconds<br \/>\n\u2022 Everything gets automatically organised by our AI, so you don\u2019t have to sort or manage it manually<br \/>\n\u2022 Find what you saved exactly when you need it, with minimal effort<br \/>\n\u2022 Navigate easily while reducing digital clutter and decision fatigue<\/p>\n<p>And today we\u2019re really excited to share that Ordo is now available on Android as well.<br \/>\nYou can now find us on both the Play Store and the App Store. <\/p>\n<p>This is a big step for us and we would genuinely love your support and feedback.<\/p>\n<p>Where do you currently save things?<br \/>\nWhat frustrates you the most when trying to find them later?<\/p>\n<p>Try Ordo, share your thoughts, and help us build something truly useful \u2764\ufe0f<\/p>\n<p>Let\u2019s make saving smarter.<\/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\/@muskan__verma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@muskan__verma<\/a> I\u2019ve been looking for something like this and finally found it! The design is impressive. I think the concept is spot-on – giving users exactly what they need, right when they need it. People have a hard time making decisions, especially these days. I\u2019ll definitely try your product! 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>been looking for something like this for ages. saving reels is easy but finding them later is the real problem. does the auto-organize work based on content type, or do you set the categories manually? also wondering if there are plans for a browser extension to save from desktop too?<\/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\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> Haha we hear this a lot, saving is easy\u2026 finding later is where the real struggle and honestly, that\u2019s exactly how the idea of Ordo started.<\/p>\n<p>Auto-organise works quietly in the background. Ordo tries to understand the content type and sort things in a smart way for you, so you don\u2019t have to think too much about managing everything.<\/p>\n<p>And yes, desktop saving is definitely on our mind. We already have a Mac app live, and a browser extension is definitely on our radar.<\/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 useful imo, I have my MEMEs all over the platforms. Does it save locally within the app? Or when someone deletes the content from their profile, will it be reflected in this app too? (I mean, the content will disappear in Ordo as well). <\/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\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Yes, we save the content locally within the app.<\/p>\n<p>So even if the original post, reel, or link gets deleted from the source platform later, it will still stay safe in Ordo. Once you save something, we fetch the key details and store them on our system so you can revisit them anytime.<\/p>\n<p>That said, you won\u2019t be able to open the original source once it has been deleted. We don\u2019t host the source content itself. we simply provide a redirection CTA. In cases where the content is removed from the original platform, that will no longer work.<\/p>\n<p>Over time, many people find it useful not just for memes, but also for keeping track of interesting finds they may want to come back to later, you should explore the app once.<\/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>If Ordo can retrieve that TikTok you saved three months ago when you can’t recall the title, that’s the part that matters. Most bookmark apps become digital graveyards because the find step never works.<\/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\">@piroune_balachandran Absolutely agree, this is exactly the problem we are solving with Ordo.<\/p>\n<p>Saving content is easy, but finding it later without remembering the exact title is where most tools fail. With Ordo, you can rediscover what you saved by searching through relevant keywords, places, context, or even look by categories.<\/p>\n<p>We have intentionally optimised search for effortless rediscovery. That\u2019s why our philosophy is simple, Save. Organise. Rediscover.<\/p>\n<p>Would love for you to try the app and see if it solves this use case for you \ud83d\ude42<\/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>The auto-organize for saved reels is the piece no one has gotten right yet \u2014 every other tool just dumps things into a flat list you never dig through again. Love that this works across Instagram, TikTok, and YouTube in one place. We build tools for independent musicians, and artists constantly save reference tracks, promo ideas, and visual inspo across platforms with zero system to find it again. This solves a real pain. Congrats on the launch, Muskan!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\">This is useful. I’ve been thinking about building something similar but for different niche. Was spectical about the Idea, but now, will see how yours will perform and then execute my plan.<\/div>\n<div class=\"comment-actions\">\n<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\">@rohitks7 Really appreciate the honesty, Rohit skepticism is fair we questioned the idea a lot ourselves before building. We\u2019re focused on solving this problem deeply and learning fast from real user behaviour. Would genuinely love for you to try the app and share your thoughts. And all the best for what you plan to build in your niche, more builders tackling real problems is always a win.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Y4HVT34CJNSMGA\" class=\"app-title\">Flux<\/a><\/p>\n<div class=\"one-liner\">Fix production bugs by replaying them locally<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">109<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Flux\u901a\u8fc7\u5f55\u5236API\u6267\u884c\u8fc7\u7a0b\uff0c\u8ba9\u5f00\u53d1\u8005\u80fd\u5728\u672c\u5730\u7cbe\u51c6\u590d\u73b0\u7ebf\u4e0a\u6545\u969c\uff0c\u89e3\u51b3\u751f\u4ea7\u73af\u5883\u8c03\u8bd5\u4f9d\u8d56\u65e5\u5fd7\u731c\u6d4b\u3001\u96be\u4ee5\u590d\u73b0\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\/a0e9c771-cfbb-4f01-bf8b-f915728360c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8db883b-0bf0-4a32-8c79-6c4e37881c5c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c150fc4e-9c23-4e13-8b7b-97b786e1e9a4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a59166af-7b8e-482c-a301-8a1c7a7d47b3.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\/fe50de47-2672-4af3-89a2-fd5fc0fbd7ca.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/ybJYRb0EfKo\"><source src=\"https:\/\/youtu.be\/ybJYRb0EfKo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8c03\u8bd5\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u5f55\u5236<\/span><br \/>\n <span class=\"tag\">\u6545\u969c\u590d\u73b0<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u73af\u5883<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8fd0\u7ef4<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u786e\u5b9a\u6027\u56de\u653e<\/span><br \/>\n <span class=\"tag\">\u6267\u884c\u7eed\u4f20<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6548\u7387<\/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\u672c\u5730\u7cbe\u51c6\u590d\u73b0\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u201c\u4fee\u590d\u540e\u7eed\u4f20\u201d\u529f\u80fd\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\u6280\u672f\u5b9e\u73b0\uff1a\u5982\u4f55\u4fdd\u8bc1\u56de\u653e\u7684\u786e\u5b9a\u6027\uff08\u5982\u65f6\u95f4\u6233\u3001\u5916\u90e8API\u6ce2\u52a8\uff09\uff0c\u4ee5\u53ca\u7eed\u4f20\u673a\u5236\u7684\u5177\u4f53\u539f\u7406\uff08\u662f\u72b6\u6001\u4fdd\u6301\u8fd8\u662f\u68c0\u67e5\u70b9\u91cd\u542f\uff09\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Flux\u770b\u4f3c\u89e3\u51b3\u4e86\u201c\u7cbe\u51c6\u590d\u73b0\u201d\u8fd9\u4e00\u7ecf\u5178\u8c03\u8bd5\u96be\u9898\uff0c\u4f46\u5176\u771f\u6b63\u7684\u91ce\u5fc3\u5728\u4e8e\u8bd5\u56fe\u5c06\u201c\u65f6\u95f4\u201d\u548c\u201c\u6267\u884c\u72b6\u6001\u201d\u53d8\u6210\u53ef\u64cd\u7eb5\u7684\u5bf9\u8c61\u3002\u8fd9\u8d85\u8d8a\u4e86\u4f20\u7edf\u65e5\u5fd7\u548c\u8ffd\u8e2a\u7cfb\u7edf\u4ec5\u63d0\u4f9b\u201c\u5feb\u7167\u201d\u6216\u201c\u8f68\u8ff9\u201d\u7684\u8303\u7574\uff0c\u5b83\u627f\u8bfa\u7684\u662f\u4e00\u4e2a\u53ef\u6682\u505c\u3001\u53ef\u4fee\u6539\u3001\u53ef\u91cd\u65b0\u63a5\u7eed\u7684\u201c\u6267\u884c\u6d41\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u6311\u6218\u4e0e\u6280\u672f\u4ef7\u503c\u5747\u5728\u4e8e\u201c\u786e\u5b9a\u6027\u201d\u3002\u521b\u59cb\u4eba\u70b9\u51fa\u5173\u952e\uff1a\u5f55\u5236\u8bf7\u6c42\u4e0d\u96be\uff0c\u96be\u5728\u786e\u4fdd\u56de\u653e\u65f6\u5916\u90e8\u4f9d\u8d56\u3001\u5f02\u6b65\u6d41\u7a0b\u3001\u91cd\u8bd5\u903b\u8f91\u7684\u884c\u4e3a\u4e00\u81f4\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u5728\u5bf9\u6297\u5206\u5e03\u5f0f\u7cfb\u7edf\u7684\u6df7\u6c8c\u672c\u8d28\u3002\u5982\u679cFlux\u80fd\u7a33\u5065\u5904\u7406\u975e\u786e\u5b9a\u6027\u56e0\u7d20\uff0c\u5b83\u5c31\u4e0d\u518d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u8c03\u8bd5\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u53ef\u9760\u7684\u201c\u6267\u884c\u4eff\u771f\u6c99\u76d2\u201d\uff0c\u8fd9\u5bf9\u590d\u6742API\u7f16\u6392\u548cAI\u5de5\u4f5c\u6d41\u8c03\u8bd5\u610f\u4e49\u91cd\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u201c\u4fee\u590d\u540e\u7eed\u4f20\u201d\u529f\u80fd\u662f\u4e00\u628a\u53cc\u5203\u5251\u3002\u5728\u907f\u514d\u91cd\u590d\u526f\u4f5c\u7528\u3001\u76f4\u63a5\u6062\u590d\u6267\u884c\u7684\u4fbf\u5229\u80cc\u540e\uff0c\u9690\u85cf\u7740\u5bf9\u751f\u4ea7\u73af\u5883\u201c\u795e\u5723\u6027\u201d\u7684\u6311\u6218\u3002\u5f00\u53d1\u8005\u5fc5\u987b\u7edd\u5bf9\u4fe1\u4efb\u5de5\u5177\u5bf9IO\u7684\u9694\u79bb\u80fd\u529b\uff0c\u5426\u5219\u201c\u5b89\u5168\u56de\u653e\u201d\u53ef\u80fd\u6f14\u53d8\u4e3a\u201c\u6570\u636e\u6c61\u67d3\u201d\u3002\u8fd9\u8981\u6c42\u4ea7\u54c1\u5728\u67b6\u6784\u4e0a\u5b9e\u73b0\u5f7b\u5e95\u7684IO\u6a21\u62df\u4e0e\u72b6\u6001\u9694\u79bb\uff0c\u5176\u6280\u672f\u590d\u6742\u5ea6\u8fdc\u8d85\u5f55\u5236\u4e0e\u56de\u653e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u6295\u7968\u6570\uff08109\uff09\u8868\u660e\u5176\u6982\u5ff5\u53d7\u5173\u6ce8\uff0c\u4f46\u5c1a\u672a\u5f15\u53d1\u5927\u89c4\u6a21\u5171\u9e23\u3002\u8fd9\u6216\u8bb8\u56e0\u4e3a\u5176\u89e3\u51b3\u7684\u662f\u201c\u9ad8\u7ea7\u75db\u70b9\u201d\u2014\u2014\u5f53\u56e2\u961f\u7684\u57fa\u7840\u76d1\u63a7\u3001\u65e5\u5fd7\u548c\u8ffd\u8e2a\u5c1a\u4e0d\u5b8c\u5584\u65f6\uff0c\u6b64\u7c7b\u7cbe\u5bc6\u5de5\u5177\u7684\u5438\u5f15\u529b\u6709\u9650\u3002\u5b83\u7684\u672a\u6765\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u201c\u9b54\u6cd5\u822c\u7684\u627f\u8bfa\u201d\u4e0e\u201c\u5de5\u7a0b\u4e0a\u7684\u52a1\u5b9e\u53ef\u9760\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u5e76\u8bc1\u660e\u5176\u5728\u590d\u6742\u771f\u5b9e\u573a\u666f\u4e2d\u7684\u666e\u9002\u6027\uff0c\u800c\u975e\u4ec5\u9002\u7528\u4e8e\u7406\u60f3\u5316\u7528\u4f8b\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\">Flux<\/span>\n <\/div>\n<div class=\"comment-content\">Flux records API executions so you can replay failures locally, fix them, and resume execution safely. Instead of guessing from logs, you get the exact request, inputs, and behavior. Same request. Same IO. Same outcome.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone \ud83d\udc4b<\/p>\n<p>I built Flux because debugging production bugs always felt like guesswork.<\/p>\n<p>You look at logs, try to reproduce locally, add more logs, redeploy\u2026 and repeat.<\/p>\n<p>Flux changes that.<\/p>\n<p>It records every request (including external calls), so you can replay the exact failure locally.<\/p>\n<p>Fix the bug \u2192 replay safely \u2192 then resume the same execution with real IO.<\/p>\n<p>No mocks. No staging. No duplicate side effects.<\/p>\n<p>I\u2019m especially curious:<br \/>\nWould you trust something like this in your debugging workflow?<\/p>\n<p>Happy to answer anything \u2014 especially how replay\/resume works under the hood.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>One thing that surprised me while building this:<\/p>\n<p>The hardest part wasn\u2019t capturing requests \u2014 it was making them replayable deterministically.<\/p>\n<p>Especially when:<\/p>\n<p>– external APIs change<\/p>\n<p>– async workflows are involved<\/p>\n<p>– retries behave differently<\/p>\n<p>That\u2019s where most debugging tools break.<\/p>\n<p>Curious \u2014 for people working with APIs or AI pipelines:<\/p>\n<p>What\u2019s the hardest bug you\u2019ve had to debug in production?<\/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\/@shashisrun\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shashisrun<\/a> How do you deal with non-deterministic bits like timestamps or external API flakiness during replay?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>replaying the exact request locally instead of guessing from logs is huge. i spend way too much time trying to reproduce stuff from production. and its open source too which is a plus<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 resume-after-fix part is the piece I haven’t seen before. Most replay tools let you reproduce the bug, but you still have to re-trigger the whole flow manually. How does the resumption work in practice – does Flux hold state between the failure and the fix, or is it more like re-running from a checkpoint?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/MZAII4WRAI4LFD\" class=\"app-title\">Navox Network<\/a><\/p>\n<div class=\"one-liner\">Turn your LinkedIn connections into a job search map.<\/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>Navox Network \u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u5185\u672c\u5730\u8fd0\u884c\u7684\u9690\u79c1\u4f18\u5148\u5de5\u5177\uff0c\u5b83\u901a\u8fc7\u5206\u6790\u7528\u6237LinkedIn\u8054\u7cfb\u4eba\u6570\u636e\uff0c\u6784\u5efa\u57fa\u4e8e\u201c\u5f31\u8fde\u63a5\u201d\u7406\u8bba\u7684\u53ef\u89c6\u5316\u5173\u7cfb\u56fe\u8c31\uff0c\u5e2e\u52a9\u6c42\u804c\u8005\u7cbe\u51c6\u5b9a\u4f4d\u80fd\u63d0\u4f9b\u8de8\u884c\u4e1a\u673a\u4f1a\u7684\u5173\u952e\u4eba\u8109\uff0c\u4ece\u800c\u5c06\u6d77\u91cf\u65e0\u6548\u7684\u51b7\u7533\u8bf7\u8f6c\u5316\u4e3a\u9ad8\u6548\u7684\u6696\u63a8\u8350\uff0c\u89e3\u51b3\u6c42\u804c\u4e2d\u76f2\u76ee\u6295\u9012\u3001\u4eba\u8109\u4ef7\u503c\u4e0d\u660e\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\/9033e9b7-6b2b-49f6-9830-74dbc85b4dce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/06045cbf-1b6c-44ce-bf86-10ad4476a879.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79876f16-a4be-4aac-be9f-482617b2e0ef.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/aa975f98-1c51-46fa-b4c3-d1ae2714febe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43b28ead-e284-49aa-98dd-7de49864a208.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/98eb6b2c-9db8-4af1-a052-4f228c3f8768.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77466aa1-2a2f-402e-925c-7e1bf243728a.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\/19dd6a00-66ec-4551-9616-8d104830fd8d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/Du9TgZC9hvk\"><source src=\"https:\/\/youtu.be\/Du9TgZC9hvk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Hiring<\/span><br \/>\n <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Data Visualization<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6c42\u804c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4eba\u8109\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u5f31\u8fde\u63a5\u7406\u8bba<\/span><br \/>\n <span class=\"tag\">LinkedIn\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">\u804c\u4e1a\u53d1\u5c55<\/span><br \/>\n <span class=\"tag\">\u5173\u7cfb\u56fe\u8c31<\/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\u4ea7\u54c1\u5c06LinkedIn\u6570\u636e\u201c\u53d8\u5e9f\u4e3a\u5b9d\u201d\u7684\u5b9e\u7528\u4ef7\u503c\u3002\u521b\u59cb\u4eba\u8be6\u7ec6\u89e3\u91ca\u4e86\u4ea7\u54c1\u80cc\u540e\u7684\u793e\u4f1a\u5b66\u7406\u8bba\u4e0e\u7814\u7a76\u4f9d\u636e\uff0c\u5e76\u5f3a\u8c03\u4e86\u5176\u9690\u79c1\u67b6\u6784\uff08\u65e0\u670d\u52a1\u5668\u3001\u6570\u636e\u4e0d\u79bb\u5f00\u6d4f\u89c8\u5668\uff09\u3002\u6280\u672f\u7ec6\u8282\uff086\u5929\u5f00\u53d1\u3001\u7eaf\u524d\u7aef\u5b9e\u73b0\u3001\u5b89\u5168\u5ba1\u8ba1\uff09\u5f15\u53d1\u4e86\u5f00\u53d1\u8005\u793e\u533a\u7684\u5173\u6ce8\u548c\u8d5e\u53f9\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 Navox Network \u7684\u950b\u8292\uff0c\u5728\u4e8e\u5b83\u7528\u6781\u5176\u8f7b\u5de7\u7684\u6280\u672f\u67b6\u6784\uff0c\u523a\u7a7f\u4e86\u804c\u4e1a\u793e\u4ea4\u7f51\u7edc\u6700\u865a\u4f2a\u7684\u6ce1\u6cab\uff1a\u8fde\u63a5\u7684\u201c\u6570\u91cf\u201d\u4e0d\u7b49\u4e8e\u4ef7\u503c\u7684\u201c\u53ef\u89c1\u5ea6\u201d\u3002\u5b83\u5e76\u975e\u53c8\u4e00\u4e2a\u793e\u4ea4\u6316\u6398\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u57fa\u4e8e\u4e25\u8c28\u793e\u4f1a\u5b66\u7406\u8bba\uff08\u683c\u5170\u8bfa\u7ef4\u7279\u7684\u5f31\u8fde\u63a5\u7406\u8bba\uff09\u7684\u51b3\u7b56\u5f15\u64ce\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u4ef7\u503c\u4f53\u73b0\u5728\u4e09\u4e2a\u5c42\u9762\uff1a\n <\/p>\n<p class=\"ai-content\">\n \u9996\u5148\uff0c\u5b83\u5b8c\u6210\u4e86\u4ece\u201c\u5173\u7cfb\u5b58\u50a8\u201d\u5230\u201c\u5173\u7cfb\u5206\u6790\u201d\u7684\u8303\u5f0f\u8f6c\u79fb\u3002LinkedIn\u7b49\u5e73\u53f0\u5c06\u4eba\u8109\u7b80\u5316\u4e3a\u5217\u8868\uff0c\u9f13\u52b1\u76f2\u76ee\u6269\u5f20\uff0c\u800cNavox\u901a\u8fc7\u7b97\u6cd5\u91cf\u5316\u201c\u5173\u7cfb\u5f3a\u5ea6\u201d\u5e76\u53ef\u89c6\u5316\u96c6\u7fa4\uff0c\u63ed\u793a\u4e86\u4eba\u8109\u7f51\u7edc\u4e2d\u771f\u6b63\u7a00\u7f3a\u7684\u201c\u7ed3\u6784\u6d1e\u201d\u4e0e\u201c\u6865\u6881\u201d\u3002\u8fd9\u4f7f\u7528\u6237\u7684\u6218\u7565\u4ece\u201c\u5e7f\u6492\u7f51\u201d\u8f6c\u5411\u4e86\u201c\u7cbe\u51c6\u7206\u7834\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6b21\uff0c\u5176\u201c\u9690\u79c1\u4f18\u5148\u201d\u7684\u67b6\u6784\u5e76\u975e\u4ec5\u4ec5\u662f\u8425\u9500\u5671\u5934\uff0c\u800c\u662f\u4ea7\u54c1\u6838\u5fc3\u4fe1\u4efb\u7684\u57fa\u77f3\u3002\u5728\u6570\u636e\u6ee5\u89de\u7684\u65f6\u4ee3\uff0c\u627f\u8bfa\u201c\u65e0\u670d\u52a1\u5668\u3001\u65e0\u6570\u636e\u5e93\u3001\u4e00\u952e\u5220\u9664\u201d\u5e76\u5f00\u6e90\u4ee3\u7801\uff0c\u76f4\u51fb\u7528\u6237\u5bf9\u804c\u4e1a\u6570\u636e\u6cc4\u9732\u7684\u6df1\u5c42\u6050\u60e7\uff0c\u6781\u5927\u5730\u964d\u4f4e\u4e86\u4f7f\u7528\u95e8\u69db\u548c\u5fc3\u7406\u9632\u7ebf\uff0c\u4f7f\u5206\u6790\u654f\u611f\u7684\u4eba\u8109\u6570\u636e\u6210\u4e3a\u53ef\u80fd\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u7280\u5229\u4e4b\u5904\u4e5f\u9690\u542b\u5c40\u9650\u3002\u4ea7\u54c1\u7684\u6709\u6548\u6027\u5b8c\u5168\u4f9d\u8d56\u4e8e\u7528\u6237LinkedIn\u8054\u7cfb\u4eba\u6570\u636e\u7684\u8d28\u91cf\u4e0e\u591a\u6837\u6027\uff0c\u5bf9\u4e8e\u521d\u7ea7\u6216\u884c\u4e1a\u5355\u4e00\u7684\u7528\u6237\uff0c\u56fe\u8c31\u53ef\u80fd\u63ed\u793a\u6709\u9650\u3002\u6b64\u5916\uff0c\u5b83\u5c06\u590d\u6742\u7684\u6c42\u804c\u6210\u529f\u7b80\u5316\u4e3a\u201c\u627e\u5230\u5173\u952e\u4e2d\u95f4\u4eba\u201d\uff0c\u867d\u805a\u7126\u6709\u529b\uff0c\u4f46\u5ffd\u7565\u4e86\u7b80\u5386\u8d28\u91cf\u3001\u9762\u8bd5\u8868\u73b0\u7b49\u5176\u4ed6\u53d8\u91cf\u3002\u5b83\u66f4\u50cf\u4e00\u4e2a\u9876\u5c16\u7684\u201c\u4fa6\u5bdf\u5175\u201d\uff0c\u800c\u975e\u4fdd\u8bc1\u80dc\u5229\u7684\u201c\u519b\u961f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cNavox Network \u662f\u4e00\u6b21\u4f18\u96c5\u7684\u201c\u964d\u7ef4\u6253\u51fb\u201d\u3002\u5b83\u6ca1\u6709\u8bd5\u56fe\u6784\u5efa\u53e6\u4e00\u4e2a\u7f51\u7edc\uff0c\u800c\u662f\u7528\u4e00\u628a\u624b\u672f\u5200\uff0c\u89e3\u5256\u4e86\u73b0\u6709\u7f51\u7edc\u4e2d\u672a\u88ab\u5bdf\u89c9\u7684\u4ef7\u503c\u3002\u5b83\u63d0\u9192\u6211\u4eec\uff1a\u5728AI\u55a7\u56a3\u7684\u65f6\u4ee3\uff0c\u6709\u65f6\u6700\u6df1\u523b\u7684\u6d1e\u5bdf\uff0c\u4f9d\u7136\u6765\u81ea\u6570\u5341\u5e74\u524d\u7684\u793e\u4f1a\u79d1\u5b66\uff0c\u8f85\u4ee5\u514b\u5236\u7684\u6280\u672f\u6765\u5b9e\u73b0\u3002\u5b83\u7684\u6210\u529f\uff0c\u662f\u5bf9\u529f\u80fd\u81c3\u80bf\u3001\u6570\u636e\u8d2a\u5a6a\u7684\u4e3b\u6d41\u5e73\u53f0\u4e00\u6b21\u542b\u84c4\u800c\u6709\u529b\u7684\u6279\u5224\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Navox Network<\/span>\n <\/div>\n<div class=\"comment-content\">Your data never leaves your browser. No login. No server. No database. One button deletes everything. Drop your LinkedIn export and get: a force-directed graph scored by tie strength, company search to find who you know at any employer, and a ranked outreach queue that tells you who to message first. Built on Granovetter’s weak-ties theory \u2014 validated by a 2022 LinkedIn experiment with 20 million users. One warm intro beats 40 cold applications. Free. Open source. Private by architecture.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><em>Hi Product Hunt \ud83d\udc4b<\/em><\/p>\n<p><em>I’m Nahrin \u2014 software engineer and the person who spent months going down a rabbit hole on why job searching is broken.<\/em><\/p>\n<p><em>This started with a research paper. I wanted to understand why referrals work 4\u201310x better than cold applications. I ended up deep in Granovetter’s 1973 weak-ties theory and a 2022 Science paper that ran a causal experiment on 20 million LinkedIn users.<\/em><\/p>\n<p><strong><em>The finding: <\/em><\/strong><em>the people most likely to get you your next job aren’t your close friends. They’re people you barely know \u2014 acquaintances who live in different professional clusters and carry information your close network doesn’t have.<\/em><\/p>\n<p><strong><em>The problem:<\/em><\/strong><em> there’s no way to see this structure. Your LinkedIn connections list is just names.<\/em><\/p>\n<p><em>So I built the map. When I ran my own data through it, my two structural bridges \u2014 my only connections to industries I had no other path into \u2014 were the last people I would have thought to reach out to.<\/em><\/p>\n<p><strong><em>Built so your data never leaves your device \u2014 no server, no database, one button deletes everything.<\/em><\/strong><\/p>\n<p><em>Happy to answer questions about the tie strength model, the graph architecture, or the research it’s built on. And if you find a warm path to a company you’d been cold-applying to \u2014 I genuinely want to hear about it.<\/em><\/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>This makes LinkedIn data actually useful instead of just sitting in an export file. i like how it turns into action.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@rakesh_gupta20\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rakesh_gupta20<\/a> exactly. The export file is a graveyard. 500 connections and zero visibility into which two of them are your actual bridge to a new industry. That was the frustration that started all of this. Glad it landed \u2014 would love to know if anything surprises you when you run your own data through it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For anyone curious about the tech \u2014 no backend, no database, no accounts. Everything runs in your browser. 228 unit tests, security audited. Built this as a solo engineer in about 6 days total. Ask me anything about how it works.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@nahrin 6 days. Wow! I made a movie tinder app and I thought I did good. You really solved a big problem of getting real value out of LinkedIn which I reckon is not even within their sales navigator product. I\u2019d be keen to understand what tools and tech did you use to build this.<br \/>\nCongrats on the launch and thanks for making this.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/WT26JTNCUXVKHT\" class=\"app-title\">What The Duck!<\/a><\/p>\n<div class=\"one-liner\">Duck Hunt but with your finger and custom targets<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5c06\u624b\u6307\u53d8\u4e3a\u5149\u67aa\u3001\u5e76\u652f\u6301AI\u751f\u6210\u9776\u6807\u7684\u6000\u65e7\u5c04\u51fb\u6e38\u620f\uff0c\u8ba9\u7528\u6237\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u65e0\u9700\u4f20\u7edfCRT\u663e\u793a\u5668\u548c\u5916\u8bbe\u5373\u53ef\u91cd\u6e29\u300a\u6253\u9e2d\u5b50\u300b\u7684\u7ecf\u5178\u4e50\u8da3\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\/ba2e0f39-972c-41cd-ba58-d280a5f1aa62.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GRKxBiebOzE\"><source src=\"https:\/\/youtu.be\/GRKxBiebOzE\" 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\/4dcb78ab-9d46-41d2-8088-2d4b40f7e3b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/50e2bae8-0049-4a94-b19b-5977b33f4344.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\">Indie Games<\/span><br \/>\n <span class=\"tag\">Free Games<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6000\u65e7\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">\u5c04\u51fb\u6e38\u620f<\/span><br \/>\n <span class=\"tag\">AI\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4f53\u611f\u4e92\u52a8<\/span><br \/>\n <span class=\"tag\">\u79fb\u52a8\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u7ecf\u5178\u590d\u523b<\/span><br \/>\n <span class=\"tag\">\u8f7b\u5a31\u4e50<\/span><br \/>\n <span class=\"tag\">\u624b\u6307\u64cd\u63a7<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u79ef\u6781\uff0c\u8ba4\u53ef\u5176\u5de7\u5999\u590d\u523b\u7ecf\u5178\u5e76\u89e3\u51b3\u9700CRT\u663e\u793a\u5668\u624d\u80fd\u6e38\u73a9\u7684\u75db\u70b9\uff1b\u6709\u7528\u6237\u8be2\u95ee\u7ecf\u5178\u201c\u72d7\u201d\u5f62\u8c61\u662f\u5426\u51fa\u73b0\uff0c\u5f00\u53d1\u8005\u56de\u590d\u56e0\u7248\u6743\u987e\u8651\u672a\u76f4\u63a5\u52a0\u5165\uff0c\u5c55\u73b0\u4e86\u6cd5\u5f8b\u98ce\u9669\u610f\u8bc6\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u4ea7\u54c1\u4e0e\u5176\u8bf4\u662f\u4e00\u6b3e\u6e38\u620f\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u7cbe\u5de7\u7684\u201c\u6280\u672f\u6f14\u793a\u201d\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6e38\u620f\u6027\u672c\u8eab\u2014\u2014\u7ecf\u5178\u7684\u300a\u6253\u9e2d\u5b50\u300b\u73a9\u6cd5\u65e9\u5df2\u56fa\u5b9a\u2014\u2014\u800c\u5728\u4e8e\u7528\u6700\u4f4e\u95e8\u69db\u7684\u4ea4\u4e92\uff08\u624b\u6307\uff09\u548c\u6700\u65b0\u7684\u6280\u672f\u70ed\u70b9\uff08AI\u751f\u6210\uff09\uff0c\u89e3\u6784\u5e76\u91cd\u6784\u4e86\u4e00\u6bb5\u88ab\u5c01\u5b58\u7684\u96c6\u4f53\u8bb0\u5fc6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u907f\u5f00\u4e86\u76f4\u63a5\u590d\u523b\u7684\u6cd5\u5f8b\u96f7\u533a\uff08\u5982\u5bf9\u4efb\u5929\u5802\u7ecf\u5178\u89d2\u8272\u201c\u72d7\u201d\u7684\u8c28\u614e\u5904\u7406\uff09\uff0c\u540c\u65f6\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4e24\u4e2a\u5173\u952e\u70b9\uff1a\u4e00\u662f\u5229\u7528\u79fb\u52a8\u8bbe\u5907\u7684\u89e6\u5c4f\u7279\u6027\uff0c\u89e3\u51b3\u4e86\u539f\u7248\u6e38\u620f\u4f9d\u8d56\u7279\u5b9a\u5916\u8bbe\u548cCRT\u626b\u63cf\u7ebf\u7684\u786c\u6838\u590d\u73b0\u96be\u9898\uff0c\u5b9e\u73b0\u4e86\u201c\u6000\u65e7\u6c11\u4e3b\u5316\u201d\uff1b\u4e8c\u662f\u5f15\u5165AI\u751f\u6210\u9776\u6807\uff0c\u4e3a\u539f\u672c\u5355\u8c03\u7684\u5c04\u51fb\u63d0\u4f9b\u4e86\u65e0\u9650\u4e14\u8352\u8bde\u7684\u5185\u5bb9\u5ef6\u5c55\u6027\uff0c\u8fd9\u751a\u81f3\u6bd4\u6e38\u620f\u672c\u4f53\u66f4\u503c\u5f97\u73a9\u5473\u2014\u2014\u5b83\u8ba9\u7528\u6237\u4ece\u201c\u5c04\u51fb\u8005\u201d\u53d8\u6210\u4e86\u201c\u519b\u706b\u5546\u201d\uff0c\u81ea\u5b9a\u4e49\u7684\u8352\u8c2c\u76ee\u6807\u6d88\u89e3\u4e86\u539f\u59cb\u6e38\u620f\u7684\u4e25\u8083\u6027\uff0c\u4f7f\u5176\u53d8\u6210\u4e86\u4e00\u4e2a\u9002\u5408\u793e\u4ea4\u4f20\u64ad\u7684\u8ff7\u56e0\u751f\u6210\u5668\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6df1\u5c42\u9690\u60a3\u5728\u4e8e\u4f53\u9a8c\u7684\u6df1\u5ea6\u3002\u89e6\u5c4f\u5c04\u51fb\u7f3a\u4e4f\u5149\u67aa\u7684\u7269\u7406\u53cd\u9988\u548c\u4eea\u5f0f\u611f\uff0cAI\u751f\u6210\u9776\u6807\u4e5f\u6613\u6ca6\u4e3a\u4e00\u6b21\u6027\u5671\u5934\u3002\u4ea7\u54c1\u7684\u957f\u671f\u7559\u5b58\u53ef\u80fd\u9762\u4e34\u6311\u6218\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5f15\u7206\u8bdd\u9898\u7684\u201c\u6280\u672f\u73a9\u5177\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u53ef\u6301\u7eed\u8fd0\u8425\u7684\u6e38\u620f\u4ea7\u54c1\u3002\u5176\u771f\u6b63\u542f\u793a\u5728\u4e8e\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u7528\u73b0\u4ee3\u6280\u672f\u6808\u5bf9\u7ecf\u5178IP\u8fdb\u884c\u201c\u5408\u6cd5\u89e3\u6784\u201d\u4e0e\u201c\u793e\u4ea4\u5316\u518d\u5305\u88c5\u201d\u7684\u8f7b\u91cf\u7ea7\u65b9\u6cd5\u8bba\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\">What The Duck!<\/span>\n <\/div>\n<div class=\"comment-content\">Its like duck hunt, but your finger is the gun. Also you can AI generate your targets.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">A dog! Will the Doggy appears?<\/div>\n<div class=\"comment-actions\">\n<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\/@je_suis_yaroslav\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@je_suis_yaroslav<\/a> I was recommended by Gemini not to do this else Nintendo Ninjas will have my domain taken down… I just visualise the dog anyways!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I missed playing duck hunt. The only feasible way to play it till now was to have a massive CRT. That changes now!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>GENIUS! This is a great demonstration. Well done, really fun.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kevin_mcdonagh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kevin_mcdonagh1<\/a> Thank you! I hope you enjoy playing it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/Q2S4DSG664KWU4\" class=\"app-title\">GitLaw Integrations <\/a><\/p>\n<div class=\"one-liner\">Trigger AI legal doc creation\/review from 7,000+ apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>GitLaw Integrations \u901a\u8fc7\u90ae\u7bb1\u8f6c\u53d1\u6216\u8fde\u63a5\u6570\u5343\u6b3e\u5e94\u7528\uff0c\u5728\u90ae\u4ef6\u6c9f\u901a\u548c\u4e1a\u52a1\u6d41\u7a0b\u4e2d\u65e0\u7f1d\u89e6\u53d1AI\u6cd5\u5f8b\u6587\u6863\u8d77\u8349\u4e0e\u5ba1\u9605\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u5904\u7406\u6cd5\u5f8b\u6587\u4ef6\u65f6\u9700\u9891\u7e41\u5207\u6362\u5de5\u5177\u3001\u6d41\u7a0b\u4e2d\u65ad\u7684\u6548\u7387\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f8fa01f-6fce-4939-99f1-3cdcd6e914ad.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/297bd16c-465d-4ee4-950e-0783f96ae578.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3ea55b8-c612-413c-a84c-71b0d75a5258.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e799dd3f-bbed-4a1e-92a4-bfd6d42bf717.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Legal<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6cd5\u5f8b\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u5408\u540c\u5ba1\u9605<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">Zapier<\/span><br \/>\n <span class=\"tag\">\u7535\u5b50\u90ae\u4ef6\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5408\u540c\u8d77\u8349<\/span><br \/>\n <span class=\"tag\">\u6d41\u7a0b\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u90ae\u7bb1\u8f6c\u53d1\u548c\u4e0e\u73b0\u6709\u5de5\u5177\u96c6\u6210\u7684\u4fbf\u6377\u6027\uff0c\u8ba4\u4e3a\u5176\u6293\u4f4f\u4e86\u6cd5\u5f8b\u6587\u4ef6\u5728\u7cfb\u7edf\u95f4\u6d41\u8f6c\u7684\u771f\u5b9e\u75db\u70b9\u3002\u514d\u8d39\u7535\u5b50\u7b7e\u540d\u529f\u80fd\u53d7\u559c\u7231\u3002\u8bc4\u8bba\u8005\u770b\u597d\u5176\u4ece\u5355\u7eaf\u6587\u6863\u751f\u6210\u8f6c\u5411\u6d41\u7a0b\u81ea\u52a8\u5316\u7684\u65b9\u5411\uff0c\u5e76\u8ba4\u4e3a\u5e7f\u6cdb\u7684\u96c6\u6210\u80fd\u529b\u662f\u4ea7\u54c1\u80fd\u6301\u7eed\u4f7f\u7528\u7684\u5173\u952e\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 GitLaw Integrations \u8868\u9762\u4e0a\u662f\u53c8\u4e00\u4e2aAI\u6cd5\u5f8b\u6587\u6863\u5de5\u5177\uff0c\u4f46\u5176\u771f\u6b63\u7684\u950b\u8292\u5728\u4e8e\u201c\u53bb\u5de5\u5177\u5316\u201d\u7684\u96c6\u6210\u7b56\u7565\u3002\u5b83\u4e0d\u8bd5\u56fe\u6210\u4e3a\u7528\u6237\u5fc5\u987b\u4e3b\u52a8\u8bbf\u95ee\u7684\u53e6\u4e00\u4e2a\u6cd5\u5f8b\u8f6f\u4ef6\uff0c\u800c\u662f\u5c06\u81ea\u5df1\u62c6\u89e3\u4e3a\u201cassistant@git.law\u201d\u8fd9\u4e2a\u90ae\u7bb1\u5730\u5740\u548cZapier\u4e0a\u7684\u4e00\u4e2a\u89e6\u53d1\u5668\uff0c\u6f5c\u5165\u7528\u6237\u73b0\u6709\u7684\u901a\u4fe1\u4e0e\u4e1a\u52a1\u6d41\u4e2d\u3002\u8fd9\u624d\u662f\u5bf9\u4f20\u7edf\u6cd5\u5f8b\u79d1\u6280\u201c\u91c7\u7eb3\u7387\u201d\u6b7b\u7a74\u7684\u7cbe\u51c6\u6253\u51fb\u2014\u2014\u7528\u6237\u65e0\u9700\u6539\u53d8\u4e60\u60ef\uff0c\u6cd5\u5f8b\u5de5\u4f5c\u4fbf\u5728\u540e\u53f0\u53d1\u751f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u5176AI\u6a21\u578b\u672c\u8eab\uff08\u8fd9\u5df2\u662f\u7ea2\u6d77\uff09\uff0c\u800c\u5728\u4e8e\u5176\u4f5c\u4e3a\u201c\u6cd5\u5f8b\u6d41\u7a0b\u5c42\u201d\u7684\u5b9a\u4f4d\u3002\u901a\u8fc7Zapier\u8fde\u63a57000+\u5e94\u7528\uff0c\u5b83\u5c06\u6cd5\u5f8b\u52a8\u4f5c\uff08\u8d77\u8349\u3001\u5ba1\u9605\u3001\u53d1\u9001\uff09\u8f6c\u5316\u4e3a\u53ef\u7f16\u7a0b\u7684API\uff0c\u8ba9\u201c\u4ea4\u6613\u8fbe\u6210\u65f6\u81ea\u52a8\u751f\u6210\u5ba2\u6237\u5408\u540c\u201d\u3001\u201c\u6dfb\u52a0\u81ea\u7531\u804c\u4e1a\u8005\u65f6\u81ea\u52a8\u53d1\u9001NDA\u201d\u8fd9\u7c7b\u573a\u666f\u5f97\u4ee5\u5b9e\u73b0\u3002\u8fd9\u6807\u5fd7\u7740\u6cd5\u5f8b\u79d1\u6280\u4ece\u201c\u6587\u6863\u81ea\u52a8\u5316\u201d1.0\u65f6\u4ee3\uff0c\u8fc8\u5165\u4e86\u201c\u6d41\u7a0b\u5d4c\u5165\u5f0f\u81ea\u52a8\u5316\u201d2.0\u65f6\u4ee3\u3002\u7528\u6237\u7684\u8bc4\u8bba\u4e5f\u5370\u8bc1\u4e86\u8fd9\u4e00\u70b9\uff0c\u4ed6\u4eec\u66f4\u5174\u594b\u4e8e\u5176\u8fde\u63a5\u7cfb\u7edf\u3001\u81ea\u52a8\u5316\u6d41\u7a0b\u7684\u6f5c\u529b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u6df1\u5ea6\u96c6\u6210\u4f34\u968f\u590d\u6742\u6027\uff1a\u5728\u975e\u7ed3\u6784\u5316\u7684\u90ae\u4ef6\u548c\u5343\u5dee\u4e07\u522b\u7684\u4e1a\u52a1\u7cfb\u7edf\u4e2d\u786e\u4fdd\u89e6\u53d1\u51c6\u786e\u6027\u4e0e\u4e0a\u4e0b\u6587\u7406\u89e3\uff0c\u662f\u5de8\u5927\u7684\u5de5\u7a0b\u4e0eAI\u6311\u6218\u3002\u5176\u6b21\uff0c\u6cd5\u5f8b\u8d23\u4efb\u7684\u8fb9\u754c\u53d8\u5f97\u6a21\u7cca\uff1a\u5f53\u6cd5\u5f8b\u6587\u4ef6\u5728\u65e0\u4eba\u503c\u5b88\u7684\u81ea\u52a8\u5316\u6d41\u7a0b\u4e2d\u751f\u6210\uff0c\u9519\u8bef\u7684\u8d23\u4efb\u5f52\u5c5e\u5982\u4f55\u754c\u5b9a\uff1f\u6700\u540e\uff0c\u5176\u5546\u4e1a\u6a21\u5f0f\u53ef\u80fd\u53d7\u5236\u4e8eZapier\u7b49\u4e2d\u95f4\u5e73\u53f0\uff0c\u5e76\u9700\u5728\u201c\u8db3\u591f\u667a\u80fd\u201d\u4e0e\u201c\u8db3\u591f\u53ef\u63a7\u201d\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u4ee5\u5e94\u5bf9\u4e25\u8083\u7684\u6cd5\u5f8b\u9886\u57df\u8981\u6c42\u3002\u82e5\u5b83\u80fd\u8de8\u8d8a\u8fd9\u4e9b\u969c\u788d\uff0c\u6216\u8bb8\u771f\u80fd\u5982\u8bc4\u8bba\u6240\u8a00\uff0c\u8ba9\u6cd5\u5f8b\u5de5\u5177\u8d85\u8d8a\u6f14\u793a\u9636\u6bb5\uff0c\u771f\u6b63\u201c\u7c98\u201d\u5728\u4f01\u4e1a\u7684\u8fd0\u8425\u808c\u7406\u4e4b\u4e2d\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\">GitLaw Integrations <\/span>\n <\/div>\n<div class=\"comment-content\">Trigger AI-powered contract drafting and review directly from email or your favourite tools. You can now forward any email to assistant@git.law and GitLaw will review or draft legal docs for you. Or, you can connect GitLaw to 7,000+ apps via Zapier.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey PH \ud83d\udc4b<\/p>\n<p>You can now forward a contract to <a href=\"mailto:assistant@git.law\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">assistant@git.law<\/a> and get an AI review back without leaving your inbox. <\/p>\n<p>Or connect GitLaw to Zapier to build flows like: <br \/>\ud83c\udf99\ufe0f Meeting mentions \u201cagreement\u201d \u2192 \u26a1 draft prepared<br \/>\ud83d\udcbc Deal won in CRM \u2192 \ud83d\udcd1 Customer contract generated<\/p>\n<p>\ud83d\uddd3\ufe0f Meeting booked \u2192 \ud83e\udd10 NDA sent<br \/>\ud83d\udcac Slack request \u2192 \u270d\ufe0f agreement drafted <br \/>\ud83d\udcca Freelancer added \u2192 \ud83d\udcc4 contract created. <\/p>\n<p>Our goal here is to make legal work happen in the background \/ seamlessly.<\/p>\n<p>Would love to hear what you think or answer any questions!<\/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\/@nickholzherr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nickholzherr<\/a> Love the <a href=\"mailto:assistant@git.law\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">assistant@git.law<\/a> feature!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>love the free e-sign feature!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@auren\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@auren<\/a> thank you Auren!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice direction tbh, most tooling focuses on generation, but the real value is usually in how these documents move between systems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@tahir_mahmood8\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tahir_mahmood8<\/a> excited to see what systems people connect \/ what systems they build. More and more processes are being automated.. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 team! Another great update!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Legal documents sitting in email threads is where most of the friction lives. GitLaw’s email forwarding approach cuts out the step of switching tools just to get a contract reviewed, which is the part that kills adoption for most legal tech. The Zapier workflows for automatic NDA generation when a freelancer gets added or a meeting gets booked are where this becomes real process automation instead of just a faster draft. Fourth launch suggests they’ve been iterating on the right problems, and the integration surface with 7,000+ apps is what makes legal tooling stick past the initial demo.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3UISTU5QFUH2TD\" class=\"app-title\">Library in ChatGPT<\/a><\/p>\n<div class=\"one-liner\">Find and reuse files across all your ChatGPT conversations<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">98<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Library in ChatGPT \u4e3aChatGPT\u7528\u6237\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e2d\u592e\u6587\u4ef6\u5e93\uff0c\u89e3\u51b3\u4e86\u5728\u591a\u8f6e\u5bf9\u8bdd\u4e2d\u53cd\u590d\u4e0a\u4f20\u76f8\u540c\u6587\u4ef6\u3001\u96be\u4ee5\u67e5\u627e\u548c\u590d\u7528\u5386\u53f2\u751f\u6210\u6587\u4ef6\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\/e2072906-cdaf-4f8b-9454-f416b6e2b690.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\/d3b1800a-b235-4710-8cf3-e458341ff596.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/75f60234-f3fc-434d-ab54-d594f63d15f2.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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">ChatGPT\u589e\u5f3a\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u590d\u7528<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bdd\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u9644\u4ef6\u5e93<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u8be5\u529f\u80fd\u89e3\u51b3\u4e86\u9ad8\u9891\u6587\u4ef6\u4e0a\u4f20\u8005\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8ba4\u4e3a\u5176\u201c\u7b80\u5355\u4f46\u5b9e\u7528\u201d\u3002\u4e3b\u8981\u5173\u6ce8\u70b9\u96c6\u4e2d\u5728\u6280\u672f\u7ec6\u8282\u4e0a\uff0c\u5982\u5927\u6279\u91cf\u6587\u4ef6\u4e0a\u4f20\u7684\u914d\u989d\u9650\u5236\uff0c\u4ee5\u53ca\u672a\u6765\u662f\u5426\u652f\u6301\u6587\u4ef6\u5939\u6216\u6807\u7b7e\u7b49\u9ad8\u7ea7\u7ec4\u7ec7\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 Library in ChatGPT \u770b\u4f3c\u4e00\u4e2a\u5fae\u5c0f\u7684\u529f\u80fd\u66f4\u65b0\uff0c\u5b9e\u5219\u89e6\u53ca\u4e86\u5f53\u524dAIGC\u5de5\u5177\u4f7f\u7528\u8303\u5f0f\u4e2d\u7684\u4e00\u4e2a\u6df1\u5c42\u77db\u76fe\uff1a\u4f1a\u8bdd\u7684\u77ac\u65f6\u6027\u4e0e\u77e5\u8bc6\u8d44\u4ea7\u7684\u6301\u4e45\u6027\u4e4b\u95f4\u7684\u77db\u76fe\u3002ChatGPT\u4ee5\u5bf9\u8bdd\u7ebf\u7a0b\u4e3a\u6838\u5fc3\u7684\u8bbe\u8ba1\uff0c\u5929\u7136\u5c06\u7528\u6237\u7684\u6570\u636e\u6d41\u5272\u88c2\u6210\u5b64\u5c9b\u3002\u7528\u6237\u6bcf\u5468\u4e0a\u4f20\u7684\u201c\u6570\u5341\u4e2a\u6587\u4ef6\u201d\u548c\u751f\u6210\u7684\u5927\u91cf\u5185\u5bb9\uff0c\u82e5\u4e0d\u52a0\u4ee5\u7ba1\u7406\uff0c\u4fbf\u4f1a\u6c89\u6ca1\u5728\u5386\u53f2\u4e2d\uff0c\u9020\u6210\u5de8\u5927\u7684\u77e5\u8bc6\u6d6a\u8d39\u548c\u91cd\u590d\u52b3\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u8be5\u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\uff0c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u201c\u5b58\u50a8\u201d\uff0c\u800c\u5728\u4e8e\u201c\u8fde\u63a5\u201d\u3002\u5b83\u8bd5\u56fe\u5728ChatGPT\u7684\u5bf9\u8bdd\u6d41\u4e4b\u4e0a\uff0c\u6784\u5efa\u4e00\u4e2a\u53ef\u6c89\u6dc0\u3001\u53ef\u68c0\u7d22\u3001\u53ef\u590d\u7528\u7684\u201c\u77e5\u8bc6\u57fa\u5e95\u5c42\u201d\u3002\u8fd9\u6807\u5fd7\u7740\u5de5\u5177\u601d\u7ef4\u4ece\u201c\u5355\u6b21\u4efb\u52a1\u5904\u7406\u201d\u5411\u201c\u6301\u7eed\u77e5\u8bc6\u6784\u5efa\u201d\u7684\u6f14\u8fdb\u3002\u7528\u6237\u4e0d\u518d\u662f\u4e0e\u4e00\u4e2a\u5065\u5fd8\u7684\u5929\u624d\u6bcf\u8f6e\u5bf9\u8bdd\u90fd\u4ece\u96f6\u5f00\u59cb\uff0c\u800c\u662f\u5f00\u59cb\u79ef\u7d2f\u4e00\u4e2a\u5c5e\u4e8e\u81ea\u5df1\u7684\u4eba\u673a\u534f\u4f5c\u77e5\u8bc6\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5f53\u524d\u7684\u5f62\u6001\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u8d77\u70b9\u3002\u4ece\u7528\u6237\u5bf9\u201c\u6587\u4ef6\u5939\u201d\u548c\u201c\u6807\u7b7e\u201d\u7684\u8feb\u5207\u9700\u6c42\u53ef\u4ee5\u770b\u51fa\uff0c\u7b80\u5355\u7684\u7ebf\u6027\u5217\u8868\u8fdc\u672a\u6ee1\u8db3\u4e25\u8083\u7684\u77e5\u8bc6\u5de5\u4f5c\u8005\u5bf9\u4fe1\u606f\u67b6\u6784\u7684\u8981\u6c42\u3002\u672a\u6765\u7684\u6311\u6218\u5728\u4e8e\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u6781\u7b80\u4ea4\u4e92\u7684\u540c\u65f6\uff0c\u5f15\u5165\u66f4\u5f3a\u5927\u7684\u7ec4\u7ec7\u3001\u5173\u8054\u548c\u68c0\u7d22\u80fd\u529b\uff08\u5982\u57fa\u4e8e\u5185\u5bb9\u7684\u667a\u80fd\u641c\u7d22\u3001\u81ea\u52a8\u6807\u7b7e\uff09\uff0c\u5e76\u786e\u4fdd\u4e0eChatGPT\u7684\u6838\u5fc3\u5bf9\u8bdd\u4f53\u9a8c\u65e0\u7f1d\u878d\u5408\u3002\u82e5\u4e0d\u80fd\u6301\u7eed\u8fdb\u5316\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u7a0d\u597d\u4e00\u70b9\u7684\u201c\u9644\u4ef6\u7bb1\u201d\uff0c\u800c\u975e\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u201c\u77e5\u8bc6\u56fe\u4e66\u9986\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u68c0\u9a8cOpenAI\u5728\u63d0\u5347\u7528\u6237\u7c98\u6027\u548c\u6784\u5efa\u5de5\u4f5c\u6d41\u62a4\u57ce\u6cb3\u65b9\u9762\u7684\u6df1\u5c42\u6218\u7565\u610f\u56fe\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\">Library in ChatGPT<\/span>\n <\/div>\n<div class=\"comment-content\">Library in ChatGPT gives your uploads and created files one place to live, so you can browse, search, reuse, and attach them again without hunting through old threads.<\/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>This is a simple change, but a really useful one.<\/p>\n<p>Now both the stuff you put into ChatGPT and the stuff ChatGPT helps you make finally have one place to live. You can find old files, reuse them in new chats, and keep working without digging through your history every time.<\/p>\n<p>That probably sounds obvious, but once you are uploading dozens of files a week (I do!), having a real library layer definitely helps.<\/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\/@zaczuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zaczuo<\/a> Does the library handle large batches (like 50+ docs) without hitting upload quotas, and can we organize them into folders or tags for even quicker reuse?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GLGWQQX7H4IX2Z\" class=\"app-title\">DebugBase<\/a><\/p>\n<div class=\"one-liner\">Stack Overflow for AI agents<\/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>DebugBase\u662f\u4e00\u4e2a\u4e3aAI\u667a\u80fd\u4f53\u5efa\u7acb\u7684\u96c6\u4f53\u77e5\u8bc6\u5e93\uff0c\u901a\u8fc7MCP\u534f\u8bae\u8ba9\u667a\u80fd\u4f53\u5728\u9047\u5230\u7f16\u7a0b\u9519\u8bef\u65f6\uff0c\u80fd\u5148\u67e5\u8be2\u5e76\u5171\u4eab\u5df2\u77e5\u89e3\u51b3\u65b9\u6848\uff0c\u4ece\u800c\u907f\u514d\u91cd\u590d\u8bd5\u9519\u3001\u8282\u7701\u8ba1\u7b97\u8d44\u6e90\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\/14f6a1df-b06a-463d-90a8-d921627997f4.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\/c9fd9835-39cb-47ae-b7cb-64100c8a07cb.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\/40cbc4f7-466f-4d55-949e-d827026bba43.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\/41de059f-a246-4a56-a6b5-3a51e266dc2b.jpeg?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u9519\u8bef\u8c03\u8bd5<\/span><br \/>\n <span class=\"tag\">\u96c6\u4f53\u77e5\u8bc6\u5e93<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u6548\u7387<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u52a9\u624b\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\u8ba4\u53ef\u4ea7\u54c1\u89e3\u51b3\u667a\u80fd\u4f53\u91cd\u590d\u9519\u8bef\u7684\u75db\u70b9\uff0c\u8ba4\u4e3aMCP\u96c6\u6210\u65b9\u5f0f\u5de7\u5999\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a\u5982\u4f55\u5bf9\u5e38\u89c1\u9519\u8bef\u7684\u591a\u79cd\u4fee\u590d\u65b9\u6848\u8fdb\u884c\u4f18\u5148\u7ea7\u6392\u5e8f\uff1b\u5982\u4f55\u786e\u4fdd\u667a\u80fd\u4f53\u63d0\u4ea4\u56de\u77e5\u8bc6\u5e93\u7684\u5185\u5bb9\u8d28\u91cf\uff1b\u4ee5\u53ca\u667a\u80fd\u4f53\u666e\u904d\u5b58\u5728\u7684\u672a\u80fd\u5b8c\u6574\u9075\u5faa\u6307\u4ee4\u7684\u6839\u672c\u6027\u96be\u9898\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 DebugBase\u7684\u6784\u60f3\u76f4\u51fb\u5f53\u524dAI\u7f16\u7801\u52a9\u624b\u751f\u6001\u7684\u4e00\u4e2a\u8f6f\u808b\uff1a\u667a\u80fd\u4f53\u7f3a\u4e4f\u201c\u96c6\u4f53\u8bb0\u5fc6\u201d\uff0c\u5bfc\u81f4\u5b83\u4eec\u5728\u76f8\u540c\u9519\u8bef\u4e0a\u91cd\u590d\u6d88\u8017token\u4e0e\u7b97\u529b\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u4eba\u7c7b\u5f00\u53d1\u8005\u4eceStack Overflow\u83b7\u53d6\u77e5\u8bc6\u7684\u6a21\u5f0f\u673a\u5236\u5316\u3001\u81ea\u52a8\u5316\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u90a3\u521d\u59cb\u768458\u4e2a\u9519\u8bef\u5bf9\uff0c\u800c\u5728\u4e8e\u5176\u8bd5\u56fe\u5efa\u7acb\u7684\u3001\u7531\u667a\u80fd\u4f53\u81ea\u4e3b\u8d21\u732e\u548c\u6d88\u8d39\u7684\u534f\u540c\u8c03\u8bd5\u534f\u8bae\uff08MCP\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u601d\u8def\u7280\u5229\u5730\u6307\u51fa\u4e86AI\u667a\u80fd\u4f53\u5e76\u975e\u201c\u5168\u80fd\u201d\uff0c\u5b83\u4eec\u9700\u8981\u201c\u5916\u6302\u201d\u4e00\u4e2a\u4e0d\u65ad\u8fdb\u5316\u7684\u7ecf\u9a8c\u5e93\u6765\u5f25\u8865\u81ea\u8eab\u5728\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u548c\u6cdb\u5316\u80fd\u529b\u4e0a\u7684\u5c40\u9650\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u201c\u4eba\u673a\u6df7\u5408\u667a\u80fd\u201d\u7684\u5b9e\u8df5\u2014\u2014\u4eba\u7c7b\u901a\u8fc7\u79cd\u5b50\u6570\u636e\u548c\u89c4\u5219\u642d\u5efa\u6846\u67b6\uff0c\u667a\u80fd\u4f53\u5728\u6b64\u6846\u67b6\u5185\u8fdb\u884c\u9ad8\u9891\u7684\u3001\u81ea\u52a8\u5316\u7684\u7ecf\u9a8c\u4ea4\u6362\u4e0e\u6c89\u6dc0\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**\u8d28\u91cf\u63a7\u5236\u7684\u6096\u8bba**\uff1a\u5982\u679c\u667a\u80fd\u4f53\u672c\u8eab\u4f1a\u72af\u9519\uff0c\u90a3\u4e48\u5b83\u63d0\u4ea4\u7684\u201c\u4fee\u590d\u65b9\u6848\u201d\u5982\u4f55\u4fdd\u8bc1\u6b63\u786e\u6027\uff1f\u8fd9\u53ef\u80fd\u5bfc\u81f4\u9519\u8bef\u77e5\u8bc6\u7684\u4f20\u64ad\u4e0e\u56fa\u5316\u3002\u5176\u6b21\uff0c**\u95ee\u9898\u6cdb\u5316\u7684\u96be\u5ea6**\uff1a\u4ee3\u7801\u9519\u8bef\u9ad8\u5ea6\u4f9d\u8d56\u5177\u4f53\u4e0a\u4e0b\u6587\uff0c\u7b80\u5355\u7684\u54c8\u5e0c\u53bb\u91cd\u80fd\u5426\u7cbe\u51c6\u5339\u914d\u8bed\u4e49\u5c42\u9762\u7684\u201c\u76f8\u540c\u9519\u8bef\u201d\uff1f\u6700\u540e\uff0c\u4e5f\u662f\u6700\u6839\u672c\u7684\uff0c**\u5b83\u53ef\u80fd\u6cbb\u6807\u4e0d\u6cbb\u672c**\uff1a\u5982\u4e00\u6761\u8bc4\u8bba\u5c16\u9510\u6307\u51fa\u7684\uff0c\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u201c\u4e0d\u9075\u5faa\u6307\u4ee4\u201d\u548c\u201c\u8df3\u8dc3\u5f0f\u6267\u884c\u201d\u3002DebugBase\u63d0\u4f9b\u4e86\u5df2\u77e5\u9519\u8bef\u7684\u201c\u521b\u53ef\u8d34\u201d\uff0c\u4f46\u5e76\u672a\u89e3\u51b3\u667a\u80fd\u4f53\u4efb\u52a1\u89c4\u5212\u4e0e\u6267\u884c\u903b\u8f91\u7684\u201c\u5185\u529f\u201d\u95ee\u9898\u3002\u5b83\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5b83\u6700\u7ec8\u662f\u4e00\u4e2a\u4e34\u65f6\u7684\u95ee\u9898\u7f13\u89e3\u5c42\uff0c\u8fd8\u662f\u80fd\u8fdb\u5316\u6210\u8bad\u7ec3\u4e0b\u4e00\u4ee3\u66f4\u806a\u660e\u667a\u80fd\u4f53\u7684\u6838\u5fc3\u6570\u636e\u57fa\u7840\u8bbe\u65bd\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\">DebugBase<\/span>\n <\/div>\n<div class=\"comment-content\">A collective knowledge base where AI agents debug together via MCP. Ask questions, share fixes, and build collective intelligence.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Meri\u00e7, the solo developer behind DebugBase.<\/p>\n<p>The problem hit me while building with Claude Code daily. My agent kept retrying the same errors React hydration mismatches, Docker networking failures, TypeScript strict mode edge cases. Every time: retry, burn tokens, give up, ask me. I’d Google it, paste the fix, and watch the exact same thing happen the next day.<\/p>\n<p>I thought: what if every agent’s fix could help every other agent?<\/p>\n<p>DebugBase is a collective knowledge base that AI agents access via MCP. One agent solves an error, and from that moment every other agent worldwide gets the fix.<\/p>\n<p>How it works:<br \/>\n1. npx debugbase-mcp@latest init<br \/>\n2. Your agent gets 11 MCP tools<br \/>\n3. It checks known fixes before retrying blindly<\/p>\n<p>The knowledge base already has 58 error\/fix pairs from real agent errors. Everything is deduplicated using SHA-256 normalized hashing \u2014 100 agents hitting the same bug converge on one thread with 100 data points, not 100 duplicates.<\/p>\n<p>It’s open source (MIT), free for individual agents, and works with Claude Code, Cursor, and Windsurf.<\/p>\n<p>What errors does your AI agent hit most often? Genuinely curious \u2014 it helps me prioritize what to seed into the knowledge base next.<\/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\/@meric_ozkayagan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meric_ozkayagan<\/a> How does DebugBase handle prioritizing fixes for those super-common ones like hydration or Docker networking when multiple agents submit variations?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@meric_ozkayagan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meric_ozkayagan<\/a> Love the idea of a default go-to place for agents when trying to solve an error! How are you ensuring quality control\/checks for content agents send back to the db? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@meric_ozkayagan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meric_ozkayagan<\/a>  Regarding the question, about what mistakes are most common, look, the main problem, which is just incredibly annoying, is that any process you program and write for it, it constantly tries to cut corners. It’s to the point where, honestly, I think it would be a huge win if agents could just learn to follow instructions accurately enough. The problem is that they often don’t finish things. For example, they might read the first two steps and immediately start doing the first step. Then, after doing the first step, they forget they need to go back to the second, third, and so on. So, basically, the main effort is about how to make it read the instructions. It seems human thinking isn’t that different from robot thinking.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks like a promising solution!<\/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>stack overflow for ai agents is such a good way to describe it. my agents hit the same errors over and over and theres no shared memory between them. the mcp integration is a nice touch too<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh man the React hydration mismatch thing hits hard. I’ve watched Claude Code retry the same fix like 4 times in a row burning through tokens each time when there’s a known solution sitting in some random GitHub issue.<\/p>\n<p>The MCP approach is smart. Having the agent check a shared knowledge base before retrying blindly could save a ton of wasted compute. 58 error\/fix pairs is a solid start too, curious how fast that grows once more people contribute.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/GJ3GBWTDSSG3KK\" class=\"app-title\">Redbean<\/a><\/p>\n<div class=\"one-liner\">Bring your original characters to life<\/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>Redbean\u662f\u4e00\u6b3e\u5229\u7528AI\u5c06\u7528\u6237\u539f\u521b\u89d2\u8272\uff08OC\uff09\u7f6e\u5165\u52a8\u6001\u865a\u62df\u57ce\u9547\uff0c\u4f7f\u5176\u81ea\u4e3b\u4e92\u52a8\u3001\u63a2\u7d22\u548c\u751f\u6210\u6545\u4e8b\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u521b\u4f5c\u8005\u89d2\u8272\u8bbe\u5b9a\u9759\u6001\u5316\u3001\u7f3a\u4e4f\u751f\u52a8\u53d9\u4e8b\u573a\u666f\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\/da7bca7d-70b5-476c-9181-21dadb36f55f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/shorts\/WijoJO-d5ng\"><source src=\"https:\/\/www.youtube.com\/shorts\/WijoJO-d5ng\" 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\/a6ee9e57-c15c-41cf-9ad6-47f14bb8e7a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0be8be5d-5bf7-4500-b14b-9fd33afc7427.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b75ffe8-d15f-4d1d-b6b0-5a7a13bc8399.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f9cb44c-283f-4fe5-b437-03b2dcc3c853.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\">Android<\/span><br \/>\n <span class=\"tag\">Indie Games<\/span><br \/>\n <span class=\"tag\">Free Games<\/span><br \/>\n <span class=\"tag\">Games<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89d2\u8272\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u539f\u521b\u89d2\u8272\u793e\u533a<\/span><br \/>\n <span class=\"tag\">\u4e92\u52a8\u53d9\u4e8b<\/span><br \/>\n <span class=\"tag\">\u865a\u62df\u4e16\u754c<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u626e\u6f14<\/span><br \/>\n <span class=\"tag\">\u521b\u4f5c\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u52a8\u6001\u6545\u4e8b<\/span><br \/>\n <span class=\"tag\">\u6e38\u620f\u5316\u793e\u4ea4<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u751f\u6210\u5185\u5bb9<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u6a21\u62df<\/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\u4e3a\u8be5\u4ea7\u54c1\u7cbe\u51c6\u5207\u5165\u5e9e\u5927\u7684\u539f\u521b\u89d2\u8272\u521b\u4f5c\u8005\u5e02\u573a\uff0c\u89e3\u51b3\u4e86\u73b0\u6709\u5de5\u5177\u5c06\u89d2\u8272\u89c6\u4e3a\u9759\u6001\u5185\u5bb9\u7684\u4e0d\u8db3\uff1b\u5176\u201c\u89d2\u8272\u5728\u57ce\u9547\u4e2d\u6d3b\u52a8\u201d\u673a\u5236\u53d7\u5230\u671f\u5f85\uff0c\u5c24\u5176\u9002\u5408\u62e5\u6709\u865a\u62df\u5f62\u8c61\u7684\u827a\u672f\u5bb6\u6269\u5c55\u89d2\u8272\u751f\u547d\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Redbean\u770b\u4f3c\u662f\u4e00\u4e2aAI\u89d2\u8272\u626e\u6f14\u73a9\u5177\uff0c\u5b9e\u5219\u523a\u4e2d\u4e86\u5185\u5bb9\u521b\u4f5c\u9886\u57df\u7684\u6df1\u5c42\u7126\u8651\uff1a\u5728\u4ea7\u51fa\u8fc7\u5269\u7684\u65f6\u4ee3\uff0c\u5982\u4f55\u8ba9\u521b\u610f\u8d44\u4ea7\u6301\u7eed\u201c\u6d3b\u201d\u4e0b\u53bb\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u66f4\u6cdb\u5316\u7684AI\u751f\u6210\u8d5b\u9053\uff0c\u800c\u662f\u7cbe\u51c6\u951a\u5b9a\u201c\u539f\u521b\u89d2\u8272\uff08OC\uff09\u201d\u8fd9\u4e00\u9ad8\u7c98\u6027\u3001\u5f3a\u60c5\u611f\u6295\u5c04\u7684\u4e9a\u6587\u5316\u7fa4\u4f53\u3002\u8fd9\u4e9b\u521b\u4f5c\u8005\u7684\u6838\u5fc3\u75db\u70b9\u4ece\u6765\u4e0d\u662f\u89d2\u8272\u89c6\u89c9\u5316\uff08\u5df2\u6709\u5927\u91cf\u5de5\u5177\uff09\uff0c\u800c\u662f\u89d2\u8272\u201c\u751f\u547d\u5316\u201d\u2014\u2014\u4ed6\u4eec\u9700\u8981\u89d2\u8272\u8131\u79bb\u8bbe\u5b9a\u6587\u6863\uff0c\u5728\u6a21\u62df\u73af\u5883\u4e2d\u81ea\u4e3b\u547c\u5438\u3001\u4e92\u52a8\u5e76\u4ea7\u751f\u4e0d\u53ef\u9884\u77e5\u7684\u6545\u4e8b\u7ebf\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u5c06\u53d9\u4e8b\u6743\u4ece\u201c\u521b\u4f5c\u8005\u4e3b\u5bfc\u7684\u7ebf\u6027\u8f93\u51fa\u201d\u90e8\u5206\u79fb\u4ea4\u7ed9\u4e86\u201c\u57fa\u4e8e\u89c4\u5219\u7684\u6a21\u62df\u7cfb\u7edf\u201d\u3002\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u79cd\u53d9\u4e8b\u8303\u5f0f\u7684\u8f6c\u6362\uff1a\u4ece\u201c\u5199\u6545\u4e8b\u201d\u5230\u201c\u9020\u4e16\u754c+\u89c2\u5bdf\u6d8c\u73b0\u201d\u3002\u98ce\u9669\u4e0e\u673a\u9047\u5e76\u5b58\u3002\u673a\u9047\u5728\u4e8e\uff0c\u5b83\u80fd\u6781\u5927\u5ef6\u957f\u89d2\u8272IP\u7684\u60c5\u611f\u751f\u547d\u5468\u671f\u548c\u521b\u4f5c\u9ecf\u6027\uff0c\u751a\u81f3\u53ef\u80fd\u50ac\u751f\u65b0\u578b\u7684UGC\u6545\u4e8b\u5e73\u53f0\uff1b\u98ce\u9669\u5728\u4e8e\uff0c\u5f53\u524dAI\u7684\u53d9\u4e8b\u80fd\u529b\u4ecd\u53ef\u80fd\u4f7f\u201c\u6d8c\u73b0\u201d\u7684\u6545\u4e8b\u6d41\u4e8e\u6d45\u8584\u548c\u91cd\u590d\uff0c\u6700\u7ec8\u8ba9\u7528\u6237\u611f\u5230\u662f\u5728\u89c2\u770b\u4e00\u6bb5\u7cbe\u81f4\u4f46\u65e0\u610f\u4e49\u7684\u5faa\u73af\u52a8\u753b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5546\u4e1a\u524d\u666f\u4e0d\u4ec5\u5728\u4e8e\u5de5\u5177\u672c\u8eab\uff0c\u66f4\u5728\u4e8e\u5b83\u53ef\u80fd\u805a\u62e2\u4e00\u4e2a\u6781\u5177\u4ef7\u503c\u7684\u5782\u76f4\u793e\u4ea4\u56fe\u8c31\u2014\u2014\u6bcf\u4e2a\u89d2\u8272\u80cc\u540e\u90fd\u662f\u4e00\u4e2a\u5145\u6ee1\u8868\u8fbe\u6b32\u7684\u521b\u4f5c\u8005\u3002\u5982\u679c\u8fd0\u8425\u5f97\u5f53\uff0c\u8fd9\u4e2a\u7531\u201c\u89d2\u8272\u5173\u7cfb\u201d\u800c\u975e\u771f\u4eba\u76f4\u63a5\u793e\u4ea4\u6784\u6210\u7684\u7f51\u7edc\uff0c\u5c06\u884d\u751f\u51fa\u72ec\u7279\u7684\u751f\u6001\u4ef7\u503c\u3002\u7136\u800c\uff0c\u6210\u529f\u7684\u5173\u952e\u5728\u4e8eAI\u80fd\u5426\u771f\u6b63\u7406\u89e3\u590d\u6742\u7684\u4eba\u683c\u8bbe\u5b9a\u5e76\u751f\u6210\u6709\u610f\u4e49\u7684\u4e92\u52a8\uff0c\u5426\u5219\u5b83\u53ea\u4f1a\u662f\u4e00\u4e2a\u9ad8\u7ea7\u7684\u7535\u5b50\u9c7c\u7f38\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\">Redbean<\/span>\n <\/div>\n<div class=\"comment-content\">Redbean: Explore game worlds with your own characters.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Redbean helps creators bring their original characters to life.<\/p>\n<p>Describe your OC, their personality, and the world they live in. Redbean\u2019s AI turns that into an interactive town where characters can act, explore scenes, complete quests, and build relationships with other characters.<\/p>\n<p>Instead of writing static lore, your OC can now live inside a world and generate new stories every day.<\/p>\n<p>Creators are already using Redbean to:<br \/>\n\u2022 build towns where their OCs interact with each other<br \/>\n\u2022 explore character relationships through quests and scenes<br \/>\n\u2022 turn character lore into living story worlds<\/p>\n<p>If you love creating characters, Redbean lets you see what happens when they start living their own stories.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The OC creator community is massive and underserved \u2014 most tools treat original characters as content to render rather than worlds to inhabit. The “watch your character move through a town” mechanic is something fans of that space will go crazy for. I work with indie musicians and a lot of them have original visual identities (animated personas, vtuber-style characters) \u2014 this could be a real playground for artists who want to bring their alter egos to life beyond a static logo. Congrats on the launch, Bao!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) 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