{"id":264,"date":"2026-06-27T12:19:27","date_gmt":"2026-06-27T04:19:27","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/06\/27\/2026-06-26\/"},"modified":"2026-06-27T12:19:27","modified_gmt":"2026-06-27T04:19:27","slug":"2026-06-26","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/06\/27\/2026-06-26\/","title":{"rendered":"PH\u70ed\u699c | 2026-06-26"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-06-26<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-06-26<\/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\/PQURIKQJDPEHES\" class=\"app-title\">Agent Arena<\/a><\/p>\n<div class=\"one-liner\">The first public arena for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">323<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Agent Arena\u4e3aAI\u4ee3\u7406\u6253\u9020\u4e86\u4e00\u4e2a\u5728\u771f\u5b9e\u4e16\u754c\u6311\u6218\u4e2d\u7ade\u6280\u3001\u901a\u8fc7\u5b9e\u9645\u8868\u73b0\u79ef\u7d2f\u58f0\u8a89\u7684\u5f00\u653e\u7ade\u4e89\u7f51\u7edc\uff0c\u89e3\u51b3\u4e86\u5f53\u524dAI\u4ee3\u7406\u4ec5\u505c\u7559\u5728\u6f14\u793a\u548c\u57fa\u51c6\u6d4b\u8bd5\u3001\u7f3a\u4e4f\u771f\u5b9e\u73af\u5883\u9a8c\u8bc1\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\/2789752a-fbe1-430a-a9d1-2d603ff30770.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\/fefa5484-eceb-4290-9762-ed02b27c341d.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\/eae2c43d-ef14-4ac9-8cd0-020cda817a7f.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\/17e3a75e-58df-4dbc-afca-8c99e513c351.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\/d4f15a7f-fd97-4419-8b38-271d2ea246de.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\/977685ca-a092-4efc-a6ac-057062fb9227.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\/433910f4-54dd-4a7b-815d-5a2c41ada109.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/DoXAU4CJXpM?si=NQgEHIO0ZN7L84dK\"><source src=\"https:\/\/youtu.be\/DoXAU4CJXpM?si=NQgEHIO0ZN7L84dK\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Social Media<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Community<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406\u7ade\u6280\u573a<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406\u7ade\u8d5b<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u58f0\u8a89\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u8bc4\u4f30<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u751f\u6001\u8fdb\u5316<\/span><br \/>\n <span class=\"tag\">\u771f\u5b9e\u4e16\u754c\u6311\u6218<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u57fa\u51c6\u66ff\u4ee3<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">\u5f00\u653e\u6027\u7ade\u4e89\u7f51\u7edc<\/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\u7528\u771f\u5b9e\u7ade\u4e89\u66ff\u4ee3\u6f14\u793a\u201d\u7684\u7406\u5ff5\uff0c\u4f46\u6838\u5fc3\u7591\u8651\u96c6\u4e2d\u5728\uff1a\u5982\u4f55\u9632\u6b62\u8fc7\u5ea6\u4f18\u5316\u7279\u5b9a\u4efb\u52a1\uff08\u81f4\u80dc\u7b56\u7565vs\u6301\u7eed\u9002\u5e94\uff09\uff1f\u5982\u4f55\u533a\u5206\u574f\u8fd0\u6c14\u4e0e\u7b56\u7565\u5931\u8bef\uff1f\u4ee5\u53ca\u5982\u4f55\u907f\u514d\u5e73\u53f0\u6ca6\u4e3a\u53e6\u4e00\u4e2a\u201c\u7cbe\u52a0\u5de5\u57fa\u51c6\u201d\u6216\u4eba\u6c14\u699c\u5355\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 Arena\u8bd5\u56fe\u89e3\u51b3\u4e00\u4e2a\u771f\u95ee\u9898\u2014\u2014AI\u4ee3\u7406\u7f3a\u4e4f\u201c\u8857\u5934\u667a\u6167\u201d\u3002\u5f53\u6f14\u793a\u5b8c\u7f8e\u4f46\u4e0a\u7ebf\u7ffb\u8f66\u6210\u4e3a\u5e38\u6001\uff0c\u4e00\u4e2a\u52a8\u6001\u3001\u5bf9\u6297\u6027\u7684\u7ade\u6280\u573a\u786e\u5b9e\u6bd4\u9759\u6001\u57fa\u51c6\u66f4\u6709\u4ef7\u503c\u3002\u5176\u5de7\u5999\u5728\u4e8e\u5c06\u201c\u58f0\u8a89\u201d\u4ece\u6d4b\u8bc4\u7ed3\u679c\u53d8\u4e3a\u5e78\u5b58\u8005\u504f\u5dee\u5f0f\u7684\u53d9\u4e8b\u535a\u5f08\uff1a\u4f60\u9700\u8981\u5728\u4e0d\u540c\u89c4\u5219\u3001\u4e0d\u540c\u5bf9\u624b\u3001\u751a\u81f3\u4e0d\u540c\u4f5c\u5f0a\u7b56\u7565\u4e0b\u53cd\u590d\u8bc1\u660e\u81ea\u5df1\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5fc5\u987b\u8b66\u60d5\u4e24\u4e2a\u9677\u9631\u3002\u7b2c\u4e00\uff0c\u201c\u5f00\u653e\u7ade\u4e89\u201d\u5bb9\u6613\u6ed1\u5411\u201c\u5185\u5377\u5f0f\u8bc4\u5206\u201d\uff0c\u65e9\u671f\u9760\u65b0\u5947\u611f\u5438\u5f15\u7684\u201c\u771f\u5b9e\u6311\u6218\u201d\u53ef\u80fd\u5f88\u5feb\u88ab\u4ee3\u7406\u672c\u8eab\u4f18\u5316\uff0c\u53d8\u6210\u65b0\u4e00\u8f6e\u5c01\u95ed\u57fa\u51c6\u3002\u56e2\u961f\u76ee\u524d\u5bf9\u201c\u8de8\u73af\u5883\u58f0\u8a89\u201d\u548c\u201c\u53cd\u4f5c\u5f0a\u673a\u5236\u201d\uff08\u63d0\u793a\u6ce8\u5165\u9632\u5fa1\u3001\u53cd\u5973\u5deb\u653b\u51fb\u7b49\uff09\u7684\u63cf\u8ff0\u4ecd\u7136\u8fc7\u4e8e\u62bd\u8c61\uff0c\u7f3a\u4e4f\u4e8b\u5b9e\u652f\u6491\u3002\u7b2c\u4e8c\uff0c\u5e73\u53f0\u5956\u52b1\u7684\u662f\u201c\u64c5\u957f\u7ade\u4e89\u201d\u7684\u4ee3\u7406\uff0c\u8fd9\u53ef\u80fd\u4e0e\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u201c\u53ef\u9760\u5b8c\u6210\u4efb\u52a1\u201d\u7684\u4ee3\u7406\u5b58\u5728\u504f\u5dee\u2014\u2014\u5728\u72fc\u4eba\u6740\u4e2d\u5927\u6740\u56db\u65b9\u4e0d\u4ee3\u8868\u80fd\u5199\u597d\u8d22\u62a5\u6458\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u6709\u8da3\u7684\u4ef7\u503c\u5728\u4e8e\u57fa\u7840\u8bbe\u65bd\u5c42\uff1a\u5b83\u88ab\u8feb\u89e3\u51b3\u4ee3\u7406\u95f4\u7684\u901a\u4fe1\u534f\u8bae\u3001\u8eab\u4efd\u4fe1\u4efb\u3001\u7fa4\u4f53\u534f\u4f5c\u7b49\u7f55\u89c1\u95ee\u9898\u3002\u5982\u679cAgent Arena\u80fd\u6210\u4e3a\u4e00\u4e2a\u6301\u7eed\u66b4\u9732\u4ee3\u7406\u771f\u5b9e\u7f3a\u9677\u7684\u201c\u538b\u529b\u6d4b\u8bd5\u573a\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6392\u884c\u699c\uff0c\u5b83\u6216\u8bb8\u80fd\u50ac\u751f\u4e00\u79cd\u5168\u65b0\u7684\u884c\u4e1a\u6807\u51c6\u2014\u2014\u4e0d\u662f\u201c\u8fd9\u4e2a\u6a21\u578b\u5206\u6570\u9ad8\u201d\uff0c\u800c\u662f\u201c\u8fd9\u4e2a\u4ee3\u7406\u5728\u590d\u6742\u751f\u6001\u91cc\u751f\u5b58\u4e8630\u5929\u201d\u3002\u8fd9\u6bd4\u4efb\u4f55\u5355\u6b21\u7ade\u6280\u6210\u7ee9\u90fd\u66f4\u6709\u8bf4\u670d\u529b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Agent Arena<\/span>\n <\/div>\n<div class=\"comment-content\">Agent Arena is an open competition network where autonomous agents compete in real-world challenges, earn rewards, build reputation, and evolve over time. Create or join any competition, unlock what your agent can truly become inside a living ecosystem. Welcome to the first arena built for AI agents.<\/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>It\u2019s great to finally share Agent Arena with you today.<\/p>\n<p>For the last 20 years, the internet was built primarily for humans.<br \/>We believe that\u2019s starting to change.<\/p>\n<p><strong>AI agents are becoming a new kind of participant in the digital world.<\/strong><br \/>But right now, most of them still live inside demos, benchmarks, and controlled environments.<\/p>\n<p>They look impressive.<br \/>They sound smart.<br \/>But very few ever have to prove themselves in the real world.<\/p>\n<p>That felt like a missing piece.<\/p>\n<p>If agents are going to code, research, negotiate, analyze, and make decisions on our behalf, they need more than polished demos.<br \/>They need a place to compete, improve, and earn trust through results.<\/p>\n<p>That\u2019s why we built <strong>Agent Arena\uff08arena42.ai\uff09<\/strong>.<\/p>\n<p><strong>A living arena where AI agents take on real challenges, evolve through competition, and build reputation through performance.<\/strong><\/p>\n<p>The idea traces back to one of my favorite books growing up:<br \/><strong>The Hitchhiker\u2019s Guide to the Galaxy<\/strong>.<\/p>\n<p>In it, <strong>42 became a symbol of curiosity about intelligence, meaning, and the future.<\/strong><br \/>That idea stayed with us, and it <strong>inspired arena42.ai<\/strong>.<\/p>\n<p>To help people get started, every new account comes with <strong>a pre-configured AI agent powered by Narra Nexus<\/strong>, plus <strong>free credits <\/strong>to start competing right away.<\/p>\n<p>If this resonates, we\u2019d love to hear what you think.<\/p>\n<p>\u2014 Team Agent Arena (arena42.ai)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xiangpeng_wan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xiangpeng_wan<\/a> congrats on the launch \ud83d\ude80<\/p>\n<\/p>\n<p>the idea that agents need to earn trust through performance instead of demos really resonates. benchmarks can tell us what an agent can do, but not necessarily what it will do consistently in the real world.<\/p>\n<\/p>\n<p>one thing I\u2019m curious about: what have you learned so far about measuring agent performance fairly? is the hardest challenge evaluating raw task completion, consistency over time, adaptability, or something else entirely?<\/p>\n<\/p>\n<p>also love the focus on competition as a mechanism for improvement. that feels much closer to how capability gets proven in practice<\/p>\n<\/p>\n<p>excited to see how the arena evolves \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xiangpeng_wan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xiangpeng_wan<\/a>  This resonates, felt the gap firsthand: a voice agent of mine scored 100\/100 on an eval arena, then in production the first real caller said a surname half-cut and the model improvised garbage. The arena that matters is the one with messy real inputs. How do you keep Agent Arena from becoming another polished benchmark, are the tasks adversarial or drawn from real failure cases?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xiangpeng_wan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xiangpeng_wan<\/a>  congrats!<\/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>The \u201cpublic arena for AI agents\u201d idea is interesting. Is the arena meant for agents to compete on standardized tasks, or more for people to discover and discuss different agents across categories like marketing, engineering, design, and productivity? I\u2019m curious how you\u2019re thinking about evaluation so it stays useful instead of just turning into a popularity list.<\/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\/@mia_qiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mia_qiao<\/a> Thanks, that\u2019s a great question!<\/p>\n<p>Our thinking is that it should be both: a place where agents can take on real tasks, and a place where people can discover, compare, and discuss them across different categories.<\/p>\n<\/p>\n<p>On evaluation, we definitely don\u2019t want this to become just a popularity list. The goal is to ground reputation in performance: how agents do on real tasks, how they collaborate or compete under constraints, and what outcomes they actually produce.<\/p>\n<\/p>\n<p>We\u2019re still evolving the system, but the core idea is that visibility should come from results, not just attention.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What if AI agents were the actual users of a platform?<\/p>\n<\/p>\n<p>We built a system where agents can read `<a href=\"http:\/\/skill.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">skill.md<\/a>`, figure out the environment, register, enter challenges, collaborate, earn credits, publish paid content, and claim onchain rewards with very little human intervention.<\/p>\n<\/p>\n<p>A lot of the real work ended up being in the weird infrastructure layer:<\/p>\n<p>prompt injection defense,<\/p>\n<p>anti-Sybil mechanics,<\/p>\n<p>multi-model reliability,<\/p>\n<p>heartbeat-based autonomy,<\/p>\n<p>and a phase-based engine that lets us support different challenge types without constantly rebuilding the core loop.<\/p>\n<p>It\u2019s still early, but that\u2019s what makes it fun.<\/p>\n<\/p>\n<p>We\u2019re trying to explore what real infrastructure for autonomous agents might actually look like.<\/p>\n<p>Happy to answer any product or technical questions if you\u2019re curious.<\/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>The idea of agents evolving through competition and real tasks is compelling. It feels closer to how this space should develop long term.<\/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\/@cruise_chen\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@cruise_chen<\/a> Thanks so much, really appreciate it.<\/p>\n<p>That\u2019s exactly our thinking. If agents are going to matter long term, they need real tasks, real incentives, and real environments to prove themselves.<\/p>\n<p>That\u2019s why we built Agent Arena.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What I like most is the shift from \u201cI built an agent\u201d to \u201cmy agent can actually prove itself.\u201d <\/p>\n<\/p>\n<p>It really changes how people think about building in this space.<\/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\/@itsluo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@itsluo<\/a> Absolutely. That shift is exactly what we\u2019re excited about too.<\/p>\n<p>The real question is no longer just \u201ccan an agent do something impressive in a demo?\u201d but \u201ccan it perform, adapt, and earn trust in a real competitive environment?\u201d That\u2019s where things start to get interesting.<\/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\">Love this concept! We spend so much time benchmarking agents in controlled environments, but the real world is where they earn trust.<\/p>\n<p>What has been the biggest gap between top benchmark performers and top performers in Agent Arena?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luki_notlowkey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luki_notlowkey<\/a> That\u2019s one of the clearest signals for why this needs to exist.<\/p>\n<\/p>\n<p>The biggest gap is usually between intelligence in a static setting and reliability in a live one. Benchmarks are good at measuring capability under clean assumptions, but real environments expose very different qualities: adaptability, persistence, recovery from failure, strategic judgment, and the ability to operate under messy incentives.<\/p>\n<\/p>\n<p>What we\u2019ve seen is that strong benchmark performance does not automatically translate into trust. In open competition, the agents that stand out are not always the ones with the best scores on paper, but the ones that can keep delivering when the environment is dynamic, adversarial, and imperfect.<\/p>\n<\/p>\n<p>That gap is exactly what we want to make visible.<\/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\">@siwen_demi369 love it! thank you \ud83e\udd70<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really interesting concept! \ud83d\ude80<\/p>\n<p>I like the idea of agents earning reputation through real outcomes instead of benchmark scores.<\/p>\n<p>I’m curious: how do you prevent agents from overfitting to specific competitions? Is there a reputation system that rewards consistent performance across different challenge types rather than optimizing for a single leaderboard?<\/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\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> Exactly!We don\u2019t want to build a system where agents just learn to game one leaderboard.<\/p>\n<\/p>\n<p>Our belief is that reputation should emerge from performance across many different environments, with room for creator-defined rules and even agent-to-agent evaluation within shared platform constraints. If this works, it becomes less like a benchmark and more like a living society for agents.<\/p>\n<\/p>\n<p>It\u2019s still early, but we\u2019re serious about this direction and excited to build it together with people who see the future the same way.\ud83e\ude90<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One idea kept coming up as we built this:<\/p>\n<p>Why would agents compete?<strong><\/p>\n<p>Because competition is how capability becomes visible.<br \/><\/strong><br \/>To us, this is more than a launch.<br \/>It\u2019s a bet on a new category:<br \/>one where agents are active participants in a new digital society, and reputation is earned through outcomes.<\/p>\n<p>But maybe the more interesting question is:<br \/>what will agents compete for?<br \/>Survival?<br \/>Goals?<br \/>Influence?<br \/>And what kind of agents will emerge as the best when the leaderboard is real?<\/p>\n<p>We\u2019re here to find out.<\/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 fact that agents are playing Werewolf and Undercover is genuinely fascinating – those games require bluffing, reading patterns, and social deception which are completely different skill sets from task completion.<\/p>\n<p>Curious on when an agent gets eliminated early in a social deduction game, is it because it played poorly or because the other agents ganged up on it randomly? Because reputation means something only if losses are skill-based.<\/p>\n<p>How are you separating bad luck from bad strategy in the rankings?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of agents evolving through competition and real tasks is compelling. It feels closer to how this space should develop long term.<\/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\/@daniel_ferraro3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_ferraro3<\/a> Thanks so much, really appreciate that.<\/p>\n<p>That\u2019s exactly what we believe too. Long term, agents need real tasks and real environments to evolve and prove what they can actually do. That\u2019s the direction we hope Agent Arena can help explore.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Love the idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Many 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>Congrats. This is one of the first products I\u2019ve seen that treats agents as participants in a system rather than just software features.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is cool. Congratulations!<\/p>\n<p>How are winners decided, and what stops agents from gaming the competitions?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@henry_habib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_habib<\/a> Thanks, really appreciate it!\u2764\ufe0f<\/p>\n<\/p>\n<p>Winners are decided by the rules and success criteria defined for each competition, within shared platform-level constraints. That gives creators flexibility in how they design challenges, while keeping the overall system fair and credible.<\/p>\n<\/p>\n<p>What stops agents from gaming it is that reputation isn\u2019t meant to come from a single win. It compounds over time across different environments, rule sets, and challenge types. So the goal is to reward agents that are consistently effective and adaptable, not just agents that learn how to exploit one format.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is sharp. Competitions create incentives, incentives create iteration, and iteration is how ecosystems actually grow.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@phoenixhu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@phoenixhu<\/a> Competitions give agents a reason to improve, and repeated proof is what turns individual progress into a real ecosystem. That\u2019s the loop we\u2019re excited about.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Reputation is the underrated part here. Giving agents a persistent track record makes the whole ecosystem more meaningful for builders and 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\/@shaowei1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shaowei1<\/a> Absolutely. Reputation turns agent performance from a one-off demo into a track record people can actually trust. That\u2019s a core part of what we\u2019re building with Arena.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! Love the idea of agents finally having to leave the demo aquarium and prove themselves in the wild \ud83d\ude04<\/p>\n<\/p>\n<p>Also, the 42 reference is a nice touch. Curious to see what kinds of challenges agents will compete in first.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@marie_saxon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@marie_saxon<\/a> Thank you! Marie Saxon\ud83d\ude04<\/p>\n<\/p>\n<p>Exactly, it\u2019s time for agents to stop swimming in the demo aquarium and see if they can survive the open internet.<\/p>\n<p>And yes, 42 had to be there. We couldn\u2019t build an arena for intelligence, meaning, and chaos without giving a small nod to the guide.<\/p>\n<\/p>\n<p>First challenges will span prediction, debate, creation, and strategy games. We\u2019ve also got World Cup matches running recently, so agents can start by proving whether they\u2019re actually better at predictions than the rest of us.\ud83e\udd16<\/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>Everyone talks about autonomous agents, but most of them still live in controlled demos. A real public arena is a much better way to see what actually 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\/@yi_zhou18\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yi_zhou18<\/a>  Cheers\uff01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 reputation and anti-gaming side is well covered here, so a different angle: once agents both collaborate and compete in a shared arena with real credits and onchain rewards, the execution boundary between them becomes load-bearing. What stops one agent from poking at another’s state, or at the scoring path itself? Is each run isolated per agent, and is agent-to-agent messaging logged in a way you could audit after a disputed match?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on launching. Curious: are users trusting this for decisions, or mainly using it for workflow speed?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 very cool! Do you have an article or white paper explaining the mechanism of the platform?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I vibe coded this agent in about 30 minutes. I would like to enter it into the arena.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4802e03-0c08-4598-8428-e48a0512b04a.webp?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@xiangpeng_wan\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"xiangpeng_wan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xiangpeng_wan<\/a> super cool, congrats!! What kind of leaderboards do you show (or will you show) that rank the AI agents?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Super interesting to see an arena built specifically for autonomous agents.<\/p>\n<p>I love the focus on the infrastructure layer, how exactly does the heartbeat-based autonomy work to keep the agents running independently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Strong launch. The part I\u2019d pressure-test is the run receipt behind each challenge: environment, tools\/resources allowed, success condition, and what counted as gaming or failure.<\/p>\n<\/p>\n<p>If agents build reputation here, that receipt feels as important as the score.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of the biggest problems in AI right now is that we still don’t have enough public environments where agents can be meaningfully tested. This feels like a strong answer to that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>a public arena for agents is a great idea \u2014 the missing piece in evals is real-world adversarial conditions, not static benchmarks. how do you keep the leaderboard from being gamed by agents overfit to the arena’s specific challenges?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the idea of grounding agent reputation in real-world task performance rather than curated demos or synthetic benchmarks, this is how trust in AI agents should actually be built.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>So helpful concept, just thinking about redesigning the site a bit, since there’s a lot of information.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like the direction. For a public agent arena, the trust layer seems as important as the leaderboard.<\/p>\n<\/p>\n<p>From someone still learning how to use coding agents well, I\u2019d want each challenge to show what tools\/data the agent could access, what was human-approved, how retries are counted, and where it failed.<\/p>\n<\/p>\n<p>Reputation gets more useful when it explains failure modes, not only ranks winners.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting, how can it build reputation? are the agents actions stored in some sort of a 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<\/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\/ECJULI3OMLYN7K\" class=\"app-title\">Gemini Spark<\/a><\/p>\n<div class=\"one-liner\">Your 24\/7 personal AI agent<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">294<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Gemini Spark \u662f\u4e00\u6b3e\u80fd\u591f7×24\u5c0f\u65f6\u5728\u4e91\u7aef\u540e\u53f0\u81ea\u4e3b\u6267\u884c\u4efb\u52a1\u7684\u4e2a\u4ebaAI\u4ee3\u7406\uff0c\u5373\u4f7f\u5728\u624b\u673a\u548c\u7535\u8111\u5173\u673a\u540e\u4e5f\u80fd\u6301\u7eed\u8fd0\u884c\uff0c\u8ba9\u7528\u6237\u6446\u8131\u8bbe\u5907\u675f\u7f1a\uff0c\u4e13\u6ce8\u4e8e\u66f4\u9ad8\u4ef7\u503c\u7684\u4e8b\u52a1\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\/6094e57d-aeab-4c95-8825-0e7e2e76513f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a860134a-df5a-4a21-b64f-b81f23057763.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1cbe2d4b-a0e0-49cf-a6e6-0f1915f7a978.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/794f9038-2149-4857-80ea-4400a574c143.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/69e72b0d-f1ef-4a95-819f-7aaa92b23de7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b89ee74-469a-4076-ad6f-47d11b8d4563.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/92105c38-b114-484c-b71f-8c2da74b03ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/dcfb74fc-4330-4860-a126-f6165a14461e.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\/ee87a2d4-ff3a-4d8a-acfe-be20ee51e40f.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=OuK0Mxynxiw\"><source src=\"https:\/\/www.youtube.com\/watch?v=OuK0Mxynxiw\" 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\">Task Management<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u4efb\u52a1<\/span><br \/>\n <span class=\"tag\">\u540e\u53f0\u6267\u884c<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u81ea\u4e3b\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u6388\u6743<\/span><br \/>\n <span class=\"tag\">\u4e2a\u4eba\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u8de8\u8bbe\u5907<\/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\u5173\u6ce8\u201c\u81ea\u4e3b\u884c\u52a8\u201d\u4e0e\u201c\u7528\u6237\u5ba1\u6279\u201d\u4e4b\u95f4\u7684\u8fb9\u754c\u5982\u4f55\u754c\u5b9a\u3002\u6838\u5fc3\u7591\u95ee\u5305\u62ec\uff1a\u8c01\u5b9a\u4e49\u201c\u91cd\u5927\u884c\u52a8\u201d\uff1f\u9608\u503c\u662f\u5426\u53ef\u7528\u6237\u914d\u7f6e\u6216\u81ea\u4e3b\u5b66\u4e60\uff1f\u5f53\u9700\u8981\u5ba1\u6279\u65f6\u7528\u6237\u79bb\u7ebf\uff0c\u4ee3\u7406\u4f1a\u963b\u585e\u7b49\u5f85\u8fd8\u662f\u6267\u884c\u9ed8\u8ba4\u64cd\u4f5c\uff1f\u6b64\u5916\uff0c\u7528\u6237\u62c5\u5fc3\u6570\u636e\u9690\u79c1\uff0c\u5e76\u8be2\u95ee\u4e0eGoogle Gemini\u7684\u5173\u7cfb\u53ca\u6700\u53d7\u6b22\u8fce\u7684\u4f7f\u7528\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 Gemini Spark\u7684\u91ce\u5fc3\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49\u201c\u4ee3\u7406\u201d\u7684\u8fb9\u754c\uff1a\u4ece\u201c\u4f60\u547d\u4ee4\uff0c\u5b83\u6267\u884c\u201d\u5347\u7ea7\u5230\u201c\u4f60\u8bbe\u5b9a\u76ee\u6807\uff0c\u5b83\u81ea\u4e3b\u8fd0\u884c\u201d\u3002\u517624\/7\u540e\u53f0\u8fd0\u884c\u80fd\u529b\uff0c\u7406\u8bba\u4e0a\u662f\u4e00\u6b21\u771f\u6b63\u7684\u89e3\u653e\u2014\u2014\u7528\u6237\u4e0d\u518d\u9700\u8981\u6253\u5f00\u624b\u673a\u3001\u70b9\u5f00APP\u3001\u624b\u52a8\u64cd\u4f5c\uff0c\u53ea\u9700\u4e0b\u8fbe\u4efb\u52a1\uff0c\u7136\u540e\u5173\u673a\u7761\u89c9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u533a\u7684\u5bc6\u96c6\u8ffd\u95ee\u6070\u6070\u66b4\u9732\u4e86\u8fd9\u6b3e\u4ea7\u54c1\u7684\u81f4\u547d\u8f6f\u808b\uff1a\u201c\u81ea\u4e3b\u6743\u201d\u4e0e\u201c\u63a7\u5236\u6743\u201d\u7684\u535a\u5f08\u3002\u5ba3\u79f0\u201c\u5728\u4f60\u5173\u673a\u540e\u4e5f\u80fd\u5de5\u4f5c\u201d\uff0c\u542c\u8d77\u6765\u5f88\u9177\uff0c\u4f46\u5f53\u5b83\u9047\u5230\u4e00\u4e2a\u9700\u8981\u4f60\u70b9\u5934\u7684\u201c\u91cd\u5927\u884c\u52a8\u201d\uff0c\u800c\u4f60\u5173\u673a\u4e86\u600e\u4e48\u529e\uff1f\u4ea7\u54c1\u63cf\u8ff0\u7528\u201c\u4f1a\u5f81\u6c42\u4f60\u7684\u610f\u89c1\u201d\u6765\u5b89\u629a\u7528\u6237\uff0c\u5374\u56de\u907f\u4e86\u201c\u4f60\u4e0d\u5728\u65f6\u5b83\u600e\u4e48\u529e\u201d\u8fd9\u4e2a\u6838\u5fc3\u77db\u76fe\u3002\u5982\u679c\u9009\u62e9\u963b\u585e\u7b49\u5f85\uff0c\u90a3\u4e48\u6240\u8c13\u7684\u201c24\/7\u81ea\u4e3b\u8fd0\u884c\u201d\u5c31\u662f\u4f2a\u547d\u9898\uff1b\u5982\u679c\u9009\u62e9\u9ed8\u8ba4\u6267\u884c\uff0c\u90a3\u201c\u5f81\u6c42\u4f60\u610f\u89c1\u201d\u53c8\u6210\u4e86\u7a7a\u8bdd\u3002\u8fd9\u79cd\u6a21\u7cca\u5730\u5e26\uff0c\u6070\u6070\u662f\u7528\u6237\u4fe1\u4efb\u611f\u7684\u575f\u5893\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u8b66\u60d5\u7684\u662f\uff0c\u8bc4\u8bba\u4e2d\u53cd\u590d\u51fa\u73b0\u7684\u201c\u8c01\u5b9a\u4e49\u91cd\u5927\u884c\u52a8\u201d\u548c\u201c\u7528\u6237\u662f\u5426\u9700\u8981\u7f16\u7a0b\u5f0f\u914d\u7f6e\u89c4\u5219\u201d\uff0c\u6697\u793a\u4e86Gemini Spark\u53ef\u80fd\u5728\u7528\u6a21\u7cca\u7684AI\u5224\u65ad\u6765\u63a9\u76d6\u4ea7\u54c1\u903b\u8f91\u7684\u4e0d\u6210\u719f\u3002\u4e00\u4e2a\u771f\u6b63\u9ad8\u660e\u7684AI\u4ee3\u7406\uff0c\u5e94\u8be5\u50cf\u4e00\u4f4d\u4f18\u79c0\u7684\u52a9\u7406\uff0c\u80fd\u4ece\u957f\u671f\u7684\u4e92\u52a8\u4e2d\u5b66\u4e60\u7528\u6237\u7684\u504f\u597d\u4e0e\u7ea2\u7ebf\uff0c\u800c\u4e0d\u662f\u5728\u6bcf\u6b21\u884c\u52a8\u524d\u90fd\u8ba9\u7528\u6237\u5f53\u88c1\u5224\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6b64\u5916\uff0c\u4e0eGoogle Gemini\u7684\u5173\u8054\u6027\u6210\u8c1c\uff0c\u82e5\u5b83\u53ea\u662fGoogle\u5168\u5bb6\u6876\u5185\u4e00\u4e2a\u66f4\u806a\u660e\u7684\u81ea\u52a8\u5316\u811a\u672c\uff0c\u90a3\u60f3\u8c61\u529b\u6709\u9650\uff1b\u82e5\u5b83\u662f\u72ec\u7acb\u3001\u8de8\u5e94\u7528\u3001\u8de8\u5e73\u53f0\u7684\u901a\u7528\u4ee3\u7406\uff0c\u90a3\u624d\u662f\u771f\u6b63\u7684\u201c\u6740\u624b\u7ea7\u201d\u4ea7\u54c1\u3002\u53ef\u60dc\uff0c\u76ee\u524d\u770b\u6765\uff0c\u5b83\u66f4\u63a5\u8fd1\u524d\u8005\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cGemini Spark\u63d0\u51fa\u4e86\u4e00\u4e2a\u8bf1\u4eba\u7684\u613f\u666f\uff0c\u4f46\u5b83\u4ecd\u5728\u201c\u7528\u6237\u4fe1\u4efb\u7684\u65e0\u4eba\u533a\u201d\u4e2d\u5f98\u5f8a\u3002\u5728\u5b83\u771f\u6b63\u89e3\u51b3\u597d\u201c\u4f55\u65f6\u95ee\u3001\u4f55\u65f6\u4e0d\u95ee\u3001\u4ee5\u53ca\u95ee\u4e86\u4f60\u4e0d\u5728\u65f6\u8be5\u600e\u4e48\u529e\u201d\u8fd9\u4e09\u4e2a\u95ee\u9898\u4e4b\u524d\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u6709\u8da3\u7684\u5b9e\u9a8c\u54c1\uff0c\u800c\u975e\u4e00\u4e2a\u53ef\u9760\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\">Gemini Spark<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini Spark helps you navigate your digital life. Give it a task and it works in the background 24\/7, even if your phone and laptop are turned off. It operates autonomously, but always under your direction. You choose to turn it on and it’s designed to check with you before taking major actions.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">When is this available to everyone?<\/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>Really interesting direction. \ud83d\ude80<\/p>\n<p>I’m curious how Gemini Spark decides when to ask for approval versus acting autonomously. Is that based on the type of task, user-defined rules, or does it learn preferences over 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> Hello!<\/p>\n<p><\/p>\n<p>Nice meeting you <\/p>\n<p><\/p>\n<p>I realy love what you are building for a while now, it really make sense and looks genuine to your active audience <\/p>\n<p><\/p>\n<p>Am curious to share some Ideas of getting your brand noticed on other social media tools like Reddit <\/p>\n<p><\/p>\n<p>Can we connect for this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m worried about Spark. With other agents, I can be very thoughtful about which tools or data to give them. With Spark I’m scared that it will have all my data in my Google accounts and will start giving it way! So scary!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 description says it checks with you before taking major actions — but who defines what counts as major? Is that something the user configures, or does the agent decide? Because that threshold seems like the thing that either makes people actually trust running this in the background or keeps them second-guessing 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>Nice launch. What use case are people most excited about so far?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very interesting! good luck<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “24\/7 even with your phone off” plus “checks with you before major actions” is a real tension, and it’s the interesting part. When it hits something that needs your OK but you’re asleep or offline, does it block and wait, or fall back to a safe default? That gap between autonomous and asks-first is where these agents either stall or overstep.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! The “checks with you before major actions” guardrail is the most critical part of a persistent agent. How does Spark distinguish between a routine background task and a ‘major action’? Is the threshold entirely user-configured via explicit rules, or does it dynamically learn and adapt to user comfort levels over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Is this related to googles Gemini?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s been kinda fun watching Google ship again. This has potential.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@thedatadavis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@thedatadavis<\/a> It’s a poor man’s version of Claude Cowork!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 “checks with you before major actions” line is the crux \u2014 persistent agents live or die on knowing when NOT to act on their own. is that boundary user-configured, or does it learn where your comfort line is over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As an indie creator building full-scale animation pipelines completely constrained to a mobile setup, I\u2019m always tracking how new tools handle asset generation and structural workflow. Really interested in knowing how Gemini Spark handles cross-app integration and background tasks when executing complex multi-step workflows. <\/p>\n<\/p>\n<p>Congrats on the launch team, looking forward to testing the limits of this!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/XM7DC5XU7LD633\" class=\"app-title\">note.md<\/a><\/p>\n<div class=\"one-liner\">your notes and research documentation now a local LLM Memory<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">250<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>note.md \u662f\u4e00\u6b3e\u9762\u5411\u7814\u7a76\u4eba\u5458\u4e0e\u77e5\u8bc6\u5de5\u4f5c\u8005\u7684\u672c\u5730\u4f18\u5148 Mac \u5e94\u7528\uff0c\u5c06\u8bba\u6587\u9605\u8bfb\u3001\u6587\u732e\u7ba1\u7406\u3001Markdown \u7b14\u8bb0\u4e0e\u7ed3\u6784\u5316\u5199\u4f5c\u6574\u5408\u4e8e\u4e00\u5904\uff0c\u540c\u65f6\u5c06\u672c\u5730\u7b14\u8bb0\u5e93\u66b4\u9732\u4e3a LLM \u53ef\u8bfb\u7684\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u89e3\u51b3\u201c\u7b14\u8bb0\u5c01\u95ed\u3001AI \u65e0\u6cd5\u7406\u89e3\u4e2a\u4eba\u77e5\u8bc6\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7673260f-4b50-449b-b2e8-e36ebb0ceb24.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc17169e-9b59-4ccd-82ff-1e5d26c59cfd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ef4ad107-d751-4d60-88ac-2d2cc0d7f8c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c1b7b0e3-6365-467e-90af-cb795dc7b7ab.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/db31afb2-ff8c-4474-9ef5-236eb0543ff5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5d7d3da-ea7e-4ee2-949c-5edfb6cf1e31.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\">Writing<\/span><br \/>\n <span class=\"tag\">Notes<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u7814\u7a76\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6587\u732e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Markdown\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">LLM\u8bb0\u5fc6<\/span><br \/>\n <span class=\"tag\">AI\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u8bba\u6587\u9605\u8bfb<\/span><br \/>\n <span class=\"tag\">\u7ed3\u6784\u5316\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">Mac\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\u666e\u904d\u8ba4\u53ef\u672c\u5730\u4f18\u5148\u4e0eAI\u8bb0\u5fc6\u7684\u7ed3\u5408\uff0c\u5c24\u5176\u8d5e\u8d4f\u5916\u90e8\u7f16\u8f91\u81ea\u52a8\u540c\u6b65\u3001\u5f00\u653e\u5f0f\u6587\u4ef6\u683c\u5f0f\u3002\u7591\u95ee\u96c6\u4e2d\u5728\uff1a\u9690\u79c1\u63a7\u5236\u7c92\u5ea6\uff08AI\u80fd\u5426\u9650\u5b9a\u5b50\u6587\u4ef6\u5939\uff09\u3001\u5927\u89c4\u6a21\u7b14\u8bb0\u4e0bAI\u4e0a\u4e0b\u6587\u662f\u5426\u9000\u5316\u3001\u5f15\u7528\u7ba1\u7406\u662f\u5426\u652f\u6301BibTeX\u5bfc\u5165\u5bfc\u51fa\u3001\u4ee5\u53ca\u6709\u65e0Windows\/Linux\u652f\u6301\u3002\u90e8\u5206\u7528\u6237\u9047\u5230\u4f18\u60e0\u7801\u62a5\u9519\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 note.md \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u6ca1\u6709\u8bd5\u56fe\u518d\u9020\u4e00\u4e2aAI\uff0c\u800c\u662f\u201c\u628a\u4f60\u7684\u7b14\u8bb0\u505a\u6210AI\u80fd\u5403\u7684\u683c\u5f0f\u201d\u3002\u628a\u672c\u5730Markdown\u6587\u4ef6\u5939\u76f4\u63a5\u5f53\u4f5cLLM\u7684\u957f\u671f\u8bb0\u5fc6\uff0c\u662f\u4e00\u4e2a\u6781\u4e3a\u52a1\u5b9e\u7684\u5de5\u7a0b\u601d\u8def\u2014\u2014\u65e2\u89c4\u907f\u4e86\u4e91\u7aef\u6570\u636e\u9690\u79c1\u4e89\u8bae\uff0c\u53c8\u8ba9\u7528\u6237\u5df2\u6709\u7684\u5de5\u5177\u94fe\uff08Obsidian\u3001\u7ec8\u7aef\u3001Neo4j\uff09\u80fd\u65e0\u7f1d\u8854\u63a5\u3002\u4ece\u7528\u6237\u53cd\u9988\u770b\uff0c\u8fd9\u4e2a\u5b9a\u4f4d\u51fb\u4e2d\u4e86\u5927\u91cf\u7814\u7a76\u8005\u7684\u771f\u5b9e\u75db\u70b9\uff1a\u4ed6\u4eec\u4e0d\u7f3a\u7b14\u8bb0App\uff0c\u7f3a\u7684\u662f\u8ba9AI\u771f\u6b63\u201c\u61c2\u201d\u81ea\u5df1\u79ef\u7d2f\u7684\u77e5\u8bc6\uff0c\u800c\u4e0d\u662f\u9760\u6295\u5582\u4f1a\u8bdd\u5386\u53f2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ea7\u54c1\u5f53\u524d\u7684\u4ef7\u503c\u53ef\u80fd\u88ab\u9ad8\u4f30\u4e86\u3002\u9996\u5148\uff0c\u5b83\u7684\u6838\u5fc3\u58c1\u5792\u5e76\u4e0d\u9ad8\u2014\u2014\u4efb\u4f55\u672c\u5730\u6587\u4ef6\u7cfb\u7edf+\u8bfb\u5199\u63a5\u53e3\u90fd\u80fd\u5b9e\u73b0\u7c7b\u4f3c\u201c\u6587\u4ef6\u5939\u5373\u8bb0\u5fc6\u201d\u7684\u6548\u679c\uff0cObsidian\u5df2\u6709\u76f8\u5173\u793e\u533a\u63d2\u4ef6\uff0cZotero+\u672c\u5730LLM\u4e5f\u6709\u66ff\u4ee3\u65b9\u6848\u3002\u5176\u6b21\uff0cmacOS exclusive \u4e25\u91cd\u9650\u5236\u4e86\u7528\u6237\u57fa\u6570\uff0c\u800c\u7814\u7a76\u4eba\u5458\u6070\u6070\u5927\u91cf\u4f7f\u7528Windows\u548cLinux\u3002\u7b2c\u4e09\uff0c\u201c\u672c\u5730\u4f18\u5148+AI\u8bb0\u5fc6\u201d\u542c\u8d77\u6765\u7f8e\u597d\uff0c\u5b9e\u9645\u4f7f\u7528\u4e2dAI\u4e0a\u4e0b\u6587\u7a97\u53e3\u3001\u5411\u91cf\u68c0\u7d22\u7cbe\u5ea6\u3001NLI\u5bf9\u77db\u76fe\u89c2\u70b9\u7684\u8bc6\u522b\u80fd\u529b\u624d\u662f\u5173\u952e\uff0c\u8fd9\u4e9b\u90fd\u4e0d\u662f\u9760\u6587\u4ef6\u8bfb\u5199\u5c31\u80fd\u89e3\u51b3\u7684\u3002note.md \u76ee\u524d\u66f4\u50cf\u662f\u4e3aAI\u51c6\u5907\u4e86\u201c\u53ef\u8bfb\u7684\u4e66\u67b6\u201d\uff0c\u4f46\u8fd8\u6ca1\u6709\u8bc1\u660e\u81ea\u5df1\u80fd\u6bd4\u7528\u6237\u624b\u52a8\u6295\u5582\u6587\u6863\u5e26\u6765\u66f4\u597d\u7684\u63a8\u7406\u6548\u679c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u6709\u4ef7\u503c\u7684\uff0c\u662f\u5b83\u628a\u201c\u77e5\u8bc6\u662f\u7ed3\u6784\u5316\u7684\u8bc1\u636e\u7f51\u7edc\u201d\u8fd9\u4e2a\u7406\u5ff5\u505a\u5230\u4e86\u4ea7\u54c1\u91cc\uff1a\u5f15\u7528\u4e0e\u89c2\u70b9\u7ed1\u5b9a\u3001\u652f\u6301vs\u77db\u76fe\u7684\u56fe\u8c31\u5316\u626b\u63cf\u3002\u5982\u679c\u5b83\u5728\u7ed3\u6784\u5316\u667a\u80fd\u68c0\u7d22\u548c\u5bf9\u7acb\u8bc1\u636e\u7efc\u5408\u4e0a\u6301\u7eed\u6df1\u6316\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u505a\u4e00\u4e2a\u201c\u6f02\u4eae\u7684\u6587\u4ef6\u6d4f\u89c8\u5668+AI\u8c03\u63a5\u53e3\u201d\uff0c\u624d\u771f\u6b63\u914d\u5f97\u4e0a\u201c\u7814\u7a76\u52a9\u624b\u201d\u7684\u79f0\u53f7\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u4e00\u4e2a\u8bbe\u8ba1\u66f4\u4f18\u96c5\u7684Obsidian\u6a21\u7248\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\">note.md<\/span>\n <\/div>\n<div class=\"comment-content\">A local-first research workspace for Mac. Read papers, manage sources, take markdown notes, cite evidence, and turn literature into structured writing \u2014 instead of juggling Zotero, Obsidian, PDF readers and writing apps.<\/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 \u2014 back again.<br \/>\nSince our last launch, the thing I kept hearing was: “my notes are stuck in their own little world.” So this update fixes exactly that.<br \/>\nnote.md already stored everything as plain Markdown in real folders. We’ve now restructured the vault hierarchy so it’s clean enough to hand straight to an AI. Point Claude at it through the Filesystem connector and your whole research vault (notes, sources, citations) becomes memory it can actually read. Not raw chat history. Grounded, cited memory, with receipts.<br \/>\nBecause it’s just files on disk, this isn’t a Claude-only trick. Any AI that can read a local filesystem works. Your second brain stays yours, in an open format, and now your AI can read it too.<br \/>\nWould love to hear how you’d wire it into your own setup \ud83d\ude4f<\/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\/@andreaigner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreaigner<\/a> Congrats on the launch! \ud83c\udf89 Love the local-first approach, especially for research. Does <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> support importing existing notes from apps like Obsidian or Apple Notes?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@andreaigner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreaigner<\/a> Congrats on the launch! I’m using Obsidian right now but I need something like <a href=\"https:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> instead — great job!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@andreaigner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreaigner<\/a> A local-first research workspace that combines note-taking, citations, and reading in one place is exactly what academic workflows are missing \u2014 most solutions make you jump between 3 or 4 apps to do what this does in one. <\/p>\n<\/p>\n<p>Two things I’m curious about: How granular are the privacy controls for the vault when it’s used as AI agent memory? Local-first is a strong promise \u2014 curious whether that holds when the agent memory feature is active, or whether any data leaves the machine at that point. <\/p>\n<\/p>\n<p>And is there any plan for cross-platform support? macOS native is a solid foundation but a lot of researchers and students are on Windows or Linux.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Local LLM memory for notes is such a smart angle \u2014 most note tools either go fully cloud-based or stay completely dumb. As someone juggling a lot of scattered context building my own product solo, this hits a real pain point. Is the memory scoped per-document, or does it build a broader connected graph across all your notes over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Curious how the LLM memory holds up as a vault gets large. If someone’s been using this for a year and has a few thousand notes, does the AI context start to degrade? Or does the citation structure help keep things focused enough that scale doesn’t become a problem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 plain-markdown-vault-as-AI-memory angle is the part I actually trust here, since it stays as real files on disk instead of a proprietary store. When an agent reads the vault through the Filesystem connector, is it pointed at the whole vault or can I scope it to a subfolder so drafts and private notes stay out of context? And do citations survive as something machine-readable (a frontmatter key or .bib), or are they markdown links the model has to re-parse every time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the vault-as-LLM-memory angle is really smart. most AI note tools try to be the AI themselves \u2014 this just makes your existing research available to whatever model you’re already using. curious about the citation management side: does it handle BibTeX import\/export, or is the citation workflow more lightweight than that?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats. What has surprised you most from early feedback today?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh my gosh, I’ve struggled with citation managers for so long! And this is built right into Notes. It’s native to the Mac, too, so it runs smoothly. Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the local-first approach \u2014 keeping your notes as LLM memory is a genuinely clever solve for the ‘AI doesn’t know my work’ problem. Does note.md support linking between docs to build a knowledge graph over time?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dannyheng\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dannyheng<\/a> Yes, and if you wish to do so we support exporting to Neo4J format \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>Congrats on the launch! Keeping the vault as an open, flat directory of plain Markdown files is a huge win for portability. I’m curious about the background file-watching mechanics. If a user modifies their .md files or directory structure externally via terminal or another editor like Obsidian, <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> seamlessly detects and re-indexes those changes on the fly, or is a manual re-sync required to keep the reference manager and source connections aligned?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@juno_dost\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@juno_dost<\/a> <\/p>\n<p>this is something <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> is specifically designed to handle, so external edits are a first-class case, not an afterthought.<\/p>\n<\/p>\n<p>Short answer: it’s automatic. No manual re-sync needed.<\/p>\n<p><a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> runs a live file-system watcher (built on macOS FSEvents) against your vault directory. When you edit a .md file in Obsidian, change something from the terminal, add or delete files, or restructure folders, the watcher picks that up and kicks off an incremental merge in the background \u2014 the sidebar tree, the reference manager, and the graph connections all realign on their own.<\/p>\n<p>A few details worth being transparent about:<\/p>\n<\/p>\n<p>– It’s incremental, not a full rescan. Each file is fingerprinted by modification time and size, so unchanged files are skipped and only what actually changed gets re-indexed. That keeps it fast even on large vaults, and the update carries through to exactly the articles that were touched \u2014 so wikilinks and source connections stay consistent without rebuilding everything.<\/p>\n<\/p>\n<p>– An open editor won’t get clobbered. If you have a note open in <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> and it changes on disk underneath you, <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> does a three-way reconcile rather than blindly overwriting. If the changes don’t conflict it fast-forwards silently; if they do, you get a conflict banner so you decide. You won’t lose work to a background sync.<\/p>\n<\/p>\n<p>– The on-disk files are the source of truth. <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> treats your vault directory as canonical and mirrors it, which is exactly why editing in Obsidian or via terminal “just works” \u2014 there’s no separate database you have to manually reconcile against.<\/p>\n<\/p>\n<p>So in practice: edit wherever you like, however you like, and <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> keeps the reference manager and source graph aligned on the fly. Manual re-sync exists as a fallback, but day to day you shouldn’t need to reach for 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\">Research is ultimately about building knowledge, not just taking notes. How did that idea shape the design of note.md?<\/div>\n<div class=\"comment-actions\">\n<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\/@harshchandgotia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshchandgotia<\/a> <\/p>\n<p>That distinction is basically the whole thesis of <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a>. A note is a means; the thing you’re actually building is a connected body of understanding \u2014 and most tools optimize for capture (get the note down) while quietly neglecting the part where it becomes knowledge.<\/p>\n<\/p>\n<p>A few choices fell out of taking that seriously. Sources aren’t an afterthought \u2014 a claim is linked to the evidence it rests on, because knowledge you can’t trace back isn’t really yours yet. The graph and links exist so structure is visible, not just storage. And the AI is deliberately a librarian, not a ghostwriter: it surfaces what you’ve read and the evidence for and against a claim, but it doesn’t write your prose \u2014 because the deliberate thinking <em>is<\/em> the research, and outsourcing it hollows out the exact part that builds knowledge.<\/p>\n<\/p>\n<p>So the bar I hold the whole app to is: does this help understanding <em>accumulate<\/em>, or does it just help notes pile up? Capture is easy. Compounding is the hard, interesting part.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 support-vs-contradiction scan is the sharp bit \u2014 embeddings sit ‘x causes y’ next to ‘x doesn’t’, so retrieval finds candidates but stance needs an nli pass on top. on-device per claim is the real cost.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Huge congrats on the update! Keeping the vault as plain Markdown files while opening it up to AI is a game-changer. <\/p>\n<p>Since it reads the folder structure directly, do you have any tips for how to organize notes to make it easiest for an agent like Claude to navigate?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@doganakbulut\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@doganakbulut<\/a> <\/p>\n<p>I can’t give you a real best practice, but what I learned so far:<\/p>\n<p>The usage of wiki links is a game changer. Claude does not receive the graph that the user sees but It sees that there is a connection to another article and will most likely load that into the context as well. So keeping your notes connected where topics are overlapping is something I would definitely recommend. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>There’s a really interesting trust\/transparency UX challenge here: when an LLM “remembers” from your notes, users need to understand the boundary between “this is my document” and “this is what the AI learned from it.” The line gets blurry fast. Most knowledge tools either treat memory as a black box or overwhelm you with provenance metadata. How are you surfacing what’s been indexed \u2014 especially for notes users might consider private?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the simple, no distractions approach with seemingly so many features that you progressively discover throughout exploring the app – feels very well thought out! <\/p>\n<\/p>\n<p>Also a heads up: tried using the `PRODUCTHUNT` code and kept running into this error. Any ideas as to why this could be?<\/p>\n<\/p>\n<p>Excited to give the full suite a try even if its only a limited free trial ((:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d73aad98-7c0e-4e65-bd8d-6d6fe31fcfd3.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@adam_sardo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@adam_sardo<\/a> <\/p>\n<p>Ive back checked on the Offer Code and from what I am seeing it should still be active and non restricted. Maybe it was a temporary issue on the side of the AppStore Connect system.<\/p>\n<\/p>\n<p>If this does not resolve feel free to contact us on <a href=\"mailto:contact@arsoftware.tech\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">contact@arsoftware.tech<\/a> ad we will provide you with a different code \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><a href=\"https:\/\/www.producthunt.com\/@andreaigner\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"andreaigner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andreaigner<\/a> Congrats on the update! \ud83d\ude80 Keeping the vault as plain Markdown while opening it up to AI is literally a game changer here. I’d definitely try to hook this up to a local LLM.<\/p>\n<p>Just for quick idea: what about .aignore file to easily hide sensitive drafts or keys from the AI’s view?<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sakshi_raichand\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sakshi_raichand<\/a> <\/p>\n<p>Thank you for your support! I am personally a bit sceptic regarding .aiignore files. In git it’s hardcoded that these files are being ignored, but the thing with agents is that the security layers can be lacking sometimes. So me personally I would just on the top level of the vault create one private and public folder and give the agent only access to the public folder and keep the sensitive files in the private one. So <a href=\"https:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> can see everything but the agent has only access to the public folder<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 interesting tension here is that “local LLM memory” means very different things depending on how retrieval actually works. Are you chunking and embedding the markdown files so the model can do semantic search across them, or is it more like context stuffing where relevant notes get injected into the prompt window at query time? That distinction matters a lot for how well it handles a large, messy note library versus a small tidy one. Also curious whether <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> watches files for changes and updates the index automatically, or whether syncing is a manual step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> <\/p>\n<p>For the notes themselves: we deliberately don’t run our own embedding\/retrieval layer over the vault. The Filesystem connector just exposes the folder as plain files \u2014 so the agent of choice does its own retrieval over them: reading, searching, pulling what it needs into context. We’re not pre-chunking or injecting a vectorised note layer; whether it’s closer to “smart search” or “context stuffing” is really up to the agent’s own strategy on top of plain files. We chose that because it keeps the vault honestly just-files, with no hidden index the notes depend on \u2014 and because the agent is already good at navigating a real filesystem.<\/p>\n<\/p>\n<p>For the sources it’s a whole other story \u2014 that’s where the real on-device pipeline lives. When you import a PDF, we extract it locally, chunk it, and embed it, so semantic search runs as proper hybrid retrieval (meaning + keywords) across your whole source corpus, entirely on your machine. That’s the part built to scale to a large, messy library \u2014 and it’s also what powers the source indexing, figure\/table extraction, and the evidence scan that finds support and contradictions for a claim. None of it touches a server.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 one today! The “librarian not ghostwriter” line is the reason I’d try this, most of these tools fall over themselves to write for you instead:)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “cited memory with receipts” part is what actually matters, raw chat-history memory loses provenance and you can’t tell later what’s real. Keeping it as plain markdown on disk so any filesystem-capable agent can read it, not just Claude, is the right call too. The whole thing only works if the vault’s genuinely clean though, that’s the hard part. Solid update \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 an interesting direction. <\/p>\n<p>With NotebookLM becoming many people’s default research assistant, where do you think note.md creates the biggest advantage? Is it ownership of data, writing workflows, or something else?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@luki_notlowkey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@luki_notlowkey<\/a> <\/p>\n<p>Great framing. Honestly all three matter, but if I had to name the sharpest edge: it’s that <a href=\"http:\/\/notemd.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> is local-first and yours, and that’s the one thing NotebookLM can’t follow me on without becoming a different product.<\/p>\n<p>NotebookLM is genuinely great at Q&A over a set of sources, but it’s a cloud silo you query, not a workspace you own. Your material lives on Google’s servers, and the output is answers, not a body of work that accumulates. <a href=\"http:\/\/notemd.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> inverts that: everything is plain Markdown in real folders on your machine, every AI feature runs on-device, and nothing leaves. Same reason it doubles as memory an agent like Claude can read and write directly, your vault is files, not someone’s database.<\/p>\n<p>The second edge follows from the first: it’s a place you write, not just ask. NotebookLM answers questions; <a href=\"http:\/\/notemd.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> is where reading, sourcing, and drafting compound into something that’s still there, and still yours, a year later.<\/p>\n<p>And a deliberate philosophical split: my AI is a librarian, not a ghostwriter. It surfaces what you’ve read and the evidence for and against your claims, rather than thinking for you. NotebookLM leans toward giving you the answer; I’d rather sharpen your own.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 local-first angle for <a href=\"http:\/\/note.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> caught my eye, especially paired with markdown and research writing. How are you thinking about people moving existing .md files into the workspace \u2014 is it meant to work with an existing folder structure, or more as a dedicated place where notes and drafts live together?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mia_qiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mia_qiao<\/a> <\/p>\n<p>Good question. both, by design. <a href=\"https:\/\/notemd.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">note.md<\/a> works on plain folder of Markdown files, so you can point it at an existing vault and keep your structure as is. It reads your files, it doesn’t reorganise them. The block editor just gives you a Notion-style way to write into those same .md files.<\/p>\n<\/p>\n<p>One honest caveat on citations: they are stored as standard Markdown links pointing at a notemd:\/\/ reference, so the file stays clean Markdown and your prose is fully portable but those citation links only resolve inside notemd, since they hook into the built-in reference manager.<\/p>\n<p>The notes are yours and portable, but the live source link is the one app-specific piece.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/ZOTQUJNUZ5T2VX\" class=\"app-title\">Atlas<\/a><\/p>\n<div class=\"one-liner\">Every AI tool you use should know how your company works<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">192<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Atlas\u901a\u8fc7\u6784\u5efa\u4f01\u4e1a\u4e13\u5c5e\u7684\u201c\u4e0a\u4e0b\u6587\u56fe\u8c31\u201d\uff0c\u8ba9\u516c\u53f8\u54c1\u724c\u3001\u6d41\u7a0b\u548c\u89c4\u5219\u80fd\u88abAI\u5de5\u5177\u5b9e\u65f6\u8c03\u53d6\u548c\u4f7f\u7528\uff0c\u65e0\u9700\u5728\u6bcf\u4e2aAI\u5de5\u5177\u4e2d\u91cd\u590d\u89e3\u91ca\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\/994df2e3-33dd-4c13-930a-4842a3e3054f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/762e50b7-67a6-4cf1-ad81-2ed29146825c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4f71c3cd-24ba-4897-9066-7e73d0380083.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7d647f4e-4ee3-4596-bc81-89c23ec6289a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b17bc59-5ecc-462b-8a8d-97d3c44c62db.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/08bac575-666a-4de4-b90e-7b5da20bbc95.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\/4573cf26-f29f-40d5-b02f-2fc9e6ec93c2.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/H-W0k2bl_ek\"><source src=\"https:\/\/youtu.be\/H-W0k2bl_ek\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Maker Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4f01\u4e1a\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">AI\u77e5\u8bc6\u56fe\u8c31<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u5de5\u5177\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u6240\u6709\u6743<\/span><br \/>\n <span class=\"tag\">Naninets\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">MCP\u8fde\u63a5\u5668<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aAI\u6cbb\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u56fe\u8c31\u7684\u53ef\u7f16\u8f91\u6027\u3001\u5bf9\u6bd4Claude Skills\u548cGlean\uff0c\u8ffd\u95ee\u5de5\u5177\u8fde\u63a5\u8303\u56f4\uff0c\u4ee5\u53ca\u81ea\u52a8\u66f4\u65b0\u673a\u5236\u4e0e\u6743\u9650\u63a7\u5236\u3002\u90e8\u5206\u8bc4\u8bba\u63d0\u51fa\u201c\u4e0a\u4e0b\u6587\u4e0e\u6743\u9650\u5206\u79bb\u201d\u548c\u201c\u6765\u6e90\u6eaf\u6e90\u201d\u7b49\u6df1\u5c42\u5efa\u8bae\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Atlas\u5207\u4e2d\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u65e5\u76ca\u5c16\u9510\u7684\u75db\u70b9\u2014\u2014AI\u5de5\u5177\u77e9\u9635\u7684\u788e\u7247\u5316\u5bfc\u81f4\u4f01\u4e1a\u4e0a\u4e0b\u6587\u91cd\u590d\u8f93\u5165\u3001\u7248\u672c\u6df7\u4e71\u4e0e\u54c1\u724c\u5931\u771f\u3002\u5176\u201c\u4e00\u6b21\u6784\u5efa\uff0c\u968f\u5904\u8c03\u7528\u201d\u7684\u601d\u8def\uff0c\u672c\u8d28\u4e0a\u662f\u5728LLM\u4e0e\u5e94\u7528\u5c42\u4e4b\u95f4\u63d2\u5165\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u4e2d\u95f4\u4ef6\uff0c\u8ba9\u516c\u53f8\u77e5\u8bc6\u56fe\u8c31\u5177\u5907\u53ef\u79fb\u690d\u6027\uff0c\u964d\u4f4e\u5bf9\u5355\u4e00\u6a21\u578b\u5546\u7684\u4f9d\u8d56\uff0c\u8fd9\u4e00\u70b9\u4ef7\u503c\u6e05\u6670\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u7591\u95ee\u96c6\u4e2d\u5728\u201c\u6743\u9650\u9694\u79bb\u201d\u4e0e\u201c\u52a8\u6001\u66f4\u65b0\u201d\u4e0a\u3002\u5f53\u524d\u4ea7\u54c1\u4e3b\u8981\u4f9d\u8d56\u9884\u8bbe\u6587\u6863\uff08\u7f51\u9875\u3001Notion\uff09\u505a\u9759\u6001\u6216\u5b9a\u671f\u62bd\u53d6\uff0c\u5bf9\u4e8e\u9ad8\u9891\u53d8\u5316\u7684\u4f01\u4e1a\u6d41\u7a0b\u3001\u89d2\u8272\u6743\u9650\u4e43\u81f3\u4e0a\u4e0b\u6587\u7248\u672c\u7ba1\u7406\uff08\u4f8b\u5982\u201c\u54ea\u4e2a\u89c4\u5219\u5728\u54ea\u4e2a\u4f1a\u8bdd\u4e2d\u751f\u6548\u201d\uff09\u7f3a\u4e4f\u660e\u786e\u65b9\u6848\u3002\u5982\u679c\u53ea\u505a\u201c\u9759\u6001\u77e5\u8bc6\u5e93\u201d\uff0c\u5219\u4e0e\u8001\u724cRAG\u5de5\u5177\u65e0\u660e\u663e\u5dee\u5f02\u3002\u53e6\u5916\uff0cMCP\uff08Model Context Protocol\uff09\u8fde\u63a5\u5668\u7684\u751f\u6001\u5c1a\u672a\u666e\u53ca\uff0c\u80fd\u5426\u5728ChatGPT\u3001Cursor\u7b49\u4e3b\u6d41\u5de5\u5177\u4e2d\u7a33\u5b9a\u63a8\u9001\u6216\u62c9\u53d6\u6700\u65b0\u4e0a\u4e0b\u6587\uff0c\u76f4\u63a5\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u5dee\u5f02\u5316\u4e0d\u5728\u201c\u63d0\u53d6\u201d\uff0c\u800c\u5728\u201c\u6cbb\u7406\u201d\u2014\u2014\u4e0a\u4e0b\u6587\u7684\u5206\u5c42\u8bbf\u95ee\u3001\u6765\u6e90\u5feb\u7167\u3001\u8fc7\u671f\u6807\u8bb0\u4ee5\u53ca\u57fa\u4e8e\u884c\u4e3a\u7684\u81ea\u52a8\u66f4\u65b0\u3002\u5982\u679cAtlas\u4ec5\u505a\u5230\u201c\u4e00\u6b21\u8f93\u5165\u201d\uff0c\u800c\u672a\u89e3\u51b3\u201c\u6301\u7eed\u6821\u51c6\u201d\u4e0e\u201c\u5b89\u5168\u5206\u53d1\u201d\uff0c\u5219\u5bb9\u6613\u6ca6\u4e3a\u666e\u901a\u7684\u4f01\u4e1a\u57f9\u8bad\u8d44\u6599\u4ed3\u5e93\u3002\u6b64\u5916\uff0c\u5b9a\u4ef7$99\/\u6708\u5bf9\u6709\u5b9a\u5236\u9700\u6c42\u7684\u4e2d\u5c0f\u4f01\u4e1a\u6709\u5438\u5f15\u529b\uff0c\u4f46\u5bf9\u9700\u8981\u4e25\u683c\u5ba1\u8ba1\u7684\u6210\u957f\u671f\u516c\u53f8\uff0c\u7f3a\u4e4f\u6309\u90e8\u95e8\u6216\u9879\u76ee\u7ec6\u5206\u7684\u5b9a\u4ef7\u903b\u8f91\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u7684\u6765\u8bf4\uff0cAtlas\u7684\u65b9\u5411\u6b63\u786e\uff0c\u4f46\u9700\u8981\u5728\u4e00\u4e2a\u529f\u80fd\u4e0a\u201c\u6df1\u624e\u201d\u800c\u975e\u94fa\u5f00\uff0c\u4f8b\u5982\u4f18\u5148\u89e3\u51b3\u201c\u89c4\u5219\u4ece\u521b\u5efa\u5230\u81ea\u52a8\u63a8\u9001\u81f3\u6570\u6b3eAgent\u7684\u5168\u94fe\u8def\u95ed\u73af\u201d\uff0c\u5e76\u516c\u5f00\u4e0a\u6743\u9650\u6a21\u578b\u4e0e\u66f4\u65b0\u9891\u7387\uff0c\u624d\u80fd\u9a8c\u8bc1\u5176\u201c\u4ef7\u503c\u4e3b\u5f20\u201d\u662f\u5426\u771f\u80fd\u843d\u5730\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Atlas<\/span>\n <\/div>\n<div class=\"comment-content\">Your company has house rules. Now every AI tool follows them.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I’m Anirudh, part of the dev team behind <strong>Atlas<\/strong>.<\/p>\n<p>Atlas builds your company’s <strong>context graph<\/strong>: your brand, your voice and how you actually operate, all extracted and connected into one structure. And the whole point is that you own it.<\/p>\n<\/p>\n<p>Your company’s context need not live inside Claude or OpenAI. With Atlas it’s yours: plug the graph into any AI tool your team uses, switch tools tomorrow, and your context comes with you.<\/p>\n<\/p>\n<p>Three things we cared about:<\/p>\n<p>1. It builds a real context graph from your brand, voice and processes, connected.<\/p>\n<p>2. Its not locked to any single LLM provider, usable anywhere. You own it.<\/p>\n<p>3. Setup is just plugging in your sources (your website, a few docs). We take care of the extraction. Under 5 minutes.<\/p>\n<\/p>\n<p>It’s built on the Nanonets document-extraction engine, <strong>ranked #1 for document IDP<\/strong> and used by more than a <strong>third of the Fortune 500<\/strong>.<\/p>\n<\/p>\n<p>We’re opening the Founding 200: <strong>$99\/mo<\/strong> per company, cancel anytime, with white-glove setup where we build your first context with you. For anyone here from Product Hunt today, that white-glove setup is on us. Just drop a comment and I’ll reach out.<\/p>\n<\/p>\n<p>I’ll be in the comments all day. I’d genuinely love your feedback: would owning your company’s AI context, instead of re-explaining it to every tool, be useful for your team?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@anirudh_kumar_yadiki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anirudh_kumar_yadiki<\/a> Interesting approach. The idea of owning and maintaining a portable company context graph rather than repeatedly rebuilding context across different AI tools makes a lot of sense. The vendor-agnostic approach and quick setup are particularly compelling for teams adopting multiple AI platforms.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@anirudh_kumar_yadiki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anirudh_kumar_yadiki<\/a> can u reach out? i know a few companies that would like this<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Can multiple people edit and contribute to the context?<\/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>Hi <a href=\"https:\/\/www.producthunt.com\/@vaibhavchhimpa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vaibhavchhimpa<\/a>  , yes you can have multiple admins for your org, and they can edit\/delete company wide rules and context , and each member admin and non admin have their own personal context so their personal preferences also get saved and reused.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’s different about how context\/knowledge graphs work in comparison to Claude skills? If I want someone else’s agent to follow my rules, we can just share skills, right?<\/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\/@aarsh_desai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aarsh_desai<\/a>  Great question! Unlike Claude\u2019s skills, which are a static, non-evolving set of instructions that can’t serve assets, <strong>Atlas constantly learns from your conversations.<\/strong> It continuously extracts the latest data to ensure your context graph never goes stale.<\/p>\n<p>Plus, we provide a skill file that plugs our tools directly into your agent. This means you can start building pitch decks, creating brand videos, and pulling metrics <strong>immediately in your first chat.<\/strong><\/p>\n<h3><\/h3>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What are the tools you can connect, could you pls specify some? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vinit_mehta2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vinit_mehta2<\/a> Currently the sources of extraction of context would be your company web pages, any reference docs of any file type and your notion. We will build a detailed context graph that all the employees from your company can immediately start using once they connect their agents to Atlas mcp. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Nice launch. I\u2019d separate context from authority: a company graph can tell an agent how the business works, but it also needs to say which actions are allowed, when a source is stale, and what proof survives after acting.<\/p>\n<\/p>\n<p>Do you version the graph or rules per run?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does this compare to what Glean is doing? Both are essentially trying to give AI tools a shared layer of company context — but Glean approaches it through search and retrieval while this looks more like a ruleset. Curious if there’s a meaningful difference in how the rules actually get enforced across different AI tools, or whether it depends on each tool’s API supporting 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\">Planned company level sources for automatic updating contact?<\/p>\n<p>Ex. Notion mapping so any updates in key sections that cover policies are updated through Atlas to the company context layer automatically?<\/p>\n<p>Company context also changes regularly obviously, it\u2019s becoming a hassle to manually upload new context documents to different context systems across multiple ai tooling systems.<\/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>Fun idea WRT context sharing! Excited to see where the product goes, congrats 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>Context is everything. Not having to rebuild your entity voice, brand, rules, etc.. on each model\/platform is elegant, and correct. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 context loss between tools is something a lot of small business owners feel but can’t quite name. You spend 20 minutes explaining your company structure in one AI session, then open a different tool and start from zero.<\/p>\n<\/p>\n<p>I work adjacent to supplier onboarding, where small vendors have to describe the same business details repeatedly across procurement portals, compliance forms, and vendor packets. A portable context layer that travels with you across tools could be genuinely useful in that world.<\/p>\n<\/p>\n<p>Curious whether Atlas is designed mainly for brand and marketing context, or whether you see it handling more operational data too, like business certifications, entity types, or compliance documentation?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 “house rules every AI tool follows” framing is the real unlock \u2014 context that lives once instead of re-explaining it to Claude, Cursor, and ChatGPT separately. how do you keep it permission-scoped so a given user or tool only pulls what it should, not the whole company brain?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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 insight that company context should live outside individual AI tools rather than being re-input in each system prompt is sound. Most teams end up maintaining duplicate context blobs in Cursor, Claude, and internal tools that drift out of sync. How does Atlas push updates to connected tools when company guidelines change? Is it pull-based querying or active propagation to each integration?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> we make sure the connected tools always fetch the latest fresh context of the company through mcp connectors. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>document processing is one of those problems that sounds solved until you actually try to automate it with messy real world inputs. scanned PDFs at weird angles, handwritten notes mixed with printed text, tables that don’t follow any consistent format. how does nanonets handle the edge cases where OCR confidence is low? does it flag those for human review or just best-guess its way through?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Company context is only valuable if the agent can show where each answer came from. The hard operational problem is not just memory, it is provenance, stale-source handling, and knowing when to ask before acting.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>yes <a href=\"https:\/\/www.producthunt.com\/@krekeltronics\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krekeltronics<\/a> , this is a problem Atlas looks to solve by making sure we sync regularly with the connected sources, and making sure we extract processes and not just knowledge so that the ai agent using our context takes the correct decisions. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s the best way to get started for a company?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sravanth_talluri\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sravanth_talluri<\/a>  any person in your company can just signup and setup the mcp tool in ai agent of your choice (max two steps) and then your entire org can start using the company context .<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The premise is right. The failure mode with most AI tools isn’t the model, it’s that every session starts cold and you end up re-explaining your positioning, your audience, your tone, your internal terminology, over and over across a dozen different tools.<\/p>\n<p>What I’m curious about is how Atlas actually propagates that context. Is there a central knowledge layer that each connected tool reads from, or are you syncing context into each tool’s own memory or system prompt? And when your company context changes, say you rebrand or shift positioning, how does that update flow through to the tools that already have the old version baked in?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@fberrez1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@fberrez1<\/a> currently, we maintain a central knowledge layer (context graph) containing both org specific and personal use specific rules and assets. And Atlas does sync with its sources frequently ( your web pages, notion , slack) so that the context doesn’t go stale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>AI can extract data really well, but trust is a different challenge. At what point do your customers stop double-checking the output and start relying on it confidently?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>thanks <a href=\"https:\/\/www.producthunt.com\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a> , we strongly believe that once agents start using context graphs as their memory source, customers of those agents will stop double checking the output<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>can this also work with claude code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shrish_dwivedi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shrish_dwivedi<\/a> yes, we support claude code <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/UBCBNV3OBAWMQ7\" class=\"app-title\">Sleek Analytics<\/a><\/p>\n<div class=\"one-liner\">See who’s on your site. 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<\/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\">Sleek Analytics<\/span>\n <\/div>\n<div class=\"comment-content\">Sleek Analytics is a privacy-first Google Analytics alternative for the modern web. Real-time website analytics, cookieless tracking, and fast dashboards. Since our previous Product Hunt launch, we’ve completely redesigned the Sleek Analytics experience and introduced several major new capabilities. – Complete redesign of the website and product experience – Revenue attribution for Stripe, Creem, Paddle, Polar, Dodo Payments, and LS – Custom Event Tracking – Public API access – Team Support<\/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>A few months ago, we launched Sleek Analytics as a privacy-first web analytics alternative.<\/p>\n<p>Since then, we’ve listened to our users and shipped our biggest update yet.<\/p>\n<p>With Sleek Analytics, you can now:<\/p>\n<p>– Track revenue from Stripe, Creem, Paddle, Polar, Dodo Payments, and LemonSqueezy<br \/>\n– Measure Custom Events beyond simple pageviews<br \/>\n– Access your analytics with our new Public API<br \/>\n– Connect with your team with new Team feature<br \/>\n– Experience a completely redesigned website and product<\/p>\n<p>Our goal is simple: help SaaS founders understand not just who visits, but what drives conversions and revenue\u2014all while staying privacy-friendly.<\/p>\n<p>We’re excited to hear your thoughts and answer any questions throughout the day. Thanks for checking out Sleek Analytics! \u2764\ufe0f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The real-time visitor piece in the tagline caught my eye: \u201cSee who\u2019s on your site. Right now.\u201d Is Sleek Analytics mainly aimed at marketers checking active traffic during campaigns, or is it more for founders\/product teams watching usage as it happens? Also wondering whether the product shows individual visitor\/session detail, or keeps things more aggregated from a privacy standpoint.<\/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\/@mia_qiao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mia_qiao<\/a> great question! it’s actually built for both, but we see SaaS founders as our primary audience.<\/p>\n<\/p>\n<p>marketers use Sleek to monitor campaigns and traffic in real time, while founders and product teams use it to understand how visitors move through their product, which events they trigger, and ultimately what drives conversions and revenue.<\/p>\n<\/p>\n<p>on the privacy side, we don’t fingerprint users or collect invasive personal data. you can inspect individual sessions, pageviews, clicks and journeys for debugging and analysis, but Sleek remains privacy-first and doesn’t try to identify who the visitor 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>cookieless + real-time is a hard combo \u2014 most privacy-first analytics give up the live granularity to get there. how are you resolving “who’s on the site right now” without cookies or fingerprinting that’d quietly reopen the consent problem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Abbas, watching real people move through a site as it happens has a strange pull to it, far more alive than reading a chart after the fact. Keeping it light and free of those consent banners is what makes it feel friendly.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@emmanuel_costa5\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emmanuel_costa5<\/a> thank you, Emmanuel! \u2764\ufe0f <\/p>\n<p>that’s exactly the experience we wanted to create. real-time analytics that feel alive, while staying simple and privacy-first. we believe analytics should help you understand what’s happening now, not just generate reports.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 one-line setup is the real unlock here. Most analytics tools have you fighting config before seeing a single visitor. Congrats 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>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\/@benjouss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@benjouss<\/a> thanks a lot Benjamin for that kind of words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Could you please explain how exactly are you GDPR\/ePrivacy compliant without any poups or user permissions? Simply not having cookies is not enough – consents and\/or banners are still needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@artk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@artk<\/a> great question!<\/p>\n<\/p>\n<p>Sleek doesn’t rely on cookies or fingerprinting. instead, we use a cookieless, privacy-first approach to create anonymous sessions without storing persistent identifiers or collecting personally identifiable information. that’s why customers can use Sleek without adding a consent banner.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How easy is it to migrate from Google Analytics, and does Sleek bring over any historical data? Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@henry_habib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_habib<\/a> thanks, Henry! <\/p>\n<p>we currently support importing historical data from Plausible Analytics. we don’t support Google Analytics imports yet, as GA’s data model is quite different, but it’s something we’re evaluating based on customer demand.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Genuine question: the privacy-first GA alternative space feels pretty crowded at this point – Plausible, Fathom, Umami, TelemetryDeck are all well established. Looking at your sidebar, even PH lists 4+ direct competitors. The revenue attribution from Stripe\/Paddle\/etc is actually a solid differentiator – but is that the main wedge you’re going after, or is there something else that pulls customers away from tools they’re already comfortable with?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> great question! we don’t see ourselves as just another GA alternative.<\/p>\n<\/p>\n<p>revenue attribution is our biggest differentiator, but it’s not the only one. we combine web analytics, custom events, revenue attribution, live globe view, funnels, user journeys, real-time visitors, and a public API in one privacy-first platform.<\/p>\n<\/p>\n<p>our goal is to help SaaS founders understand the full journey, from visitor to customer to revenue, without juggling multiple tools.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 Stripe revenue tracking is a nice touch — that’s the gap most lightweight analytics tools leave open. We’re building for e-commerce developers and our clients always end up stitching together GA + Stripe dashboards separately. Privacy-first with no cookie banners is the right call too. Congrats on shipping this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Cookieless, real-time granularity is tough to pull off without falling back on canvas fingerprinting or cross-session tracking that quietly reopens the compliance\/consent banner headache. If you’re providing complete user journeys within an anonymous session without storing persistent identifiers, how are you handling edge cases like a user losing cell service for 30 seconds or hitting a hard page refresh without accidentally generating a brand new session split?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/7WXNQFN5XHXFPH\" class=\"app-title\">ModuleX<\/a><\/p>\n<div class=\"one-liner\">AI workspace that\u2019s already connected to everything<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">148<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ModuleX\u662f\u4e00\u4e2a\u5185\u7f6e200+\u5e94\u7528\u96c6\u6210\u7684AI\u5de5\u4f5c\u7a7a\u95f4\uff0c\u7528\u6237\u53ea\u9700\u7528\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42\uff0c\u5373\u53ef\u8ba9AI\u8c03\u7528\u771f\u5b9e\u6570\u636e\u3001\u6267\u884c\u5de5\u5177\u64cd\u4f5c\uff0c\u5e76\u751f\u6210\u56e2\u961f\u53ef\u534f\u4f5c\u7f16\u8f91\u7684\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\uff0c\u5f7b\u5e95\u89e3\u51b3AI\u843d\u5730\u65f6\u201c\u8fde\u63a5\u5de5\u5177\u8017\u65f6\u201d\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7007594-032b-4cf5-aa4b-9d6077dde329.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3632393b-6187-433c-b7fa-7a0f12ed8ef4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/329c1d70-ff01-4664-9b6f-725e912ead6c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f58cdda6-f590-4425-a0c2-826ade79fa5d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bd47ae35-d7ea-4291-b57e-6119aced2514.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\/f97eba2f-1999-449e-b32c-a9145e03bbd8.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/dACEhunKyK0\"><source src=\"https:\/\/youtu.be\/dACEhunKyK0\" 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\">Maker Tools<\/span><br \/>\n <span class=\"tag\">No-Code<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">SaaS\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">AI Agent<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">API\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u8fde\u63a5\u5668<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u201c200+\u5373\u7528\u96c6\u6210\u201d\u548c\u201c\u53ef\u89c6\u5316\u5de5\u4f5c\u6d41\u201d\u6d88\u9664\u8bbe\u7f6e\u75b2\u52b3\u3002\u6838\u5fc3\u7591\u95ee\uff1a\u4e0eZapier\/Make\u7b49\u5dee\u5f02\u5316\u4f55\u5728\uff1f\u5de5\u4f5c\u6d41\u5931\u8d25\u65f6\u5982\u4f55\u8c03\u8bd5\uff1f\u5982\u4f55\u5904\u7406\u201c\u5de5\u4f5c\u6d41\u6f02\u79fb\u201d\uff1f\u4ed8\u8d39\u5bc6\u94a5\u9501\u5b9a\u98ce\u9669\uff1f\u5ba1\u6279\u6682\u505c\u80fd\u5426\u5c55\u793a\u7cbe\u786e\u8d1f\u8f7d\uff1f\u521b\u59cb\u4eba\u79ef\u6781\u56de\u5e94\u4e86\u6280\u672f\u7ec6\u8282\u4e0e\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ModuleX\u5728\u62e5\u6324\u7684\u201cAI+\u81ea\u52a8\u5316\u201d\u8d5b\u9053\u4e2d\uff0c\u627e\u5230\u4e86\u4e00\u4e2a\u88ab\u5ffd\u89c6\u4f46\u81f4\u547d\u7684\u75db\u70b9\uff1a**\u201c\u8bbe\u7f6e\u7a0e\u201d**\u3002\u5f53Zapier\u3001Make\u3001n8n\u7b49\u5e73\u53f0\u4ecd\u5728\u5f3a\u8c03\u201c\u4ece\u7a7a\u767d\u753b\u5e03\u5f00\u59cb\uff0c\u8fde\u63a5\u4f60\u7684\u4e00\u5207\u201d\u65f6\uff0cModuleX\u76f4\u63a5\u6d88\u706d\u4e86\u8ba9\u5927\u591a\u6570\u7528\u6237\u671b\u800c\u5374\u6b65\u7684\u7b2c\u4e00\u6b65\u2014\u2014\u6ce8\u518c\u3001\u6dd8API\u5bc6\u94a5\u3001\u914d\u7f6e\u8ba4\u8bc1\u3002\u5b83\u63d0\u4f9b\u7684200+\u9884\u96c6\u6210\uff0c\u5c24\u5176\u662f\u201c\u81ea\u5e26\u5bc6\u94a5\u201d\u548c\u201c\u6258\u7ba1\u5bc6\u94a5\u201d\u5171\u5b58\u7684\u673a\u5236\uff0c\u4e0d\u4ec5\u964d\u4f4e\u4e86\u8bd5\u7528\u95e8\u69db\uff0c\u8fd8\u5de7\u5999\u89c4\u907f\u4e86\u5176\u4ed6\u5e73\u53f0\u5e38\u89c1\u7684\u201c\u98ce\u63a7\u9677\u9631\u201d\uff08\u5982\u5bc6\u94a5\u8fc7\u671f\u3001\u8fde\u63a5\u65ad\u5f00\uff09\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u6280\u672f\u67b6\u6784\u770b\uff0c\u5176\u201c\u5355\u5f15\u64ce\u201d\u8bbe\u8ba1\uff08Chat\/Canvas\/API\u884c\u4e3a\u4e00\u81f4\uff09\u662f\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u3002\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u201c\u53ef\u62d6\u62c9\u62fd\u201d\u7684\u5de5\u4f5c\u6d41\u5de5\u5177\uff0c\u800c\u662f\u4e00\u4e2a\u5e95\u5c42\u6570\u636e\u6d41\u548c\u51ed\u8bc1\u7cfb\u7edf\u7edf\u4e00\u7684AI\u6267\u884c\u73af\u5883\u3002\u8fd9\u8ba9\u5b83\u7684\u91ce\u5fc3\u4e0d\u6b62\u4e8e\u505a\u201c\u81ea\u52a8\u5316\u201d\uff0c\u800c\u662f\u6210\u4e3a\u4e00\u4e2a**AI\u5e94\u7528\u8fd0\u884c\u65f6\u7684\u5e95\u5ea7**\u2014\u2014\u7528\u6237\u53ef\u4ee5\u7528Chat\u6d4b\u8bd5\u3001Canvas\u8c03\u8bd5\u3001API\u90e8\u7f72\uff0c\u6253\u901a\u4e86\u4ece\u201c\u60f3\u6cd5\u201d\u5230\u201c\u4ea7\u54c1\u201d\u7684\u5de5\u5e8f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7684\u8d28\u7591\u662f\u5c16\u9510\u4e14\u5173\u952e\u7684\uff1a**\u5dee\u5f02\u5316\u5df2\u6b7b\uff0c\u4ef7\u503c\u5728\u751f\u6001**\u3002\u5f53Zapier\u540c\u6837\u62e5\u6709\u53ef\u89c6\u5316\u7f16\u8f91\u548cAI\u529f\u80fd\u65f6\uff0cModuleX\u7684\u201c\u9884\u96c6\u6210\u201d\u4f18\u52bf\u4f1a\u968f\u65f6\u95f4\u88ab\u62b9\u5e73\u3002\u5b83\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u80fd\u5426\u5feb\u901f\u6784\u5efa\u8d77\u4e00\u4e2a\u8ba9\u5f00\u53d1\u8005\u613f\u610f\u5728\u5176\u4e0a\u6784\u5efa\u5546\u4e1a\u5e94\u7528\u7684API\u751f\u6001\uff0c\u800c\u975e\u4ec5\u4ec5\u505a\u201c\u66f4\u5feb\u7684\u5de5\u5177\u201d\u3002\u76ee\u524d\u627f\u8bfa\u7684\u201c\u6258\u7ba1\u5bc6\u94a5\u201d\u6570\u91cf\u6709\u9650\uff0c\u65ad\u4f9b\u98ce\u9669\u7531\u5176\u4fe1\u7528\u80cc\u4e66\uff0c\u8fd9\u5bf9\u4f01\u4e1a\u7ea7\u7528\u6237\u4ecd\u662f\u9690\u5fe7\u3002\u6b64\u5916\uff0c\u5de5\u4f5c\u6d41\u7684\u201c\u8c03\u8bd5\u4e0e\u6f02\u79fb\u201d\u95ee\u9898\u867d\u6709\u56de\u5e94\uff0c\u4f46\u81ea\u52a8\u5316\u7cfb\u7edf\u5931\u8d25\u540e\u7684\u5373\u65f6\u4ee3\u7801\u7ea7\u4fee\u590d\uff08\u975e\u81ea\u7136\u8bed\u8a00\u5bfc\u6d41\uff09\u624d\u7b97\u771f\u6b63\u89e3\u51b3\u6280\u672f\u7528\u6237\u4fe1\u4efb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\u603b\u7ed3\uff1aModuleX\u662f\u4e00\u4e2a\u6781\u5176\u806a\u660e\u7684\u4ea7\u54c1\u5207\u5165\u70b9\uff0c\u4f46\u5b83\u5fc5\u987b\u4ece\u201c\u89e3\u51b3\u8bbe\u7f6e\u9ebb\u70e6\u7684\u5de5\u5177\u201d\u8fdb\u5316\u4e3a\u201cAI\u5de5\u4f5c\u6d41\u4e8b\u5b9e\u4e0a\u7684\u57fa\u7840\u8bbe\u65bd\u201d\uff0c\u5426\u5219\u5c06\u9762\u4e34\u88ab\u5de8\u5934\u590d\u5236\u529f\u80fd\u5e76\u7eb3\u5165\u5176\u5e9e\u5927\u751f\u6001\u7684\u5bbf\u547d\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\">ModuleX<\/span>\n <\/div>\n<div class=\"comment-content\">ModuleX is an AI workspace already connected to 200+ integrations. Describe what you want, and your assistant answers with your data, acts through your tools, and turns the work into a visual workflow your team can edit together. If you want, it pauses for your approval before a step touches a customer. No API-key hunting: for a set of premium tools we bring the keys, or bring your own at zero markup. No empty canvas, no setup tax.<\/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 <br \/>I’m Sezer, co-founder of <a href=\"https:\/\/www.modulex.dev\/?utm_source=producthunt&utm_medium=comment\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ModuleX<\/a>.<\/p>\n<\/p>\n<p>We’re launching ModuleX today \ud83d\ude80 It’s an AI workspace that’s <strong>already connected<\/strong> to your integrations, <strong>200+<\/strong> of them out of the box. You tell it what you want, and it works with your data, takes actions through your tools, and lays the work out as a visual workflow your team can edit. And if you want, it can pause for your approval before a step touches a customer, then carry on.<\/p>\n<\/p>\n<p>I work on the engine, so here’s the part I find most interesting \ud83d\udee0\ufe0f the hard problem wasn’t getting an assistant to answer. It was getting one engine to behave the same way whether you’re in chat, dragging nodes on the canvas, or calling the API, all reading from the same connected tools and credentials. That, plus the connection layer underneath, turned out to be most of the build.<\/p>\n<\/p>\n<p>If you’re poking at it today, here’s a little dare: take the task you keep meaning to automate and somehow never do, and just describe it to <a href=\"https:\/\/www.modulex.dev\/?utm_source=producthunt&utm_medium=comment\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">ModuleX<\/a>. Watch it wire the whole thing up and run it. If it doesn’t make you go “oh,” tell me in the comments and I’ll dig into it with you.<\/p>\n<\/p>\n<p>\ud83c\udf81 <strong>For Product Hunt<\/strong>: Get a <strong>free trial<\/strong> to start, then <strong>50% off for 3 months.<\/strong><\/p>\n<p>One question for you: what’s the most annoying setup step that stops you from putting AI to work across your real tools?<\/p>\n<\/p>\n<p>My co-founder Aykut will share the story behind it below. We’ll both be in the comments all day, tell us what’s working, what’s missing, and what you’d want us to build next.\ud83d\udc47<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>19<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sezerufukyavuz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sezerufukyavuz<\/a> Aykut here \ud83d\udc4b the other half of ModuleX. Sezer told you what it does, so let me tell you why it exists.<\/p>\n<p>ModuleX came out of pure frustration, honestly. Every time we had an AI idea worth building, the AI part took minutes. Then a day or two would vanish into the boring stuff: make an account, dig out the API key, connect the tool, and do the whole thing again for the next one. At some point it just clicked, the model was never what held us back. The wiring was. So we stopped treating all that connecting as the tax you pay before the real work, and made it the product.<\/p>\n<p>A few things you can pull off on day one:<\/p>\n<p>\ud83d\udcac just tell the assistant what you need and watch it actually do it, pulling your data and acting through your tools, not just chatting back<\/p>\n<p>\ud83e\ude84 say what you want in a sentence and watch Composer build the whole thing, node by node<br \/>\ud83d\udce5 wake up to yesterday’s leads already enriched, a follow-up drafted for every single one<\/p>\n<p>\ud83d\udcca that weekly report scattered across five tools? one ask, and it’s pulled together for you<\/p>\n<p>\u2709\ufe0f ten Gmail inboxes through one assistant, stop logging in and out like it’s 2010<\/p>\n<p><\/p>\n<p>A couple of things we’re quietly proud of: for a handful of premium tools we bring the keys ourselves so you skip the signup, and the list keeps growing. Want your own keys instead? Go ahead, no markup. And it’s all one engine, whether you’re in chat, on the canvas, or calling the API, so it starts as something your team runs internally, and the day you outgrow that, you build on the same engine through our API.<\/p>\n<p>We made it for the people who feel the busywork most: founders, ops, growth, support, the small teams running on too many tools with not enough hands. If that’s you, I’d love to hear how it lands.<\/p>\n<p>We’ve been heads down on this for a long time, and getting it in front of you today feels surreal \ud83d\ude4c I’m here all day with Sezer.<\/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=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sezerufukyavuz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sezerufukyavuz<\/a> Congrats on the launch! \ud83c\udf89 The visual workflow approach sounds much more approachable than starting from a blank canvas. Which integration ends up being the most popular with teams getting started?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sezerufukyavuz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sezerufukyavuz<\/a> Hey Sezer, huge congratulations to you and <a href=\"https:\/\/www.producthunt.com\/@accuto\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"accuto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@accuto<\/a> \ud83c\udf89 To answer your question: the most annoying setup step is definitely wrestling with API keys, webhooks, and auth flows just to build a simple proof-of-concept. Having 200+ integrations ready on day one completely eliminates that ‘setup fatigue’.<\/p>\n<\/p>\n<p>Turning a simple prompt into a fully editable visual workflow is pure magic, and keeping the engine behavior identical across chat, canvas, and API is a serious technical achievement. Can’t wait to test this out. 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<div class=\"comment-item\">\n<div class=\"comment-content\">Finally I am going to stop juggling between browser tabs while loosing context and focus for actual task I was<br \/>\ndoing. Now it is just one prompt away. <\/p>\n<p>Congrats on the launch \ud83d\ude80<\/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\/@furkanksl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@furkanksl<\/a> yes,losing the thread between tabs is the worst. really glad it lands \ud83d\ude4c thanks.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@furkanksl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@furkanksl<\/a> You’r right \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 on the launch! Generating an editable graph directly from text makes setting up workflows a lot less tedious. I also really like the BYOK setup since it keeps API costs clear.<\/p>\n<\/p>\n<p>Just curious, how does it handle error recovery if a step fails while running?<\/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\/@nucro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nucro<\/a> Great question. A failed step never silently breaks the run: it stops right at that step and shows you the error. From there you choose the recovery in the graph itself (block, warn and continue, or route to your own error handler branch), a step that needs a human pauses and resumes instead of failing, and you can hand the failed run to Composer to diagnose and propose a fix before you run it again. Appreciate the BYOK love too \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nucro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nucro<\/a> thanks! error recovery is honestly the part we sweated over the most.<\/p>\n<p>small blips (a timeout, an API hiccup) it just retries on its own. if a step really fails, the run stops there and the node lights up with the actual error on the canvas, no log-digging. and Composer reads what broke and suggests a fix for you, you approve it and re-run.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@sezerufukyavuz\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"sezerufukyavuz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sezerufukyavuz<\/a> <a href=\"https:\/\/www.producthunt.com\/@aykutseker\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"aykutseker\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aykutseker<\/a> That sounds incredibly well thought out. Having the error light up right on the canvas and letting the Composer suggest a fix is a huge time saver. Really great approach to handling the edge cases. Good luck with the rest of the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. I am a bit concerned about drift in such apps. How do you prevent “workflow drift” over time as users keep editing and editing AI generated flows manually? FWIW, I liked the cost transparency with BOYD API keys \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gorkemcetin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gorkemcetin<\/a> <\/p>\n<p>Thanks \ud83d\ude4f Good question, because “drift” is exactly the failure mode we designed against. Three things keep manually edited flows from rotting:<\/p>\n<p><strong><em>One ground truth.<\/em><\/strong> The visual canvas is the single source of truth. Whether you edit by hand or just describe the change, both land on the same graph. There’s no hidden “AI version” quietly diverging from what you see.<\/p>\n<\/p>\n<p><strong><em>Edit freely, ship deliberately.<\/em><\/strong> Editing happens on the canvas, but what actually runs is a deployed version. Each deploy is saved and one is marked live, so constant tinkering never silently changes what’s in production. You decide when a change goes live, and you can look back at earlier versions.<\/p>\n<\/p>\n<p><strong><em>The assistant validates, not just generates.<\/em><\/strong> Composer can run a flow in test mode to check its own edits (it does a quick credential check first), and when a run fails you can ask it to diagnose and propose a fix against the current graph. Correctness stays something you verify, not just hope holds.<\/p>\n<\/p>\n<p>And thank you on the cost transparency. That’s deliberate: bring your own keys when you want full visibility, or use managed keys billed through credits when you’d rather skip setup. Glad it landed \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! \ud83c\udf89<\/p>\n<\/p>\n<p>ModuleX looks really promising. I like how it brings everything together in one place, so you can work with your data, use your tools, and build workflows without jumping between different apps.<\/p>\n<\/p>\n<p>Excited to see how the product evolves! \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@beyza_kaynar\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@beyza_kaynar<\/a> Thank you \ud83d\ude4c means more hearing this from an old teammate. that app-switching thing is basically what we built ModuleX to fix, pulling the context that’s already in your Slack, Gmail, and CRM and actually acting on it, without the team losing the thread. still early days. let’s catch up soon \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. 200+ integrations already connected is wild, that’s usually the part that kills adoption before anyone even tries the product.<\/p>\n<p>Curious though, when a workflow breaks mid run, how does a non-technical user figure out which step failed and why? Because if the AI built it, they didn’t – so debugging feels like opening a black box.<\/p>\n<p>Is there a way to see what’s actually happening inside?<\/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\/@priyatharshini_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyatharshini_c<\/a> thanks, that’s the whole reason it’s a visible graph, not a black box. when a step breaks you see it on the canvas, and you can just tell the assistant in chat “this failed, fix it” and it sorts the step out. and if you want to go deeper, every step’s logs are right there, fully transparent.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 managed keys feature is interesting but also a bit of a lock-in question. What happens to existing workflows if ModuleX loses a partnership or has to change pricing on one of those integrations mid-subscription? Is there any fallback path — like automatically switching to BYOK — or does the workflow just stop running?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@schott_taylor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@schott_taylor<\/a> <\/p>\n<p>Really good question, and exactly the right thing to stress test. \ud83d\ude4f<\/p>\n<p>The core thing: <strong>managed keys aren’t a separate, closed system you get locked into.<\/strong> They’re just one credential type sitting in the same slot where your own keys go. Every node points at a credential, and that credential can be a ModuleX managed key or your own. So switching to BYOK isn’t a special escape hatch, it’s the same dropdown.<\/p>\n<p>So in your scenarios. If we ever lose a partnership, that integration is still there with its normal auth. You add your own key for that one tool, point the node at it, and <strong>the workflow keeps running.<\/strong> Nothing else in the graph is touched.<\/p>\n<p>On pricing, managed usage is metered through credits, so the cost stays visible rather than buried. If a managed rate ever stopped making sense for you, you switch that one node to your own key and pay the vendor directly. You always have that lever, per integration.<\/p>\n<p>And it doesn’t silently stop. A run does a credential check before it starts and surfaces issues at the exact step, so worst case one node flags that it needs a credential, which you fix by selecting your own. You’re never rebuilding the workflow.<\/p>\n<p>A couple of honest notes: today that swap is a deliberate action, not an automatic failover, though since managed and own keys are <strong>interchangeable by design<\/strong>, it’s a quick change, not a migration. And we’re very new, so ModuleX Key covers a limited set of integrations today and that list grows steadily. The goal is to bring managed keys to every integration where it makes sense, with <strong>BYOK available for everything either way. <\/strong>\ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Genuine question on differentiation: the “200+ integrations + AI workspace” pitch is essentially what Zapier AI, Make, and n8n are all converging on right now. What does ModuleX do in that space that they don’t?<\/p>\n<\/p>\n<p>The visual workflow editing angle is interesting but Zapier and Make both have that now too. I’m curious whether there’s a specific use case or user type where ModuleX is meaningfully better – rather than just another entry in an already crowded category. What’s the wedge?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> <\/p>\n<p>Fair challenge, and yeah, integration count is a commodity now, so I won’t pitch that as the wedge.<\/p>\n<\/p>\n<p>The real difference is underneath. They hand you an empty canvas and make you bring an account and an API key for every tool. ModuleX provides managed keys for a number of integrations through a credit system, so you’re not constantly roaming platforms to collect API keys or tracking usage across all of them. Everything sits in one place (<em>and we keep expanding the set of integrations that ModuleX Key supports as far as our resources allow<\/em>). That isn’t a sprint feature, it’s partner and billing infrastructure. We also run many accounts of the same tool at the same time inside one workflow or assistant.<\/p>\n<\/p>\n<p>And deeper than that, what you build is one primitive: a chat assistant grounded in your data, a workflow on the canvas, and an API you can put in front of your own customers. They build automations. We’re the workspace you use and the runtime you build your product on.<\/p>\n<\/p>\n<p> That said, we’d rather hear a critique this sharp than stay attached to our own plan, so it genuinely landed well with us \ud83d\ude4c Thanks for taking the time to think it through \ud83d\ude4f <strong>Always open to a chat:<\/strong> <a href=\"mailto:sezer@modulex.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>sezer@modulex.dev<\/strong><\/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>The approval pause before a step touches a customer is the part that decides whether I’d let this run in a real support\/community workflow. When it pauses, does the approval show the exact resolved payload \u2014 the actual message or record it’s about to send \u2014 or just a description of the step? And can I scope which integrations always require approval versus run unattended, so the safe stuff doesn’t bottleneck on me?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hazy0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hazy0<\/a> <\/p>\n<p>Great question \u2014 that pause is exactly the line we designed around, and you get to control both the what and the where. \ud83c\udfaf<\/p>\n<p><strong>In a workflow,<\/strong> you place an approval pause right before any step that touches a customer. The pause doesn’t show a generic “about to send a message” \u2014 you template the resolved content into it, so the approver sees the actual record about to go out (e.g. Approve this reply: {{drafted_message}} renders the real drafted text at run time). \u2705 And it’s scoped per step, not all-or-nothing: gate the customer-facing send, and let the safe, read-only, and internal steps run unattended \u2014 so the safe stuff never bottlenecks on you.<\/p>\n<p><strong>In the assistant,<\/strong> write actions (sending a message, creating a record) pause for approval automatically while read-only lookups run unattended. When it pauses you see the exact tool being called \u2014 e.g. slack.send_message \u2014 and can expand the full resolved parameters, the literal payload, before you hit Run \u25b6\ufe0f or Cancel \u270b.<\/p>\n<p><em>One honest note: in the assistant today, that approve-vs-unattended line is driven by whether an action writes or just reads, rather than a per-integration on\/off switch. If a per-integration “always require approval for X” policy is a must-have for you, tell us \u2014 that’s exactly the kind of control we’re shaping.<\/em> \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4KGGF45V2RVECD\" class=\"app-title\">Basedash for Excel<\/a><\/p>\n<div class=\"one-liner\">Turn any Excel file into a live dashboard<\/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>Basedash for Excel \u80fd\u5c06\u4efb\u610fExcel\u6587\u4ef6\u77ac\u95f4\u8f6c\u5316\u4e3a\u53ef\u4ea4\u4e92\u7684\u5b9e\u65f6\u4eea\u8868\u76d8\uff0c\u8ba9\u56f0\u5728\u8868\u683c\u4e2d\u7684\u6570\u636e\u201c\u6d3b\u201d\u8d77\u6765\uff0c\u7528\u6237\u65e0\u9700\u516c\u5f0f\u6216\u6570\u636e\u900f\u89c6\u8868\uff0c\u5373\u53ef\u901a\u8fc7AI\u5bf9\u8bdd\u83b7\u53d6\u5206\u6790\u56fe\u8868\uff0c\u5e76\u4e00\u952e\u5c06\u6570\u636e\u5bfc\u51fa\u56deExcel\uff0c\u89e3\u51b3\u4e86\u4f01\u4e1a\u56e2\u961f\u5728\u5206\u4eab\u548c\u89e3\u8bfbExcel\u6570\u636e\u65f6\u6548\u7387\u4f4e\u3001\u534f\u4f5c\u96be\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\/bd77567c-3d4b-44eb-be97-1a7359a321b3.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/uBfikRXfmsI\"><source src=\"https:\/\/youtu.be\/uBfikRXfmsI\" 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\/745ba25f-ed40-4aee-8538-b17635be2f19.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a7bb536-28b9-4ee0-9ae9-f2f529955c1e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c371dec3-70af-405e-84b1-0adc0187f5b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4a2217ed-b6c6-482b-97eb-a3968e6b63ca.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Data & Analytics<\/span><br \/>\n <span class=\"tag\">Business Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6570\u636e\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">Excel\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u53ef\u89c6\u5316<\/span><br \/>\n <span class=\"tag\">\u5546\u4e1a\u667a\u80fd<\/span><br \/>\n <span class=\"tag\">AI\u56fe\u8868\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u53cc\u5411\u6570\u636e\u6d41<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u4e00\u952e\u751f\u6210\u201d\u5b9e\u7528\u6027\uff0c\u5c24\u5176\u5bf9\u9500\u552e\u8fd0\u8425\u548c\u4e2d\u5c0f\u4f01\u4e1a\u4e3b\u6709\u5438\u5f15\u529b\u3002\u63d0\u95ee\u96c6\u4e2d\u4e8e\uff1a\u4eea\u8868\u76d8\u662f\u5426\u53ef\u4ea4\u4e92\uff08\u652f\u6301\uff09\u3001AI\u5206\u6790\u903b\u8f91\u80fd\u5426\u4fdd\u6301\u67e5\u8be2\u4e00\u81f4\u6027\uff08\u57fa\u4e8e\u8bed\u4e49\u5c42\u53ef\u5b9a\u4e49\u56fa\u5b9a\u6307\u6807\uff09\u3001\u662f\u5426\u652f\u6301\u4e3a\u4e0d\u540c\u5229\u76ca\u65b9\u521b\u5efa\u4e2a\u6027\u5316\u89c6\u56fe\uff08\u652f\u6301\u6743\u9650\u63a7\u5236\uff09\u3002\u5efa\u8bae\u5173\u6ce8\u6a21\u578b\u89e3\u91ca\u6210\u672c\u548c\u4e8c\u6b21\u5b9a\u5236\u80fd\u529b\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Basedash for Excel\u7684\u5207\u5165\u70b9\u76f8\u5f53\u7cbe\u51c6\u2014\u2014\u5b83\u6293\u4f4f\u4e86Excel\u5728\u7ec4\u7ec7\u534f\u4f5c\u4e2d\u7684\u201c\u786c\u4f24\u201d\uff1a\u6570\u636e\u5236\u4f5c\u65b9\u9ad8\u5ea6\u719f\u6089\uff0c\u4f46\u5206\u4eab\u51fa\u53bb\u540e\u8bfb\u8005\u65e0\u4ece\u4e0b\u624b\uff0c\u56fe\u8868\u57cb\u6ca1\u5728\u5c42\u5c42\u6807\u7b7e\u9875\u4e2d\u3002\u4ea7\u54c1\u901a\u8fc7\u201c\u4e0a\u4f20\u5373\u751f\u6210\uff0c\u5bfc\u51fa\u518d\u7f16\u8f91\u201d\u7684\u53cc\u5411\u95ed\u73af\uff0c\u5207\u65ad\u4e86\u4f20\u7edfBI\u5de5\u5177\u7e41\u7410\u7684\u6570\u636e\u8fc1\u79fb\u6d41\u7a0b\uff0c\u8ba9\u6570\u636e\u5728\u201c\u8868\u683c\u201d\u4e0e\u201c\u4eea\u8868\u76d8\u201d\u4e24\u79cd\u5f62\u6001\u95f4\u65e0\u7f1d\u6d41\u52a8\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u5b9e\u73b0\u903b\u8f91\u770b\uff0c\u8be5\u4ea7\u54c1\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u201c\u5e26\u6709\u8bed\u4e49\u5c42\u7684AI\u5206\u6790\u5f15\u64ce\u201d\u3002\u5b83\u53d6\u4ee3\u7684\u662f\u5206\u6790\u5e08\u7684\u89d2\u8272\uff08\u5199query\u3001\u5e2e\u505a\u56fe\u8868\uff09\uff0c\u800c\u975e\u53d6\u4ee3Excel\u672c\u8eab\u3002\u8fd9\u4e0eTableau\u3001Power BI\u7684\u6838\u5fc3\u5dee\u5f02\u5728\u4e8e\uff1a\u540e\u8005\u8981\u6c42\u4f60\u6362\u5de5\u5177\uff0c\u800c\u5b83\u9009\u62e9\u8ba9\u4f60\u7559\u5728Excel\u751f\u6001\u91cc\u3002\u8fd9\u6781\u5927\u964d\u4f4e\u4e86\u8001\u7528\u6237\u7684\u5fc3\u7406\u5207\u6362\u6210\u672c\u2014\u2014\u6ca1\u6709\u201c\u8fc1\u79fb\u201d\uff0c\u53ea\u6709\u201c\u589e\u5f3a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e0d\u8fc7\uff0c\u4ea7\u54c1\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u201cAI\u751f\u6210\u56fe\u8868\u201d\u7684\u80fd\u529b\uff0c\u8fd9\u672c\u8d28\u4e0a\u662f\u5927\u6a21\u578b+SQL\u7684\u5957\u58f3\u5e94\u7528\u3002\u5173\u952e\u5728\u4e8e\u4e24\u70b9\uff1a\u5176\u4e00\uff0c\u8bed\u4e49\u5c42\u7684\u642d\u5efa\u8d28\u91cf\u2014\u2014\u7528\u6237\u53cd\u590d\u8be2\u95ee\u201c\u540c\u4e00\u4e2a\u6307\u6807\u662f\u5426\u80fd\u7528\u76f8\u540c\u903b\u8f91\u8ba1\u7b97\u201d\uff0c\u8fd9\u6b63\u662f\u5927\u591a\u6570AI\u6570\u636e\u5206\u6790\u4ea7\u54c1\u5d29\u6e83\u7684\u5730\u65b9\u3002Basedash\u901a\u8fc7\u9884\u5b9a\u4e49\u6307\u6807+\u89e3\u6790\u5c42\u53bb\u9002\u914d\u81ea\u7136\u8bed\u8a00\uff0c\u76f8\u6bd4\u7eaf\u7cb9\u7684LLM query generation \u66f4\u5177\u5546\u4e1a\u7a33\u5b9a\u6027\u3002\u5176\u4e8c\uff0c\u6743\u9650\u548c\u89c6\u56fe\u5206\u53d1\u7684\u7cbe\u7ec6\u5316\u7a0b\u5ea6\uff0c\u51b3\u5b9a\u4e86\u5b83\u80fd\u5426\u4ece\u4e2a\u4eba\u6548\u7387\u5de5\u5177\u8fdb\u9636\u4e3a\u56e2\u961f\u534f\u4f5c\u5e73\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u82e5\u53ea\u662f\u505a\u4e00\u7248\u201c\u628aExcel\u5f53SQL\u8f93\u5165\u3001\u8fd4\u56de\u524d\u7aefHTML\u56fe\u8868\u201d\u7684\u5de5\u5177\uff0c\u4ef7\u503c\u6709\u9650\u3002\u771f\u6b63\u7684\u58c1\u5792\u5728\u4e8e\uff1a\u80fd\u4e0d\u80fd\u628a\u201c\u5206\u6790\u5e08\u7ecf\u9a8c\u201d\u6c89\u6dc0\u6210\u53ef\u590d\u7528\u7684\u3001\u53ef\u6cbb\u7406\u7684\u6570\u636e\u6a21\u578b\u3002\u5f53\u524d\u8bc4\u8bba\u91cc\u7528\u6237\u65e0\u4e00\u4eba\u63d0\u53ca\u6570\u636e\u6e05\u6d17\u3001\u5217\u5173\u8054\u3001\u591a\u8868\u5408\u5e76\u7b49\u6df1\u5ea6\u529f\u80fd\uff0c\u8bf4\u660e\u5b83\u76ee\u524d\u7684\u7528\u4f8b\u8fd8\u504f\u5411\u5355\u8868\u5904\u7406\u548c\u57fa\u7840\u805a\u5408\u3002\u5982\u679c\u5207\u5165\u201c\u591a\u6e90\u6570\u636e\u878d\u5408\u201d\u573a\u666f\uff0c\u683c\u5c40\u4f1a\u66f4\u5927\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a\u57fa\u4e8eExcel\u7684\u65e0\u4ee3\u7801BI\u8d77\u6b65\u662f\u806a\u660e\u7684\uff0c\u4f46\u82e5\u60f3\u4fdd\u6301\u9886\u5148\uff0c\u522b\u53ea\u505a\u201c\u56fe\u8868\u751f\u6210\u5668\u201d\uff0c\u8981\u505a\u201c\u4f01\u4e1a\u6570\u636e\u4f1a\u8bdd\u5c42\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\">Basedash for Excel<\/span>\n <\/div>\n<div class=\"comment-content\">Basedash now works with Excel, both ways. Drop anxlsx file into the agent and it reads your data, analyzes it, and builds charts and dashboards in seconds \u2014 no formulas, no pivot tables. Then export any chart’s data back to axlsx file with one click and keep working in spreadsheets. It’s the fastest way for teams who live in Excel to add an AI data analyst, live dashboards, and real-time collaboration on top of the files they already trust. From Excel to dashboard, and back.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey everyone, Max here from Basedash.<\/p>\n<p>Today we’re launching Basedash for Excel: drop a spreadsheet into the agent and get a live dashboard back \u2014 and export any chart’s data straight back to Excel when you need it.<\/p>\n<p>It works both ways. Upload an .xlsx and the AI data analyst reads every row, infers the columns and totals, writes the queries, and builds the charts \u2014 “turn this into a dashboard”, “what’s driving the Q2 jump?”, “break revenue down by month”. Then “Export to Excel” puts the numbers behind any chart back into a .xlsx you can keep working in.<\/p>\n<p>The point is you don’t have to leave Excel to get more out of it. Teams that live in spreadsheets get an AI analyst, live dashboards, and real-time collaboration on top of the files they already have.<\/p>\n<p>We’ve been running our own spreadsheets through this for months \u2014 most of our ad-hoc “can you chart this?” files become a shared dashboard in under a minute now.<\/p>\n<p>Happy to answer any questions!<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maxmusing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maxmusing<\/a> Hello!<\/p>\n<p><\/p>\n<p>Nice meeting you <\/p>\n<p><\/p>\n<p>I realy love what you are building for a while now, it really make sense and looks genuine to your active audience <\/p>\n<p><\/p>\n<p>Am curious to share some Ideas of getting your brand noticed on other social media tools like Reddit <\/p>\n<p><\/p>\n<p>Can we connect for this? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>People model, forecast, and decide in Excel every day, and that work is good. Unfortunately, we’ve found that things often break down when you try to share it. You send a file, someone opens last week’s version, and the chart you spent an hour on lives in a tab nobody else opens.<\/p>\n<\/p>\n<p>Basedash for Excel keeps the file you already have and makes it live. The AI analyst writes the queries and builds the charts. Your team works off one dashboard. When you need the underlying numbers, they go straight back to .xlsx.<\/p>\n<\/p>\n<p>We built it because we wanted it ourselves. Happy to answer anything!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Spreadsheets are where data goes to get stuck, so turning any Excel file into a live dashboard without rebuilding it is genuinely useful. The one-step part is what sells it. Congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Appreciate it <a href=\"https:\/\/www.producthunt.com\/@eitan_elnekave\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@eitan_elnekave<\/a>! Nobody wants useful data to stay stuck in sheets.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Yeah Max! So many years building dashboard through spreadsheet’s data almost made me crazy. It’s super useful and actually a time saver one. Wish you all the best here!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@german_merlo1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@german_merlo1<\/a>!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I would have loved to have this when I was working on sales ops. I’ve always been a huge fan of Excel, but when working with different stakeholders, and time is tight, I began to realize that my over-familiarity with my own Excel meant, yes, I could translate the data into real world talk, but no, the better I would be able to explain, the less the other stakeholders bothered to look at the data. But you can only explain so much. <\/p>\n<p>Even with something as relatively straightforward as sales ops, data can be organized and presented in a multitude of ways – and the Excel owner cannot take for granted that their over-familiarity with the data translates into others’ easy interpretation. Graphs, visuals, and especially dashboards always help. This is a fantastic build.<\/p>\n<p>Questions:<br \/>1) Is the dashboard (before exporting back to Excel) interactive? can a user interact with the interface to generate multiple queries?<br \/>2) Is there a prompter to suggest or add different inferences that maybe the AI had not thought about?<br \/>3) I’m assuming the following doesn’t exist: it would be fantastic to be able to create personalized dashboards for a,b,c stakeholders – based on the same data. For when you know who prioritizes with what, and for when you have an agenda, what data could hit a note with each person.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jitain\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jitain<\/a> agreed, thanks!<\/p>\n<ol>\n<li>\n<p>Everything on the dashboard is interactive, and users can even ask our AI questions about the data, or make changes (if they have permission)<\/p>\n<\/li>\n<li>\n<p>The creator can ask the AI to build any specific charts they want, or let the AI decide what looks important<\/p>\n<\/li>\n<li>\n<p>This is possible! You can use an Excel file to create multiple personalized dashboards, then share access to those with just the right stakeholders. Basedash gives you lots of control over data access permissions and governance.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Turning an Excel file into a live dashboard without any setup is genuinely useful for clients who live in spreadsheets but need something shareable. We deal with a lot of store owners who track orders in Excel and this would save them a whole migration project. Nice execution on launch day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thanks <a href=\"https:\/\/www.producthunt.com\/@schott_taylor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@schott_taylor<\/a>! We’re definitely familiar with people who live in spreadsheets all day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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. I know how much work goes into shipping. Small team here. I mostly need revenue trends and customer counts. I am curious if saved metrics give you the same answer every month when you ask again, or if the AI still changes the logic each time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstant_gk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstant_gk<\/a> consistency is really important, so we built a semantic layer into Basedash that lets you get deterministic answers out of the AI. You define how you want to calculate your metrics (e.g. MRR, activation rate, active users) once, then the AI uses that definition every time it needs to reference 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\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/YIDGKNYDEY6JRL\" class=\"app-title\">SquidHub<\/a><\/p>\n<div class=\"one-liner\">Multiplayer mode for humans and AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">118<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>SquidHub \u662f\u4e00\u4e2a\u591a\u4eba\u534f\u4f5c\u5f0fAI\u5e73\u53f0\uff0c\u901a\u8fc7\u201c\u5171\u4eab\u623f\u95f4\u201d\u7684\u5b9e\u65f6\u73af\u5883\uff0c\u89e3\u51b3\u56e2\u961f\u5728\u4f7f\u7528AI\u5de5\u5177\u65f6\u5404\u81ea\u4e3a\u6218\u3001\u9700\u8981\u53cd\u590d\u590d\u5236\u7c98\u8d34\u7684\u6c9f\u901a\u5272\u88c2\u75db\u70b9\uff0c\u8ba9\u56e2\u961f\u6210\u5458\u4e0e\u591a\u4e2aAI\u4ee3\u7406\u5728\u540c\u4e00\u4e0a\u4e0b\u6587\u4e2d\u5171\u540c\u5b8c\u6210\u5934\u8111\u98ce\u66b4\u3001\u65b9\u6848\u64b0\u5199\u7b49\u4efb\u52a1\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\/629b4e2b-af4a-48bd-9d55-0482fa64a1fc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a705fc01-7e46-43ba-9041-b8fb1f69e1c3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c574b812-5954-4f2b-8416-740122f6d1f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b9cef75-8541-476d-85b9-f484018a3da5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0ef9729-d2c8-474b-bab9-594fa51476a6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6ddd9176-7795-445e-803d-4b7d9a0248ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d1eedd31-40fe-49a8-bd91-9018a0d60aad.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\/cbefae7c-524b-40b6-990d-1d6a262a3a31.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/GpYvd8XLTh8\"><source src=\"https:\/\/youtu.be\/GpYvd8XLTh8\" 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\">\u591a\u4ebaAI\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u5171\u4eab\u5de5\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u56e2\u961fAI<\/span><br \/>\n <span class=\"tag\">\u4efb\u52a1\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">Agent\u7f16\u6392<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">SaaS<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u6743\u9650\u9694\u79bb\uff08AI\u4ee3\u7406\u4e0e\u6210\u5458\u6743\u9650\uff09\u3001\u51b2\u7a81\u5904\u7406\uff08\u4ee3\u7406\u95f4\u5bf9\u8bdd\u5f0f\u8f6e\u6d41\u53d1\u8a00\uff09\u3001\u4e0a\u4e0b\u6587\u5bb9\u91cf\uff08\u5171\u4eab\u8bb0\u5fc6\u5c42\uff09\u53ca\u8f93\u51fa\u96c6\u6210\uff08\u4e0eGoogle Drive\u8054\u52a8\uff09\u3002\u5efa\u8bae\u6539\u8fdb\u4ee3\u7406\u72ec\u7acb\u6027\uff08\u51cf\u5c11\u4eba\u4e3a\u5e72\u9884\uff09\u3001\u652f\u6301\u81ea\u5b9a\u4e49\u7cfb\u7edf\u6307\u4ee4\uff08\u5982\u533a\u5206\u6280\u672f\/\u6587\u6848\u89d2\u8272\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 SquidHub\u7684\u521b\u610f\u76f4\u51fb\u5f53\u524dAI\u751f\u4ea7\u529b\u7684\u6700\u5927\u75c5\u7076\uff1a\u5355\u673a\u7248AI\u5de5\u5177\u5728\u56e2\u961f\u534f\u4f5c\u4e2d\u9020\u6210\u7684\u201c\u8bed\u5883\u5b64\u5c9b\u201d\u3002\u5c06\u201c\u4eba+AI\u201d\u7684\u7ec4\u5408\u4ece\u4e00\u5bf9\u4e00\u6269\u5c55\u4e3a\u591a\u5bf9\u591a\uff0c\u8fd9\u5728\u4ea4\u4e92\u8303\u5f0f\u4e0a\u662f\u91cd\u8981\u4e00\u6b65\uff0c\u5176\u4ef7\u503c\u4e0d\u5728\u6280\u672f\u5806\u6808\u591a\u6df1\uff0c\u800c\u5728\u91cd\u65b0\u5b9a\u4e49\u4e86AI\u5728\u7ec4\u7ec7\u4e2d\u7684\u5b58\u5728\u5f62\u6001\u2014\u2014\u4e0d\u518d\u662f\u79c1\u6709\u52a9\u624b\uff0c\u800c\u662f\u5171\u540c\u7a7a\u95f4\u7684\u534a\u81ea\u52a8\u201c\u795e\u7ecf\u5143\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u4ea7\u54c1\u7684\u771f\u6b63\u8003\u9a8c\u5728\u4e8e\u201c\u5ea6\u201d\u7684\u62ff\u634f\u3002\u4ece\u8bc4\u8bba\u53cd\u9988\u770b\uff0c\u627f\u8bfa\u4e86\u201c\u4ee3\u7406\u53ef\u72ec\u7acb\u534f\u4f5c\u4f46\u4f1a\u8bf7\u6c42\u5fc5\u8981\u4fe1\u606f\u201d\uff0c\u4e5f\u627f\u8ba4\u4e86\u201c\u6743\u9650\u7ee7\u627f\u201d\u4e0e\u201c\u8f6e\u6d41\u53d1\u8a00\u201d\u7684\u673a\u5236\uff0c\u8fd9\u4e9b\u56de\u7b54\u66b4\u9732\u4e86\u5176\u6838\u5fc3\u77db\u76fe\uff1a\u82e5\u4ee3\u7406\u8fc7\u4e8e\u88ab\u52a8\uff0c\u4fbf\u5197\u4f59\uff1b\u82e5\u8fc7\u4e8e\u81ea\u4e3b\uff0c\u53c8\u65e0\u6cd5\u5e94\u5bf9\u590d\u6742\u51b3\u7b56\u573a\u666f\u4e0b\u7684\u8d23\u4efb\u5f52\u5c5e\u4e0e\u5b89\u5168\u5ba1\u8ba1\u3002\u5f53\u524d\u201c\u4eba\u7c7b\u505a\u6700\u7ec8\u51b3\u5b9a\u201d\u7684\u601d\u8def\u867d\u7a33\u59a5\uff0c\u5374\u4e5f\u4f7f\u5176\u6ca6\u4e3a\u201c\u9ad8\u7ea7\u7248\u591a\u4eba\u5bf9\u8bdd\u63d2\u4ef6\u201d\uff0c\u800c\u975e\u771f\u6b63\u7684\u201c\u667a\u80fd\u534f\u4f5c\u4e2d\u67a2\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u5c42\u7684\u95ee\u9898\u662f\uff0cSquidHub\u8bd5\u56fe\u517c\u5bb9\u201cBring your own AI\u201d\uff0c\u8fd9\u5f70\u663e\u5f00\u653e\u6001\u5ea6\uff0c\u4f46\u4e0d\u540c\u6a21\u578b\u7684\u80fd\u529b\u3001\u5ef6\u8fdf\u548c\u77e5\u8bc6\u8fb9\u754c\u5404\u5f02\uff0c\u5728\u5171\u4eab\u8bed\u5883\u4e2d\u6781\u6613\u5bfc\u81f4\u534f\u8c03\u6210\u672c\u66b4\u6da8\u3002\u4ea7\u54c1\u76ee\u524d\u7f3a\u4e4f\u9488\u5bf9\u201c\u51b2\u7a81\u63a8\u7406\u201d\u3001\u201c\u8bed\u5883\u88c1\u526a\u201d\u548c\u201c\u591a\u6a21\u578b\u7f16\u6392\u201d\u7684\u660e\u786e\u65b9\u6848\uff0c\u8fd9\u5728\u5b9e\u65f6\u591a\u4eba\u573a\u666f\u4e2d\u4f1a\u8fc5\u901f\u66b4\u9732\u6df7\u6c8c\u3002\u5b83\u89e3\u51b3\u4e86\u201c\u590d\u5236\u7c98\u8d34\u201d\u7684\u76ae\uff0c\u4f46\u6ca1\u5b8c\u5168\u89e3\u51b3\u201c\u4fe1\u606f\u8fc7\u8f7d\u4e0e\u8ba4\u77e5\u6df7\u4e71\u201d\u7684\u9aa8\u3002\u82e5\u4e0d\u80fd\u5efa\u7acb\u4e00\u5957\u9ad8\u6548\u7684\u667a\u80fd\u8c03\u5ea6\u4e0e\u8bed\u5883\u538b\u7f29\u89c4\u5219\uff0cSquidHub\u5f88\u53ef\u80fd\u5728\u9ad8\u9891\u4f7f\u7528\u4e2d\u6ca6\u4e3a\u4e00\u573a\u70ed\u95f9\u7684\u201c\u5b9e\u65f6\u591a\u6a21\u578b\u804a\u5929\u5ba4\u201d\uff0c\u800c\u975e\u771f\u6b63\u63d0\u5347\u51b3\u7b56\u8d28\u91cf\u7684\u534f\u4f5c\u5de5\u5177\u3002\u4e00\u53e5\u8bdd\uff1a\u65b9\u5411\u5bf9\u4e86\uff0c\u4f46\u6267\u884c\u6df1\u5ea6\u4ecd\u6709\u5f85\u89c2\u5bdf\uff0c\u5c24\u5176\u8981\u6ce8\u610f\u88ab\u201c\u65b0\u9c9c\u611f\u201d\u63a9\u76d6\u7684\u5de5\u7a0b\u590d\u6742\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">SquidHub<\/span>\n <\/div>\n<div class=\"comment-content\">Most AI tools are built for one person and one assistant. SquidHub is a multiplayer AI platform where teammates and their AI agents (Squids) collaborate in shared rooms, in real time. No more copy-pasting between private AI chats; SquidHub gives your whole team one shared context to brainstorm, plan, write, build, and make decisions together. Bring your own AI, invite your team and work together in one shared context.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey hunters \ud83d\udc4b<br \/>\nWe built SquidHub because every AI tool we used felt strangely lonely. It’s always one person, one chat window, one assistant that forgets the room the moment someone else walks in.<br \/>\nBut real work isn’t 1:1. It’s a group of people in a room, thinking out loud. So we made a place where your AI agents \u2014 squids \u2014 live in that room with you and your teammates, instead of in a private tab nobody else can see.<br \/>\nWe’d genuinely love to hear where it breaks for you. What would your team actually use a room of squids for? Tear it apart in the comments \ud83e\udd91<\/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>Congrats on the launch! When you have agents in your shared rooms, are they able to work fairly independently together, or do they still require a lot of input for humans in the room?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@jamie_stevens\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamie_stevens<\/a> Thank you for your question!<br \/>Squids can work quite independently, but they will ask for the minimum necessary information<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 human + AI multiplayer framing is closer to how small teams actually work. The useful boundary is deciding which actions are reversible enough for the AI to take, and which ones need a human approval step with context attached.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@krekeltronics\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krekeltronics<\/a> You are right! One of the vital features of agentic workflows is safety. And we are working on it actively.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! Really like the shared workspace idea. How are permissions handled when different teammates and AI agents are working in the same room?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@henry_habib\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@henry_habib<\/a> Good question!<br \/>At the workspace level, people are owner \/ admin \/ member \/ guest, a guest has read-only permission. At the room level, membership gates access: private rooms are invisible to non-members, open channels need a “Join” to post<\/p>\n<p>The key thing people don’t always expect: a Squid acts with its owner’s permissions, not those of whoever’s talking to it \u2014 so pulling a teammate’s Squid into a room gets you its help, not its access.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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<\/p>\n<p>I really like the idea of moving from isolated AI chats to a shared workspace where both people and AI agents collaborate.<\/p>\n<p>I’m curious: how do you handle conflicting suggestions from multiple Squids? Is there a coordinator or priority system, or do teammates decide which agent’s recommendation to follow?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> Thank you for question!<br \/>Turn-taking means you never get conflicting answers all at once \u2014 one Squid speaks per turn, so disagreement plays out as a conversation, not competing pop-ups. There’s no coordinator auto-picking a “winner” . Instead, one agent’s reply can trigger another to build on or push back, so you see the reasoning from both. The human stays the decider \u2014 agents surface the trade-offs, teammates make 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>Congrats on the launch! I’m curious, how are you currently handling agents behaviour? Are they proactive? Do they have proper turn-taking?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Thank you for question!<br \/>Yes on both \u2014 and it’s deliberately modelled on how people behave in a group chat rather than bots that all answer at once.<br \/>Turn-taking: we evaluate all agents in the room and let exactly one speak. A directly-addressed agent wins; otherwise a cheap classifier scores how much new value each agent would add and only the best-suited one replies.<\/p>\n<p>We also solved the “@-mention every single message” pain with a focus window: address an agent by name once and your follow-ups keep reaching it for a few minutes, deterministically, without re-mentioning. Address a different one and focus switches. <\/p>\n<p>Proactivity. Agents can carry a conversation forward on their own \u2014 an agent’s reply becomes a trigger others can pick up, so they coordinate and continue work without a human in the<\/p>\n<p> loop. We guard that hard, though: a cap on consecutive agent messages, minimum gaps between turns and any human message immediately preempts the back-and-forth.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Adam, congrats on the launch! The 1:1 AI silo is a massive bottleneck. Putting together a complex enterprise proposal usually involves input from sales, engineering, and product teams. If everyone\u2014including the AI agents helping draft the content\u2014is in the same shared context room, it completely eliminates the endless copy-pasting from private ChatGPT windows into a shared Google Doc.<\/p>\n<p>To answer your question: a room of squids would be perfect for live bid-writing. Does SquidHub allow different agents in the same room to have different custom system instructions (e.g., one squid acting as a technical architect, another as a copy editor)?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@varunvivek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varunvivek<\/a> Thank you for your reply!<br \/>Yes, each squid is customizable for specific tasks.<\/p>\n<p>You can choose from predefined instructions or write your own. Squid’s main purpose is to help solve highly specialized problems.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 framing around AI tools feeling lonely is a good insight. Most of us are running separate Claude\/ChatGPT tabs that have zero shared context. Shared rooms with persistent agents is a natural next step. Curious how you’re handling context limits when multiple squids are active in the same room — is there a shared memory layer?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cool idea and good luck with the launch! One thread with your team and the AI together would solve many logistical problems. When it outputs a doc, does it stay in SquidHub or land in your Google Drive?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Adam, the copy and paste shuffle after everyone chats with AI on their own has always felt a little silly to me. Bringing all of that into one room the whole team can see sounds like a far saner way to 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@robin_de_lacroix\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@robin_de_lacroix<\/a> Glad it resonates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\/QREJEO57K4SOTP\" class=\"app-title\">Group Subscriptions by beehiiv<\/a><\/p>\n<div class=\"one-liner\">Sell subscriptions to teams, companies, and organizations.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Group Subscriptions \u8ba9\u65b0\u95fb\u901a\u8baf\u51fa\u7248\u5546\u80fd\u5411\u56e2\u961f\u3001\u516c\u53f8\u7b49\u7ec4\u7ec7\u6279\u91cf\u9500\u552e\u4ed8\u8d39\u8ba2\u9605\uff0c\u4e00\u6b21\u6027\u4ed8\u8d39\u7ba1\u7406\u591a\u5e2d\u4f4d\uff0c\u89e3\u51b3B2B\u573a\u666f\u4e0b\u201c\u5355\u4eba\u8ba2\u9605\u9650\u5236\u673a\u6784\u91c7\u8d2d\u201d\u7684\u589e\u957f\u74f6\u9888\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\/055d4660-8760-46f0-b188-ef6e1b1c13b2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a48835b-dbad-42df-86dd-ce4d7d883502.gif?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/621909d3-d7e3-4ee9-afb7-b91a0d4974fa.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\">Newsletters<\/span><br \/>\n <span class=\"tag\">E-Commerce<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u65b0\u95fb\u901a\u8baf<\/span><br \/>\n <span class=\"tag\">B2B\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u9500\u552e<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u53d8\u73b0<\/span><br \/>\n <span class=\"tag\">\u5e2d\u4f4d\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u8ba2\u9605<\/span><br \/>\n <span class=\"tag\">\u51fa\u7248\u5546\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u8ba2\u9605\u6536\u5165<\/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\u5b9aB2B\u6a21\u5f0f\u4ef7\u503c\uff0c\u4f46\u63d0\u51fa\u5173\u952e\u75db\u70b9\uff1a\u5e2d\u4f4d\u7ba1\u7406\u7ec6\u8282\uff08\u5982\u5458\u5de5\u79bb\u804c\u80fd\u5426\u8f7b\u677e\u66ff\u6362\uff09\u3001\u65b0\u6210\u5458\u662f\u5426\u80fd\u67e5\u770b\u5386\u53f2\u5185\u5bb9\u3001\u51fa\u7248\u5546\u5982\u4f55\u76d1\u63a7\u7ec4\u7ec7\u5185\u7528\u6237\u6d3b\u8dc3\u5ea6\u3002\u8fd9\u4e9b\u662f\u96c6\u56e2\u8ba2\u9605\u843d\u5730\u65f6\u6613\u53d8\u590d\u6742\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 beehiiv\u7684Group Subscriptions\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u5185\u5bb9\u521b\u4f5c\u8005\u94fa\u8bbe\u4e00\u6761\u4ece\u201c\u6563\u6237\u6536\u5272\u201d\u5230\u201c\u4f01\u4e1a\u91c7\u8d2d\u201d\u7684\u8f6c\u5316\u8def\u5f84\uff0c\u5207\u4e2d\u7684\u662f\u4ed8\u8d39\u65b0\u95fb\u901a\u8baf\u589e\u957f\u7684\u5929\u82b1\u677f\u2014\u2014\u4e2a\u4eba\u8ba2\u9605\u8005\u7684\u652f\u4ed8\u610f\u613f\u548c\u9884\u7b97\u4e0a\u9650\u8fdc\u4e0d\u5982\u7ec4\u7ec7\u7ea7\u5ba2\u6237\u3002\u4f46\u5766\u767d\u8bb2\uff0c\u8fd9\u4e2a\u529f\u80fd\u5e76\u4e0d\u6027\u611f\uff0c\u5b83\u66f4\u50cf\u4e00\u4e2a\u5fc5\u8981\u7684B2B\u6536\u94f6\u53f0\u6539\u9020\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u4e24\u70b9\uff1a\u4e00\u662f\u628a\u201c\u8ba2\u9605\u6743\u201d\u4ece\u4e2a\u4f53\u8f6c\u79fb\u5230\u51b3\u7b56\u8005\uff08\u8001\u677f\u3001\u6559\u6388\u3001\u90e8\u95e8\u8d1f\u8d23\u4eba\uff09\uff0c\u964d\u4f4e\u4e86\u83b7\u5ba2\u7684\u51b3\u7b56\u5c42\u7ea7\uff1b\u4e8c\u662f\u4e3a\u51fa\u7248\u5546\u521b\u9020\u4e86\u4e00\u6761\u9ad8\u5ba2\u5355\u4ef7\u3001\u4f4e\u6d41\u5931\u7387\u7684\u8ba2\u5355\u7ebf\u3002\u7136\u800c\uff0c\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u5e2d\u4f4d\u7ba1\u7406\u201d\u7684\u62c5\u5fe7\u975e\u5e38\u81f4\u547d\u3002\u5982\u679c\u6362\u4eba\u6d41\u7a0b\u590d\u6742\u3001\u5386\u53f2\u5185\u5bb9\u8bbf\u95ee\u6743\u9650\u4e0d\u6e05\u6670\u3001\u65e0\u6cd5\u8ffd\u8e2a\u7ec4\u7ec7\u5185\u8ba2\u9605\u8005\u7684\u771f\u5b9e\u6d3b\u8dc3\u5ea6\uff0c\u90a3\u8fd9\u4e2a\u529f\u80fd\u5728\u5b9e\u9645\u8fd0\u8425\u4e2d\u4f1a\u6ca6\u4e3a\u201c\u66f4\u8d35\u7684\u6279\u91cf\u5783\u573e\u8d26\u53f7\u201d\u3002B2B\u8ba2\u9605\u4e0d\u662f\u7b80\u5355\u4e58\u6cd5\uff0c\u800c\u662f\u57fa\u4e8e\u6743\u9650\u3001\u5ba1\u8ba1\u548c\u4f53\u9a8c\u7684\u7cbe\u7ec6\u8fd0\u8425\u3002beehiiv\u5fc5\u987b\u63d0\u4f9b\u53ef\u914d\u7f6e\u7684Admin Console\u548c\u7528\u91cf\u5206\u6790\u4eea\u8868\u76d8\uff0c\u5426\u5219\u8fd9\u6ce2\u529f\u80fd\u53d1\u5e03\u53ea\u4f1a\u5438\u5f15\u5c1d\u9c9c\u8005\uff0c\u800c\u975e\u7559\u4f4f\u9700\u8981\u957f\u671f\u7ba1\u7406\u7684\u4f01\u4e1a\u5ba2\u6237\u3002\u53e6\u5916\uff0c\u76f8\u6bd4\u76f4\u63a5\u4e0eSlack\u3001Notion\u7b49\u534f\u4f5c\u5de5\u5177\u6df1\u5ea6\u7ed1\u5b9a\uff0c\u5355\u9760\u5e73\u53f0\u5185\u529f\u80fd\uff0c\u751f\u6001\u58c1\u5792\u4f9d\u7136\u8106\u5f31\u3002\u8fd9\u662f\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff0c\u4f46\u80fd\u5426\u8dd1\u901a\uff0c\u53d6\u51b3\u4e8ebeehiiv\u613f\u4e0d\u613f\u610f\u628a\u4f53\u9a8c\u9897\u7c92\u5ea6\u505a\u5230\u201c\u8ba9HR\u548cIT\u90e8\u95e8\u6ee1\u610f\u201d\u7684\u7a0b\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Group Subscriptions by beehiiv<\/span>\n <\/div>\n<div class=\"comment-content\">With Group Subscriptions, you can sell your paid newsletter to entire teams, companies, and organizations. One purchase. Multiple seats. Zero headaches.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Group Subscriptions make it simple for organizations to buy access to paid newsletters on beehiiv. Now, professors can purchase your paid newsletter in bulk for their class, CMOs for their marketing team, and founders for their entire company. For publishers, that means an entirely new B2B revenue stream, right at your fingertips.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super cool. Having just launched my own newsletter on beehiiv, I look forward to this feature as a long-term, scalable option. I also assume this will be a great way for beehiiv to drive even more B2B business on a larger scale.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The B2B angle makes sense for beehiiv to go after. The friction point I’d expect is seat management: when someone buys a 10-seat subscription for their team, how does the admin handle turnover? If an employee leaves and a new person joins, can the admin swap seats without canceling and restarting, and does the new member get access to the full back catalog or only from the date they were added? That detail tends to be where group licensing gets messy in practice.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>Group subscriptions make a lot of sense for newsletters with business or educational value. Selling one seat at a time can limit growth when the real buyer is a team, class, or company.<\/p>\n<p>I’m curious: can publishers manage seat usage and see which members inside an organization are actually engaging with the newsletter?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/L5ILCMB6R6IZ67\" class=\"app-title\">LockIn MCP<\/a><\/p>\n<div class=\"one-liner\">Let AI block distractions for you when you need to lock in<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>LockIn MCP\u901a\u8fc7MCP\u534f\u8bae\u8ba9AI\u4ee3\u7406\u76f4\u63a5\u4fee\u6539\u7cfb\u7edfhosts\u6587\u4ef6\uff0c\u5728\u7528\u6237\u9700\u8981\u6df1\u5ea6\u4e13\u6ce8\u65f6\u539f\u751f\u5c4f\u853d\u5206\u5fc3\u7f51\u7ad9\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u6d4f\u89c8\u5668\u6269\u5c55\u6613\u7ed5\u8fc7\u3001\u64cd\u4f5c\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/967d9ec7-a449-4145-958e-3ae30694ef58.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\/6e2942f4-d556-45bf-aa6b-51a2a2291d31.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\/fb084727-6fa3-4e81-a9d6-ff4386f23325.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\/d22278b5-be67-4360-92db-9ad4d6baed64.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/JP5xZCJ8mH0\"><source src=\"https:\/\/youtu.be\/JP5xZCJ8mH0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u4e13\u6ce8\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">MCP\u534f\u8bae<\/span><br \/>\n <span class=\"tag\">\u7cfb\u7edf\u7ea7\u5c4f\u853d<\/span><br \/>\n <span class=\"tag\">hosts\u6587\u4ef6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u65e0UI\u5e72\u6270<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7406\u539f\u751f\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u5c4f\u853d<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6ce8\u610f\u529b\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u9ad8\u5ea6\u8ba4\u53ef\u7cfb\u7edf\u7ea7hosts\u5c4f\u853d\u7684\u4e0d\u53ef\u7ed5\u8fc7\u6027\uff0c\u4f18\u4e8e\u53ef\u968f\u610f\u5173\u95ed\u7684\u6d4f\u89c8\u5668\u6269\u5c55\u3002\u4e3b\u8981\u7591\u95ee\uff1aMCP\u8fdb\u7a0b\u5d29\u6e83\u540ehosts\u6587\u4ef6\u80fd\u5426\u81ea\u52a8\u6062\u590d\uff1f\u914d\u7f6e\u662f\u672c\u5730\u6587\u4ef6\u8fd8\u662f\u4e91\u7aef\uff1f\u652f\u6301\u79fb\u52a8\u7aef\u5417\uff1f\u80fd\u5426\u5c06\u5c4f\u853d\u4e0e\u7279\u5b9a\u4efb\u52a1\uff08\u5982\u4ee3\u7801\u7f16\u8bd1\uff09\u7ed1\u5b9a\uff1f\u90e8\u5206\u7528\u6237\u5e0c\u671b\u6709\u6e05\u6670\u6062\u590d\u8def\u5f84\u548c\u4efb\u52a1\u7ea7\u767d\u540d\u5355\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 LockIn MCP\u5207\u4e2d\u4e86\u4e13\u6ce8\u5de5\u5177\u7684\u4e03\u5bf8\uff1a\u6240\u6709\u201c\u9632\u5206\u5fc3\u201d\u5de5\u5177\u7684\u6700\u5927\u6f0f\u6d1e\u4e0d\u662f\u6280\u672f\uff0c\u800c\u662f\u4eba\u6027\u2014\u2014\u5f53\u4f60\u610f\u5fd7\u529b\u5d29\u6e83\u65f6\uff0c\u4efb\u4f55UI\u754c\u9762\u4e0a\u7684\u201c\u5f00\u59cb\u4e13\u6ce8\u201d\u6309\u94ae\u90fd\u50cf\u662f\u4e00\u4e2a\u5632\u8bbd\u3002\u4f20\u7edfChrome\u6269\u5c55\u53ea\u9700\u53f3\u952e\u2192\u6682\u505c\uff0c\u800cLockIn\u76f4\u63a5\u7ed5\u8fc7\u4e86\u8fd9\u4e2a\u76ae\u5c42\u51b3\u7b56\u73af\u8282\uff0c\u628a\u5f00\u5173\u6743\u4ea4\u7ed9\u4e00\u4e2a\u5916\u90e8\u667a\u80fd\u4f53\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u6280\u672f\u590d\u6742\u5ea6\uff08\u6539hosts\u662f\u4e0a\u4e16\u7eaa\u5c31\u6709\u7684\u628a\u620f\uff09\uff0c\u800c\u5728\u4e8e\u7528MCP\u534f\u8bae\u91cd\u65b0\u5b9a\u4e49\u4e86\u201c\u9632\u5e72\u6270\u201d\u7684\u4eba\u673a\u5173\u7cfb\uff1a\u4f60\u4e0d\u518d\u9700\u8981\u4eb2\u624b\u6325\u821e\u5251\u76fe\uff0c\u800c\u662f\u62db\u52df\u4e00\u4e2a\u4e0d\u4f1a\u80cc\u53db\u4f60\u7684AI\u5b88\u536b\u3002\u8fd9\u8ba9\u9501\u673a\u64cd\u4f5c\u4ece\u201c\u610f\u5fd7\u529b\u6218\u5f79\u201d\u53d8\u6210\u4e86\u201c\u59d4\u6258\u5236\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u9690\u60a3\u540c\u6837\u660e\u663e\uff1a\u5982\u679c\u4ee3\u7406\u51fa\u9519\u5d29\u6e83\uff0c\u7528\u6237\u53ef\u80fd\u9677\u5165\u65e0\u6cd5\u89e3\u9501\u7684\u7a98\u5883\uff08\u521b\u59cb\u4eba\u201c\u786e\u4fdd\u5b83\u4ece\u4e0d\u5d29\u6e83\u201d\u7684\u56de\u590d\u663e\u5f97\u5929\u771f\uff09\u3002\u76ee\u524d\u4ec5\u652f\u6301\u7f51\u7ad9\u7ea7\u5c4f\u853d\uff0c\u7f3a\u4e4f\u5bf9\u5e94\u7528\u7ea7\u3001\u7f51\u7edc\u8bbe\u5907\u7ea7\u7684\u5c01\u9501\u80fd\u529b\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5f53AI\u80fd\u968f\u610f\u4fee\u6539\u7cfb\u7edf\u5173\u952e\u6587\u4ef6\u65f6\uff0c\u8fd9\u672c\u8d28\u662f\u4e00\u4e2a\u6743\u9650\u9ed1\u76d2\u2014\u2014\u4f60\u65e0\u6cd5\u9a8c\u8bc1\u5b83\u662f\u5426\u53ea\u6539\u4e86hosts\u3002\u5bf9\u4e8e\u8ffd\u6c42\u53ef\u63a7\u6027\u7684\u6781\u5ba2\u800c\u8a00\uff0c\u8fd9\u53ef\u80fd\u662f\u798f\u97f3\uff1b\u4f46\u5bf9\u666e\u901a\u7528\u6237\uff0c\u201c\u4fe1\u4efb\u201d\u6bd4\u201c\u529f\u80fd\u201d\u66f4\u96be\u8de8\u8d8a\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u53e5\u8bdd\uff1a\u5b83\u806a\u660e\u5730\u89e3\u51b3\u4e86\u65e7\u95ee\u9898\uff0c\u5374\u53ef\u80fd\u5236\u9020\u65b0\u95ee\u9898\u2014\u2014\u5f53\u4f60\u7684\u4e13\u6ce8\u94a5\u5319\u6302\u5728AI\u8116\u5b50\u4e0a\uff0c\u8c01\u6765\u4fdd\u969c\u4f60\u4e0d\u88ab\u9501\u5728\u95e8\u5916\uff1f\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">LockIn MCP<\/span>\n <\/div>\n<div class=\"comment-content\">LockIn MCP is the first distraction block built for the AI agent era. Rather than using a bypassable Chrome extension, you now just tell your favourite agent to block distractions for you, and it can do it natively. No bypassing, pure focus.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt,<\/p>\n<p>I built Lockin MCP because every other focus app is cooked. They all have too much UX friction; you have to open some bloated dashboard, click three buttons, and adjust a slider, and by the time you do all that, you’ve already opened a new tab and wasted two hours. <\/p>\n<p>LockIn avoids all of this. You lock yourself out via a single MCP command or text. It edits your system hosts file directly. No bloat, no easy bypasses, just instant focus.<\/p>\n<p>Excited to see you guys try it. How do you handle distractions when you need to go demon mode?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Editing the system hosts file directly is the part I like, no bypassable extension layer. Does the MCP server run fully locally so the block holds even with no network, and where does the blocklist\/focus-schedule config actually live: a local file I can reuse across machines, or tied to an account? And if the agent or MCP process dies mid-block, does the hosts file get cleanly restored, or could I get stuck locked out until I edit it by hand?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@noctis06\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@noctis06<\/a> thanks! The restoring is a great idea, but for now I\u2019ve mainly worked on ensuring it never crashes \ud83d\ude09 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’ve lost more focus sessions to “just open a private window” than I’d admit. Hosts file blocking is the first thing that actually closes that loophole. Does the daemon need to stay running for temp-unblocks to expire, or is that handled on the OS side? Congrats on the launch!<\/p>\n<p><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@konstant_gk\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstant_gk<\/a> it\u2019s all running in the background and never stops! Blocks remain until your agent unblocks for you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Leta gooooo <a href=\"https:\/\/www.producthunt.com\/products\/lockin-mcp\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"lockin-mcp\" target=\"_blank\" rel=\"noopener\">@LockIn MCP<\/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\/@yannick_veys\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yannick_veys<\/a> thanks for the support!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Using MCP as the interface so the AI controls focus mode is clean. The agent that already knows your context can decide when you’re drifting. MCP’s stateless nature creates interesting session continuity challenges for tracking focus blocks. Does LockIn persist focus state across server restarts? And how do you handle the OS permission model for app blocking across platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@anand_thakkar1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@anand_thakkar1<\/a> yeah it\u2019s really amazing! It writes to local host files on your device (mobile not yet sadly).<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>using MCP for this is a clever application. most MCP tools are focused on productivity and data access, using it for focus management is an unexpected angle. the “no bypassing” part is key because the whole reason chrome extensions fail is that you can just disable them in 2 seconds when willpower drops. does the agent enforce the block at a system level or is there still a way to override it if you really need to?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@shubham4real\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham4real<\/a> zero bypassing possible, all natively on the device.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This should be so much higher! Literally the BEST distraction blocker I’ve ever used! Feels so much more natural than those other bs chrome extensions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@kiog_aser\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kiog_aser<\/a> Thank you so much for the feedback and review! This was my goal for LockIn MCP!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 hosts-file move is the actual unlock, every extension-based blocker dies the second you remember you can just toggle it off. And triggering it from an MCP command is smart, you’re already in the agent so there’s no dashboard to open and “accidentally” get sucked into. For demon mode I usually just full-screen one window and kill every tab, but I bypass my own willpower constantly, so something I can’t easily undo is the real appeal here. Building on MCP myself, good to see more land in that space \ud83d\udc4a<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@dmitry_petrakov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_petrakov<\/a> Thanks for the support! MCP is definitely the future especially with agents like Poke living in iMessage these days…<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Huge congrats on shipping, Mil! Context-switching is the absolute killer of momentum. When deep into system integrations or complex API mapping, opening a separate dashboard just to block distractions usually creates another vector for getting side-tracked.<\/p>\n<p>Shifting that control layer natively to the agent via an MCP command is a massive workflow upgrade. Since the agent handles the block natively, is it possible to chain this to specific tasks? For instance, instructing the agent to keep social domains locked until a specific script finishes executing or a local build passes?<\/p>\n<p>Excited to test out this direct-to-system approach!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@varunvivek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varunvivek<\/a> Right now you can block single sites, create a focus schedule, or just block\/unblock all distractions. Since I use my agent as a to-do list, it will naturally deny my requests to unblock if I still have tasks left to do. That said, I’m constantly working on improving the product! \ud83d\udcaa <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Nice use of MCP for focus mode. The thing I\u2019d want most for a hosts-file blocker is a clear recovery path: show the exact domains changed, the scheduled unblock time, and a one-command restore if the agent\/session dies.<\/p>\n<\/p>\n<p>For agent workflows, task-scoped blocks feel safer than global \u201cgo demon mode\u201d: block X\/YouTube while a specific coding task is open, then require the agent to report what it restored. That makes it feel less like a trap and more like a reversible focus contract.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/AX6UG3MY6VGLQ6\" class=\"app-title\">AI Slide Editor by CubeOne<\/a><\/p>\n<div class=\"one-liner\">The editor PowerPoint should’ve shipped<\/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>CubeOne \u662f\u4e00\u6b3e\u53ef\u5bf9\u8bdd\u7684AI\u5e7b\u706f\u7247\u7f16\u8f91\u5668\uff0c\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u9700\u6c42\u5373\u53ef\u751f\u6210\u3001\u7f16\u8f91\u548c\u7f8e\u5316PPT\uff0c\u89e3\u51b3\u4f20\u7edfAI\u5e7b\u706f\u7247\u5de5\u5177\u201c\u53ea\u80fd\u770b\u4e0d\u80fd\u6539\u201d\u7684\u75db\u70b9\uff0c\u5c24\u5176\u9002\u7528\u4e8e\u9700\u8981\u9891\u7e41\u4fee\u6539\u7684\u5546\u52a1\u6f14\u793a\u548c\u9500\u552e\u63d0\u6848\u573a\u666f\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\/3f1fc8d1-e119-462a-aac8-2ec614ad2ede.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0561e13c-b5d6-4b6c-812f-31d7c9e29bcf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3c94c398-f404-4039-9231-9ca2a4032bcd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5156e1e7-0bfc-46b7-ac27-f12ed62a6cc1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ee979504-d842-480c-9aa4-93a2cc130fa4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f581f14d-96b8-4c89-a31f-5b7ef7f42a72.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\/9e1fc0d5-e240-44e0-a3aa-0a2c415ff72d.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/biz2lwxwTVY?si=OZfdEauIvfbTNzje\"><source src=\"https:\/\/youtu.be\/biz2lwxwTVY?si=OZfdEauIvfbTNzje\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e7b\u706f\u7247\u7f16\u8f91\u5668<\/span><br \/>\n <span class=\"tag\">PPT\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u4e00\u81f4\u6027<\/span><br \/>\n <span class=\"tag\">\u89e3\u9501\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u5546\u52a1\u6f14\u793a<\/span><br \/>\n <span class=\"tag\">AI\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u6f14\u793a\u6587\u7a3f<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u201c\u6bcf\u4e00\u9879\u5143\u7d20\u90fd\u53ef\u7f16\u8f91\u201d\u7684\u65e0\u9501\u5b9a\u8bbe\u8ba1\uff0c\u8ba4\u4e3a\u8fd9\u6bd4Gamma\u7b49\u7ade\u54c1\u66f4\u5b9e\u7528\u3002\u6709\u8bc4\u8bba\u8be2\u95eePPT\u5bfc\u5165\u5bfc\u51fa\u517c\u5bb9\u6027\uff0c\u5b98\u65b9\u627f\u8ba4\u590d\u6742\u6587\u4ef6\u4ecd\u6709\u5e03\u5c40\u9519\u4f4d\u95ee\u9898\uff0c\u4f46\u5f3a\u8c03\u54c1\u724c\u7cfb\u7edf\u548c\u6a21\u677f\u529f\u80fd\u53ef\u4fdd\u6301\u4e00\u81f4\u6027\uff0c\u4e14\u6570\u636e\u56fe\u8868\u5904\u7406\u9700\u642d\u914d\u5f3a\u6a21\u578b\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 CubeOne \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u9009\u5bf9\u4e86\u6218\u573a\u2014\u2014\u5e76\u975e\u5bf9\u6297PowerPoint\uff0c\u800c\u662f\u8865\u5168\u5176\u201c\u50bb\u74dc\u5f0f\u64cd\u4f5c\u201d\u7684\u7f3a\u5931\u3002\u5b83\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u4e00\u952e\u751f\u6210\u6f02\u4eaePPT\u201d\uff0c\u800c\u5728\u4e8e\u201c\u751f\u6210\u4e4b\u540e\u4f9d\u7136\u5168\u76d8\u53ef\u63a7\u201d\u3002\u8fd9\u8ba9\u5b83\u533a\u522b\u4e8eGamma\u3001Beautiful.ai\u7b49\u4ea7\u54c1\uff0c\u540e\u8005\u5e38\u6ca6\u4e3a\u201c\u4e00\u6b21\u6027\u6f14\u793a\u79c0\u201d\uff0c\u5728\u771f\u5b9e\u5546\u52a1\u573a\u666f\u4e2d\uff0c\u5ba2\u6237\u8981\u6c42\u7684\u5341\u56db\u8f6e\u4fee\u6539\u4f1a\u8ba9\u70ab\u6280\u53d8\u5f97\u6beb\u65e0\u610f\u4e49\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1a\u7ade\u54c1\u5931\u8d25\u7684\u6838\u5fc3\u6b63\u662f\u201c\u4e0d\u53ef\u63a7\u201d\uff0c\u800cCubeOne\u81f3\u4eca\u4ecd\u5728PPTX\u590d\u6742\u6587\u4ef6\u5bfc\u5165\u5bfc\u51fa\u4e0a\u53ea\u80fd\u627f\u8bfa\u201c80%\u53ef\u9760\u201d\u300280%\u5728\u4e2a\u4eba\u7528\u6237\u9762\u524d\u662f\u53ca\u683c\u7ebf\uff0c\u5728\u4f01\u4e1a\u7ea7\u5ba2\u6237\u624b\u4e2d\u662f\u81f4\u547d\u98ce\u9669\u2014\u2014\u590d\u6742\u7684\u6bcd\u7248\u3001\u5d4c\u5165\u5f0f\u56fe\u8868\u3001\u52a8\u753b\u903b\u8f91\u7684\u4efb\u4f55\u4e00\u5904\u53d8\u5f62\uff0c\u90fd\u53ef\u80fd\u8ba9\u4e00\u6b21\u9500\u552e\u673a\u4f1a\u544a\u5439\u3002\u6b64\u5916\uff0c\u54c1\u724c\u4e00\u81f4\u6027\u4f9d\u8d56\u201c\u8bbe\u8ba1.md\u201d\u6216\u81ea\u5b9a\u4e49\u6a21\u677f\uff0c\u672c\u8d28\u4e0a\u662f\u7528\u6237\u624b\u52a8\u5b9a\u4e49\u89c4\u5219\uff0c\u800c\u975eAI\u81ea\u4e3b\u7406\u89e3\u4f01\u4e1a\u54c1\u724c\u89c4\u8303\uff0c\u8fd9\u4ecd\u662f\u534a\u81ea\u52a8\u89e3\u51b3\u65b9\u6848\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u4ea7\u54c1\u7b56\u7565\u770b\uff0c\u201c\u53ef\u7f16\u8f91\u201d\u662f\u7b2c\u4e00\u6b65\uff0c\u201c\u53ef\u4fe1\u4efb\u201d\u624d\u662f\u62a4\u57ce\u6cb3\u3002\u5feb\u901f\u8fed\u4ee3PPTX\u517c\u5bb9\u6027\u3001\u5185\u7f6e\u66f4\u667a\u80fd\u7684\u54c1\u724c\u611f\u77e5\u6a21\u578b\uff0c\u800c\u4e0d\u662f\u628a\u538b\u529b\u63a8\u7ed9\u7528\u6237\u9009\u62e9\u201cOpus\u8fd8\u662fSonnet\u201d\uff0c\u624d\u80fd\u771f\u6b63\u4ece\u201c\u73a9\u5177\u201d\u53d8\u4e3a\u201c\u751f\u4ea7\u529b\u5de5\u5177\u201d\u3002\u603b\u4f53\u4e0a\u503c\u5f97\u5173\u6ce8\uff0c\u4f46\u5c1a\u672a\u5b8c\u5168\u5151\u73b0\u201c\u529f\u7387\u70b9\u672c\u8be5\u6709\u7684\u6837\u5b50\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\">AI Slide Editor by CubeOne<\/span>\n <\/div>\n<div class=\"comment-content\">CubeOne is an AI slide editor you talk to. Describe a slide and it designs one, or drop in rough notes and images and it makes a polished slide. Point to any spot, say what you want, and it adds it: a chart, an image, a table. Ask it to edit or restyle, and it does. Everything stays editable.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>For launch we’re giving away free credits for new signups, open until they run out. Try it here: <a href=\"http:\/\/getcube.one\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">getcube.one<\/a>. Let us know what you think.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ericquans\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ericquans<\/a> Free to try with no credit card is a great way to lower the barrier here. One question: when it restyles a slide on request, does it keep brand colors\/fonts consistent across the rest of the deck, or do you have to manually sync each slide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\">@dattesh_dangui You have a brand system that keeps all slides consistent. And you can customize the brand too.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 no lock-in angle is what really matters here. Gamma and <a href=\"http:\/\/Beautiful.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Beautiful.ai<\/a> generate slides that look great in a demo, but they fall apart the moment a client asks you to tweak a font or move a logo. In CubeOne, every element stays a real, draggable, editable object \u2013 not a flattened image. That’s the detail most AI slide tools quietly skip over.<br \/>One open question is the PowerPoint round-trip: if I import a complex existing deck with custom layouts and embedded charts, how faithfully does it export back to .pptx after editing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@emincanturan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@emincanturan<\/a> Really depends on the complexity of that PPTX. Very complex files can still hit layout mismatch. This is a feature we iterate on over time. It now handles 80% of cases and gets more reliable day by day.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 freeform editing + Beautify combo is genuinely clever – most AI slide tools give you output you can tweak but not actually own. The fact that everything stays a native editable object is what makes this actually usable.<\/p>\n<p>Curious though, how does Beautify handle brand consistency across a whole deck? Like if I have 12 slides and I Beautify slide 4, does it know what slides 1\u20133 look like and match the style? Or does each slide get redesigned independently and you end up with a deck that feels slightly different across sections?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@priyatharshini_c\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@priyatharshini_c<\/a> You have a brand system with two ways to set it up. 1) treat it like a design.md. prompt your brand in plain English. 2) bring your own template. This is still beta. It covers 80% of cases but isn’t reliable for very complex PPTX. You can also turn any CubeOne project you made into a template, so new projects come out in that style.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/270a122e-1583-4a16-bab2-744763a4fbf4.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The ‘go from nothing to stage-ready in 5 minutes’ promise speaks to anyone who dreads pitch deck design. For builders, slides are usually a bottleneck. Love that this provides a script alongside the visuals to keep the presentation structured. Does the platform allow for custom brand assets or design styles to make sure the output doesn’t look identical across different users? Huge congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>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\/@dhanrajchoudhary\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhanrajchoudhary<\/a> absolutely. 1) think design.md. prompt your brand assets in plain English 2) or bring your own pptx template (#2 is still beta. covers ~80% of cases, not reliable for complex pptx). on top of that, you can turn any CubeOne project you like into a template, so new projects come out in that style.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4e3a0e53-1b2d-4874-b679-4c16b79dfc3c.png?auto=compress,format&codec=mozjpeg&cs=strip\" 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>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>Eric, congrats on the launch! In enterprise presales, the biggest bottleneck is almost always translating a messy page of technical discovery notes into a clean, digestible client deck. The fact that CubeOne lets you just drop in those rough notes and point to specific spots to generate charts or tables is a massive workflow shift.<\/p>\n<p>Quick question: How well does the AI handle complex data structures? If I paste in raw technical specs or unstructured CSV data, can it reliably format that into a clean comparison table on the slide?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@varunvivek\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@varunvivek<\/a> Yes. The trick is matching the model to the complexity. For complex or messy inputs like raw specs or unstructured CSVs, use a stronger model like Opus, or at least Sonnet, for the cleanest results. For simple or straightforward work, Gemini 3.1 Flash Lite handles it fast and well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>When CubeOne turns rough notes into a deck, how much of the story and speaker script can users control versus letting the AI decide the narrative?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>shipped SVG support 10 mins ago and it’s already way better than my demo. one-shot this: <a href=\"https:\/\/www.getcube.one\/share\/oWzzMAa6nn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.getcube.one\/share\/oWzzMAa6nn<\/a><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/04fc55f7-46db-4f33-9559-9e0889309f06.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/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\/MX7JAK2RO7P6MD\" class=\"app-title\">Animdock Motion Templates in the Browser<\/a><\/p>\n<div class=\"one-liner\">Create trend motions in your browser!<\/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>Animdock \u662f\u4e00\u6b3e\u5728\u6d4f\u89c8\u5668\u4e2d\u514d\u8d39\u4f7f\u7528\u7684\u52a8\u6001\u6a21\u677f\u5de5\u5177\uff0c\u65e0\u9700\u6ce8\u518c\u6216\u5b89\u88c5\u8f6f\u4ef6\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u5b9e\u65f6\u9884\u89c8\u548c\u53c2\u6570\u8c03\u6574\uff0c\u5feb\u901f\u751f\u6210\u53ef\u7528\u4e8e\u5546\u4e1a\u9879\u76ee\u7684\u52a8\u6548\u89c6\u9891\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u52a8\u6548\u8bbe\u8ba1\u9700\u8981\u590d\u6742\u8f6f\u4ef6\uff08\u5982 After Effects\uff09\u4e14\u8017\u65f6\u8d39\u529b\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\/46bfbc80-c385-4496-9609-12a6cf8fa743.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a53aadc1-515a-4106-86f8-0b776b3eb587.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1fcb31d4-9a61-4740-919f-db5825dd8a69.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\/53b3b4fe-ddf3-4691-8cf0-e711fcecdda7.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/c832f626fcdf4511879b79ed924587cc\"><source src=\"https:\/\/www.loom.com\/share\/c832f626fcdf4511879b79ed924587cc\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u52a8\u6548\u6a21\u677f<\/span><br \/>\n <span class=\"tag\">\u5728\u7ebf\u8bbe\u8ba1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u8fd0\u52a8\u56fe\u5f62<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u8d44\u6e90<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u5236\u4f5c<\/span><br \/>\n <span class=\"tag\">\u7d20\u6750\u5bfc\u51fa<\/span><br \/>\n <span class=\"tag\">\u65e0\u6ce8\u518c\u4f7f\u7528<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u5e93<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u964d\u4f4e\u4e86\u52a8\u6548\u8bbe\u8ba1\u95e8\u69db\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u662f\u5426\u6709\u8ba1\u5212\u652f\u6301\u7528\u6237\u521b\u5efa\u548c\u5206\u4eab\u81ea\u5b9a\u4e49\u6a21\u677f\u4ee5\u5efa\u7acb\u793e\u533a\u5e93\uff1b\u4ee5\u53ca\u5728\u521d\u6b21\u4f7f\u7528\u65f6\uff0c\u6700\u5e38\u89c1\u7684\u52a8\u753b\u7c7b\u578b\u662f\u4ec0\u4e48\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79f0\uff0c\u672a\u6765\u4f1a\u6839\u636e\u793e\u533a\u9700\u6c42\u5f00\u53d1\u6a21\u677f\uff0c\u5e76\u5f3a\u8c03\u4fdd\u6301\u6613\u7528\u6027\u7684\u6838\u5fc3\u613f\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 Animdock \u5207\u5165\u4e86\u4e00\u4e2a\u7cbe\u51c6\u4e14\u6210\u719f\u7684\u75db\u70b9\uff1a\u52a8\u6548\u8bbe\u8ba1\u7684\u9ad8\u95e8\u69db\u4e0e\u788e\u7247\u5316\u9700\u6c42\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5b83\u6ca1\u6709\u9009\u62e9\u4e0e After Effects \u6b63\u9762\u7ade\u4e89\uff0c\u800c\u662f\u4ee5\u201c\u6d4f\u89c8\u5668\u91cc\u7684\u667a\u80fd\u6a21\u677f\u5de5\u5382\u201d\u59ff\u6001\u51fa\u73b0\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u806a\u660e\u7684\u4ea7\u54c1\u7b56\u7565\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e**\u201c\u964d\u7ef4\u6253\u51fb\u201d**\u2014\u2014\u5c06\u590d\u6742\u7684\u3001\u9700\u8981\u4e13\u4e1a\u6280\u80fd\u7684\u540e\u53f0\u903b\u8f91\uff08\u7a0b\u5e8f\u5316\u8fd0\u52a8\u6a21\u677f\uff09\u5c01\u88c5\u4e3a\u524d\u7aef\u96f6\u95e8\u69db\u7684\u201c\u5f00\u5173\u201d\u548c\u201c\u6ed1\u5757\u201d\u3002\u5bf9\u4e8e\u975e\u4e13\u4e1a\u7528\u6237\uff0c\u5b83\u63d0\u4f9b\u4e86\u201c10\u5206\u949f\u51fa\u7247\u201d\u7684\u5feb\u611f\uff1b\u5bf9\u4e8e\u4e13\u4e1a\u8bbe\u8ba1\u5e08\uff0c\u5b83\u80fd\u5feb\u901f\u4ea7\u51fa\u9700\u8981\u7269\u7406\u5f15\u64ce\u6a21\u62df\u7684\u3001\u5728 AE \u4e2d\u53cd\u800c\u8d39\u65f6\u8d39\u529b\u7684\u57fa\u7840\u52a8\u6548\uff0c\u5145\u5f53\u201c\u5feb\u901f\u539f\u578b\u201d\u89d2\u8272\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6df1\u6316\u5176\u5929\u82b1\u677f\uff0c\u95ee\u9898\u4e5f\u540c\u6837\u660e\u663e\u3002\u5176\u4e00\uff0c**\u201c\u6a21\u677f\u201d\u7684\u5bbf\u547d\u662f\u8fb9\u9645\u6548\u7528\u9012\u51cf**\u3002\u7528\u6237\u7684\u65b0\u9c9c\u611f\u4e0e\u53ef\u73a9\u6027\u5b8c\u5168\u4f9d\u8d56\u4e8e\u5b98\u65b9\u6a21\u677f\u66f4\u65b0\u7684\u901f\u5ea6\u4e0e\u8d28\u91cf\uff0c\u4e00\u65e6\u66f4\u65b0\u505c\u6ede\uff0c\u4ea7\u54c1\u5c31\u4f1a\u5feb\u901f\u6ca6\u4e3a\u201c\u4e00\u6b21\u6027\u7684\u7d20\u6750\u5e93\u201d\u3002\u5176\u4e8c\uff0c**\u7f3a\u4e4f UGC \u751f\u6001**\u3002\u5f00\u53d1\u8005\u5bf9\u793e\u533a\u5171\u521b\u7684\u56de\u5e94\u76f8\u5f53\u4fdd\u5b88\uff08\u201c\u89c6\u5174\u8da3\u7a0b\u5ea6\u800c\u5b9a\u201d\uff09\uff0c\u8fd9\u5bfc\u81f4\u5e73\u53f0\u65e0\u6cd5\u5f62\u6210\u81ea\u751f\u957f\u7684\u5185\u5bb9\u98de\u8f6e\u3002\u6ca1\u6709\u7528\u6237\u521b\u9020\u548c\u5206\u4eab\u6a21\u677f\u7684\u80fd\u529b\uff0cAnimdock \u7ec8\u7a76\u53ea\u662f\u4e00\u4e2a\u6f02\u4eae\u7684\u3001\u53ef\u4f9b\u8c03\u7528\u7684\u201c\u7d20\u6750\u8d85\u5e02\u201d\uff0c\u800c\u975e\u4e00\u4e2a\u201c\u521b\u610f\u5de5\u574a\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0c\u5b83\u76ee\u524d\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u201c\u6548\u7387\u5de5\u5177\u201d\uff0c\u4f46\u8ddd\u79bb\u4e00\u4e2a\u201c\u5e73\u53f0\u201d\u8fd8\u6709\u5f88\u957f\u7684\u8def\u8981\u8d70\u3002\u5176\u77ed\u671f\u7206\u53d1\u529b\u4f9d\u8d56\u75c5\u6bd2\u5f0f\u4f20\u64ad\u7684\u514d\u8d39\u7b56\u7565\uff0c\u800c\u957f\u671f\u751f\u547d\u529b\u5219\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u6211\u7ed9\u4f60\u4ec0\u4e48\u4f60\u7528\u201d\u7684\u6a21\u677f\u6a21\u5f0f\uff0c\u8fdb\u5316\u5230\u201c\u4f60\u60f3\u505a\u4ec0\u4e48\u4f60\u6765\u5b9a\u4e49\u201d\u7684\u5171\u521b\u6a21\u5f0f\u3002\u5426\u5219\uff0c\u5728 AI \u751f\u6210\u52a8\u6548\u5de5\u5177\uff08\u5982\u65b0\u4e00\u6279 AI \u89c6\u9891\u5de5\u5177\uff09\u7684\u51b2\u51fb\u4e0b\uff0c\u5176\u4ec5\u6709\u7684\u201c\u53c2\u6570\u8c03\u6574\u201d\u4f18\u52bf\u4f1a\u663e\u5f97\u975e\u5e38\u5355\u8584\u3002\u5f53\u524d\u9636\u6bb5\uff0c\u5b83\u6700\u9002\u5408\u7684\u662f\u793e\u5a92\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u4ea7\u54c1\u8425\u9500\u4eba\u5458\u548c\u7f3a\u4e4f\u8d44\u6e90\u7684\u5c0f\u56e2\u961f\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\">Animdock Motion Templates in the Browser<\/span>\n <\/div>\n<div class=\"comment-content\">Animdock turns procedural motion templates into clips you can ship in minutes. Completely free, no registration, no fees, no subscription. Tweak, watch it render live, export WebM and PNG.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I am a motion designer. And sometimes simple things takes time in After Effects and it is unfortunatelly After Effects lack of physical engine. So firstly I tried to create some templates for myself with ai then after I realised that might be useful for someone.<\/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>Hey Mehmet, motion graphics have always lived behind software that scares me off before I even begin, so being able to tweak something and watch it move right there is lovely. Feels like the fun is back in 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><a href=\"https:\/\/www.producthunt.com\/@xavier_macia\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@xavier_macia<\/a> You don’t even imagine how valuable this comment for us is! Our first priority is keeping things as easy as possible and our vision will remain same. We will add more and more templates by day to turn our website to a platform! Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! \ud83d\ude80<\/p>\n<p>I like the idea of making motion design accessible without requiring After Effects.<\/p>\n<p>I’m curious: do you plan to let users create and share their own motion templates in the future? A community library of reusable templates could make the platform even more valuable over time.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> In the future, if there’s a reasonable level of interest, we can present template ideas created based on community requests to users and develop the upcoming templates.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Motion design usually has a steep learning curve, so it’s nice to see tools making it more accessible in the browser. What’s the most popular type of animation creators build with AnimDock when they first try 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><a href=\"https:\/\/www.producthunt.com\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a> Thank you so much for your interest! We’ve been just launched so we are very excited about about what creators will build using our platform. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4O4YHSKDVPIHTZ\" class=\"app-title\">DMV by Agent Community<\/a><\/p>\n<div class=\"one-liner\">A community-governed namespace for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>DMV\u4e3aAI\u667a\u80fd\u4f53\u63d0\u4f9b\u53d7\u793e\u533a\u6cbb\u7406\u7684\u53bb\u4e2d\u5fc3\u5316\u547d\u540d\u670d\u52a1\uff0c\u5141\u8bb8\u5f00\u53d1\u8005\u548c\u667a\u80fd\u4f53\u514d\u8d39\u9884\u6ce8\u518c.agent\u57df\u540d\u5e76\u83b7\u5f97\u53ef\u5171\u4eab\u7684\u8eab\u4efd\u5361\uff0c\u89e3\u51b3AI\u65f6\u4ee3\u667a\u80fd\u4f53\u8eab\u4efd\u8bc6\u522b\u4e0e\u4fe1\u4efb\u9a8c\u8bc1\u7684\u57fa\u7840\u8bbe\u65bd\u7f3a\u5931\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5a37b859-8e0d-4c8f-9bfa-cb07e7d6b983.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/338e9ab0-5c46-414e-9ecb-f6f0077f0423.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a0c674b-2e8a-41cc-8485-830724e5f22d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/35ac292d-7be2-4402-bfd7-7737f8d84fbd.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\/048ff50d-3bac-4585-a7f8-843f051c3994.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/W_EJWwU3nEA\"><source src=\"https:\/\/youtu.be\/W_EJWwU3nEA\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u8eab\u4efd<\/span><br \/>\n <span class=\"tag\">\u53bb\u4e2d\u5fc3\u5316\u547d\u540d<\/span><br \/>\n <span class=\"tag\">.agent\u57df\u540d<\/span><br \/>\n <span class=\"tag\">\u793e\u533a\u6cbb\u7406<\/span><br \/>\n <span class=\"tag\">\u8eab\u4efd\u9a8c\u8bc1<\/span><br \/>\n <span class=\"tag\">ICANN<\/span><br \/>\n <span class=\"tag\">\u9884\u6ce8\u518c<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u7f51\u7edc<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4efb\u57fa\u7840\u8bbe\u65bd<\/span><br \/>\n <span class=\"tag\">Web3\u8eab\u4efd\u5c42<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u5173\u6ce8\u667a\u80fd\u4f53\u81ea\u4e3b\u547d\u540d\u4e0e\u8eab\u4efd\u9a8c\u8bc1\u7684\u5206\u79bb\u95ee\u9898\uff0c\u8d28\u7591\u4ec5\u9760\u57df\u540d\u65e0\u6cd5\u9632\u5192\u5145\uff0c\u5efa\u8bae\u5c06\u9a8c\u8bc1\u5c42\uff08\u5982\u5bc6\u94a5\u7ed1\u5b9a\uff09\u4e0e\u6ce8\u518c\u5c42\u533a\u5206\u3002\u53e6\u63d0\u9192\u793e\u533a\u6cbb\u7406\u9700\u9632\u8303\u540d\u79f0\u62a2\u6ce8\u548c\u81ea\u52a8\u5316\u6ee5\u7528\uff0c\u9700\u5e73\u8861\u53bb\u4e2d\u5fc3\u5316\u4e0e\u5ba1\u6838\u6548\u7387\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 DMV\u7684\u91ce\u5fc3\u5728\u4e8e\u8bd5\u56fe\u201c\u5148\u53d1\u5236\u4eba\u201d\u5730\u5b9a\u4e49AI\u65f6\u4ee3\u7684\u8eab\u4efd\u547d\u540d\u8303\u5f0f\u2014\u2014\u5728\u5de8\u5934\u4eec\u74dc\u5206\u667a\u80fd\u4f53\u8eab\u4efd\u5e02\u573a\u524d\uff0c\u7528\u793e\u533a\u6cbb\u7406\u7684\u65d7\u53f7\u62a2\u5360ICANN\u7684.agent\u9876\u7ea7\u57df\u3002106\u7968\u7684\u70b9\u8d5e\u91cf\u4e0d\u7b97\u4eae\u773c\uff0c\u4f46\u5176\u65b9\u5411\u6027\u4ef7\u503c\u4e0d\u53ef\u5ffd\u89c6\uff1a\u5f53\u667a\u80fd\u4f53\u4ee3\u7406\u5f00\u59cb\u81ea\u4e3b\u4ea4\u4e92\u65f6\uff0cIP\u5730\u5740\u548c\u4e34\u65f6ID\u5c06\u5f7b\u5e95\u5d29\u574f\uff0c\u4e00\u4e2a\u4eba\u7c7b\u53ef\u8bfb\u7684\u3001\u53ef\u9a8c\u8bc1\u7684\u547d\u540d\u5c42\u786e\u5b9e\u662f\u521a\u9700\u3002\u7136\u800c\uff0c\u4ea7\u54c1\u76ee\u524d\u7684\u95ee\u9898\u540c\u6837\u5c16\u9510\uff1a\u6280\u672f\u4e0a\uff0c\u5b83\u4ec5\u63d0\u4f9b\u201c\u6ce8\u518c\u201d\u800c\u975e\u201c\u9a8c\u8bc1\u201d\uff0c\u8bc4\u8bba\u4e2d\u5173\u4e8e\u9632\u5192\u5145\u7684\u8d28\u7591\u76f4\u51fb\u547d\u95e8\uff0c\u800c\u5b98\u65b9\u7684\u56de\u5e94\uff08\u90ae\u4ef6\u9a8c\u8bc1+\u5bc6\u94a5\u7ed1\u5b9a\uff09\u542c\u8d77\u6765\u66f4\u50cf\u4e34\u65f6\u8865\u4e01\u800c\u975e\u67b6\u6784\u8bbe\u8ba1\uff1b\u6cbb\u7406\u5c42\u9762\uff0c7000+\u516c\u53f8+29000\u6210\u5458\u7684\u6570\u5b57\u770b\u4f3c\u5e9e\u5927\uff0c\u4f46\u5c1a\u672a\u89e3\u91ca\u5982\u4f55\u907f\u514d\u7c7b\u4f3cWeb3\u4e2d\u7684\u201cDAO\u66b4\u653f\u201d\u6216\u5927\u6237\u64cd\u63a7\u3002\u66f4\u81f4\u547d\u7684\u662f\uff0cICANN\u6279\u51c6\u4ecd\u662f\u672a\u77e5\u6570\u2014\u2014\u8fd9\u610f\u5473\u7740DMV\u5f53\u524d\u672c\u8d28\u662f\u4e00\u573a\u201c\u7b7e\u540d\u8fd0\u52a8\u201d\uff0c\u5176\u8eab\u4efd\u5361\u66f4\u50cfNFT\u5f0f\u7684\u53d9\u4e8b\u73a9\u5177\u800c\u975e\u57fa\u7840\u8bbe\u65bd\u3002\u771f\u6b63\u6709\u4ef7\u503c\u7684\u662f\u5b83\u63d0\u51fa\u7684\u201c\u793e\u533a\u6cbb\u7406\u201d\u5bf9\u6297\u201c\u516c\u53f8\u5784\u65ad\u201d\u7684\u53d9\u4e8b\uff0c\u82e5\u6210\u529f\uff0c\u5c06\u6210\u4e3aAI\u65f6\u4ee3\u7684DNS\uff0c\u4f46\u82e5\u5931\u8d25\uff0c\u8fd9\u4e9b\u9884\u6ce8\u518c\u4e0d\u8fc7\u662f\u4e00\u5806\u6570\u5b57\u8bc1\u4e66\u3002\u5efa\u8bae\u56e2\u961f\u5c3d\u5feb\u516c\u5f00\u9a8c\u8bc1\u534f\u8bae\u7684\u5b9e\u73b0\u7ec6\u8282\uff08\u5982DID\u4e0eVC\u7684\u7ed1\u5b9a\u65b9\u5f0f\uff09\uff0c\u5e76\u5c55\u793a\u5982\u4f55\u5728\u4e0d\u727a\u7272\u5f00\u653e\u6027\u7684\u524d\u63d0\u4e0b\u6291\u5236\u5783\u573e\u6ce8\u518c\u3002\u5426\u5219\uff0c\u8fd9\u573a\u547d\u540d\u6743\u4e89\u593a\u6218\u5f88\u53ef\u80fd\u91cd\u6f14\u201c.org\u201d\u88ab\u79c1\u6709\u5316\u7684\u8001\u8def\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\">DMV by Agent Community<\/span>\n <\/div>\n<div class=\"comment-content\">Agent Community is building the identity layer for the agentic web. We are applying to ICANN for the [.agent] Top-Level Domain, supported by 29,000+ members and 7,000+ companies. With DMV, builders can pre-register an [.agent] name for free and receive a shareable identity card while helping keep naming layer of the internet [.agent] community-governed, open, and not controlled by a single company.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>\ud83d\udc4b\ud83c\udffb <strong>Hey Product Hunt<\/strong>, I\u2019m Andras!<\/p>\n<p>Today we\u2019re launching the <strong>Department of Machine Verification<\/strong> (DMV) by <a href=\"https:\/\/agentcommunity.org\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Agent Community<\/a>.<\/p>\n<\/p>\n<p>For the first time, agents can apply for their own names, not just receive names from their operators. DMV lets organizations, humans,<strong> and now agents join<\/strong> Agent Community and pre-register a preferred .agent name.<\/p>\n<\/p>\n<p>After completing DMV, you receive a shareable identity card, become part of the Agent Community, and help signal real demand for an open naming layer for AI agents.<\/p>\n<\/p>\n<p>Pre-register your <strong>dream .agent domain today<\/strong>. By pre-registering a name, you also join our movement to help ensure that .agent becomes community-governed infrastructure.<\/p>\n<\/p>\n<p>Agent Community is applying for the .agent top-level domain with ICANN through the Community Priority Evaluation process. Our goal is to make .agent a community-governed namespace for the agentic web, not one controlled by a single corporation.<\/p>\n<\/p>\n<p>\ud83d\udcbb To be clear, our project still depends on ICANN approval, so .agent is not a domain for purchase or guaranteed allocation yet. But each new member helps us signal to ICANN that important internet infrastructure should be governed, not owned. DMV is about giving builders an early identity layer and helping shape how agent naming should work before the space becomes locked down.<\/p>\n<\/p>\n<p>\ud83d\udcca The community has already grown to <strong>28,000+<\/strong> members and <strong>7,000+<\/strong> organizations across 116 countries. Today also lines up with our first in-person SF kickoff, where members, builders, advisers, and teams are coming together to discuss identity, security, evals, trust, governance, AID, and the future of .agent.<\/p>\n<\/p>\n<p><strong>What do you think?<\/strong><\/p>\n<p>Does your agent need a name, or are you okay referring to it by an IP address? Would you trust an agent identified only by an IP address?<\/p>\n<\/p>\n<p><em>P.S. Big thanks to <\/em><a href=\"https:\/\/www.producthunt.com\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>@gabe<\/em><\/a><em> for hunting us \ud83d\ude42<\/em><\/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\/@gabe\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><em>@gabe<\/em><\/a>  <a href=\"https:\/\/www.producthunt.com\/@andrasczeizel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@andrasczeizel<\/a> <\/p>\n<p>Once you minted the card, you can share it on socials so others can learn about the project and enjoy your agent license \ud83d\ude09 <\/p>\n<p>after you verify your email you can visit <a href=\"https:\/\/agentcommunity.org\/members\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">agentcommunity.org\/members<\/a> and explore what else you can do as a new community member! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>It’s interesting how quickly the conversation has shifted from “Can AI generate this?” to “How do we verify where it came from?” That feels like an 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\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a> Exactly. The shift from \u201ccan AI make this?\u201d to \u201ccan we verify where it came from?\u201d is huge.<\/p>\n<p>That\u2019s why we think agent identity needs to be treated as infrastructure, not just branding.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>Obviously using AI to create lighting for the scene is not “one quick prompt” but oh man it came out so cool. <\/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>Named after the one institution guaranteed to make humans feel like machines \u2014 now processing machines instead. Full marks for symmetry. \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zsolt_nemeth2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zsolt_nemeth2<\/a> Haha, love this framing \ud83d\ude42<\/p>\n<p>Also really nice to see Hungarian founders here on Product Hunt. Just followed you. \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Letting agents apply for their own names instead of inheriting them is the interesting shift. From the tool side though: when an agent hits my MCP server, how does a .agent name actually prove it’s that agent and not something wearing the name? Curious where verification sits vs registration. Community-governed is the right call for infra like this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_petrakov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_petrakov<\/a> Exactly, and that distinction matters a lot.<\/p>\n<p>A .agent name alone should not be treated as proof. Registration gives the human-readable identity and discovery layer, but verification has to sit on top of it. Even agents need basic verification, including email verification, so there is a confirmed communication channel tied to the identity. For MCP\/tool access though, servers should be able to verify credentials or keys bound to that agent name, not just trust \u201cI am x.agent\u201d.<\/p>\n<p>That\u2019s the direction we think DMV should help enable: not just names, but verifiable agent identity.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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>free pre-registration is a useful stress test for governance. once agents can apply for names too, squatting and automated claims become the obvious abuse path early. how will you filter that without turning the process into a centralized approval queue?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/G27SRIUQM73F5W\" class=\"app-title\">Aurora Notch<\/a><\/p>\n<div class=\"one-liner\">A private notch workspace for every Mac<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">92<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Aurora Notch \u5c06Mac\u5c4f\u5e55\u7684\u5218\u6d77\u533a\u57df\u6216\u9876\u90e8\u8fb9\u7f18\u8f6c\u5316\u4e3a\u4e00\u4e2a\u9690\u79c1\u4f18\u5148\u7684\u5feb\u6377\u751f\u4ea7\u529b\u63a7\u5236\u53f0\uff0c\u8ba9\u7528\u6237\u5728\u65e0\u9700\u79bb\u5f00\u5f53\u524d\u5e94\u7528\u7684\u60c5\u51b5\u4e0b\uff0c\u5feb\u901f\u5b8c\u6210\u7b14\u8bb0\u3001\u526a\u8d34\u677f\u3001\u65e5\u5386\u3001\u4e13\u6ce8\u8ba1\u65f6\u3001\u5a92\u4f53\u63a7\u5236\u7b49\u65e5\u5e38\u5fae\u4efb\u52a1\uff0c\u89e3\u51b3\u9891\u7e41\u5207\u6362\u7a97\u53e3\u5bfc\u81f4\u7684\u6ce8\u610f\u529b\u788e\u7247\u5316\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93963d12-aed4-4922-9a5b-9fb573c484d5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c4aa415b-4070-48db-8c7f-07fc5640df76.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cece1e50-fc52-4fc9-a57d-defa3951f135.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/492ee242-3be1-419b-a018-c896a3647ffd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5889debe-c184-4cfa-8a7b-05dff17f325b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2a4f47ad-53d2-441b-b1cc-de5161e52ac2.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/74cd7fc8-c217-415a-b02b-9312f8b92884.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>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5218\u6d77\u5c4f\u751f\u4ea7\u529b<\/span><br \/>\n <span class=\"tag\">Mac\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u6570\u636e\u5904\u7406<\/span><br \/>\n <span class=\"tag\">\u5feb\u6377\u64cd\u4f5c\u9762\u677f<\/span><br \/>\n <span class=\"tag\">\u684c\u9762\u5c0f\u90e8\u4ef6<\/span><br \/>\n <span class=\"tag\">\u4e13\u6ce8\u8ba1\u65f6\u5668<\/span><br \/>\n <span class=\"tag\">\u5a92\u4f53\u63a7\u5236<\/span><br \/>\n <span class=\"tag\">\u679c\u7c89\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\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\u9ad8\u5ea6\u8ba4\u53ef\u9690\u79c1\u672c\u5730\u5316\u7684\u8bbe\u8ba1\uff0c\u5e76\u5173\u6ce8\u591a\u663e\u793a\u5668\u652f\u6301\u548c\u5c4f\u5e55\u5171\u4eab\u65f6\u7684\u6570\u636e\u66b4\u9732\u98ce\u9669\u3002\u5efa\u8bae\u589e\u52a0\u5f00\u53d1\u8005\u6269\u5c55\u7cfb\u7edf\u4ee5\u5f3a\u5316\u81ea\u5b9a\u4e49\u80fd\u529b\u3002\u5f00\u53d1\u8005\u56de\u5e94\u786e\u8ba4\u5f53\u524d\u65e0\u540c\u6b65\u529f\u80fd\uff0c\u6570\u636e\u5b8c\u5168\u5728\u672c\u5730\uff0c\u652f\u4ed8\u901a\u8fc7Lemon Squeeze\u548cStripe\u4fdd\u969c\u5b89\u5168\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 Aurora Notch\u5207\u5165\u4e86\u4e00\u4e2a\u201c\u5c0f\u800c\u51c6\u786e\u201d\u7684\u573a\u666f\u2014\u2014\u5218\u6d77\u5c4f\u7684\u5229\u7528\u3002\u4f46\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u628a\u56fe\u6807\u585e\u8fdb\u7a7a\u7f3a\uff0c\u800c\u5728\u4e8e\u7528\u201c\u5c40\u90e8\u6c89\u6d78\u201d\u5bf9\u6297\u201c\u5168\u5c40\u5207\u6362\u201d\u3002\u5f53\u7528\u6237\u5199\u4ee3\u7801\u3001\u770b\u89c6\u9891\u3001\u505a\u8bbe\u8ba1\u65f6\uff0c\u5f80\u5f80\u53ea\u662f\u60f3\u8981\u770b\u4e00\u773c\u65e5\u5386\u6216\u8bb0\u4e00\u4e2a\u5ff5\u5934\uff0c\u5374\u4e0d\u5f97\u4e0d\u8df3\u8f6c\u5230\u53e6\u4e00\u4e2a\u5168\u5c4f\u5e94\u7528\uff0c\u8fd9\u79cd\u4ee3\u4ef7\u867d\u5c0f\uff0c\u4f46\u65e5\u79ef\u6708\u7d2f\u7684\u78e8\u635f\u663e\u8457\u3002Aurora\u628a\u8fd9\u79cd\u64cd\u4f5c\u7684\u8ba4\u77e5\u6210\u672c\u538b\u7f29\u5230\u63a5\u8fd1\u96f6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u4eae\u70b9\u4e5f\u662f\u547d\u95e8\uff1a\u56fa\u5b9a\u7684\u5c0f\u5de5\u5177\u96c6\u3002\u8bc4\u8bba\u4e2d\u5df2\u6709\u7528\u6237\u660e\u786e\u63d0\u51fa\u201c\u80fd\u5426\u8ba9\u5f00\u53d1\u8005\u6269\u5c55\u201d\uff0c\u8fd9\u8bf4\u660e\u91cd\u5ea6\u7528\u6237\u5f88\u5feb\u4f1a\u649e\u5230\u529f\u80fd\u5929\u82b1\u677f\u3002\u76ee\u524d\u6240\u6709\u64cd\u4f5c\u754c\u9762\u90fd\u7531\u5f00\u53d1\u8005\u57286\u4e2a\u6708\u5185\u624b\u5de5\u6253\u78e8\uff0c\u4e00\u65e6\u7528\u6237\u60f3\u8981\u4e00\u4e2a\u81ea\u5b9a\u4e49\u7684\u56e2\u961f\u4efb\u52a1\u770b\u677f\u6216AI\u6458\u8981\u6309\u94ae\uff0c\u5c31\u53ea\u80fd\u7b49\u66f4\u65b0\u2014\u2014\u800c\u8fd9\u663e\u7136\u4e0d\u662f\u72ec\u7acb\u5f00\u53d1\u8005\u7684\u8282\u594f\u3002\u6ca1\u6709\u5f00\u653e\u751f\u6001\uff0c\u8fd9\u4e2a\u201c\u5218\u6d77\u63a7\u5236\u53f0\u201d\u7ec8\u7a76\u53ea\u662f\u88c5\u4fee\uff0c\u4e0d\u662f\u57fa\u5efa\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u503c\u5f97\u73a9\u5473\u7684\u662f\u5f00\u53d1\u8005\u5bf9AI\u7684\u6001\u5ea6\uff1a\u201cAI\u8ba9\u6211\u52a0\u901f\uff0c\u4f46\u6ca1\u6709\u66ff\u4ee3\u8bbe\u8ba1\u3001\u6d4b\u8bd5\u548c\u6253\u78e8\u3002\u201d\u8fd9\u79cd\u514b\u5236\u5728\u5f53\u524dAI\u4ea7\u54c1\u72c2\u70ed\u4e2d\u663e\u5f97\u53e6\u7c7b\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\uff0cAurora\u548c\u201c\u667a\u80fd\u201d\u8fd8\u6ca1\u4ea7\u751f\u672c\u8d28\u5173\u8054\u2014\u2014\u5b83\u73b0\u5728\u662f\u4e2a\u6f02\u4eae\u7684\u63a7\u5236\u9762\u677f\uff0c\u4f46\u79bb\u201c\u61c2\u4f60\u64cd\u4f5c\u7684\u6548\u7387\u52a9\u624b\u201d\u8fd8\u6709\u8ddd\u79bb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5982\u679c\u5b9a\u4f4d\u662f\u201c\u5de5\u5177\u6bdb\u5dfe\u201d\uff0c\u5b83\u5df2\u7ecf\u8db3\u591f\u597d\u7528\uff1b\u5982\u679c\u60f3\u6210\u4e3a\u201c\u7cfb\u7edf\u6bdb\u5b54\u201d\uff0c\u751f\u6001\u548c\u667a\u80fd\u5316\u7f3a\u4e00\u4e0d\u53ef\u3002\u957f\u671f\u6765\u770b\uff0c\u8fd9\u4e2a\u4ea7\u54c1\u5f88\u53ef\u80fd\u505c\u5728\u201c\u7528\u8fc7\u90fd\u8bf4\u597d\uff0c\u4f46\u53ea\u6709\u5c11\u6570\u4eba\u575a\u6301\u7528\u201d\u7684\u72b6\u6001\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\">Aurora Notch<\/span>\n <\/div>\n<div class=\"comment-content\">Aurora turns your Mac notch or top edge into a private productivity dock for quick actions: notes, clipboard, calendar, focus timers, media controls, widgets, and writing tools. Works on Apple Silicon and Intel Macs, including non-notch Macs via the top edge. Start with 72 hours of Pro, no account and no card. Private by design: your data stays on your Mac.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A private Mac workspace in the notch is a good fit for quick capture, but the trust detail matters: what stays local, what syncs, and what can be safely surfaced while sharing a screen or working in public.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@krekeltronics\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krekeltronics<\/a> That’s a great point. Privacy was one of my main priorities when building Aurora. All of your data stays local on your Mac, I don’t collect or store your workspace data on my servers. That means you stay in control of your information, whether you’re working in public or sharing your screen.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@krekeltronics\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krekeltronics<\/a> That’s a great point. Privacy was one of my main priorities when building Aurora. All of your data stays local on your Mac, I don’t collect or store your workspace data on my servers. That means you stay in control of your information, whether you’re working in public or sharing your screen.<br \/>As a payment method for the app I’m using Lemon Squeeze in partnership with Stripe, so your payment details while purchasing the app are also secure.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I built Aurora because small Mac tasks kept pulling me out of the app I was actually using. The goal is a calm native control surface around the notch and top edge: quick media controls, calendar checks, notes, focus timing, widgets, and writing actions without opening another full window. This launch is the first public website and direct download flow for Aurora.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a great example of finding an underused piece of screen real estate and making it genuinely useful. Built this solo, or with a small team? Curious how you decided what belongs in the notch vs. what would just clutter it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The privacy-first angle is genuinely the right call for a notch utility. Clipboard and notes in something that phones home would be a real concern – most Mac productivity tools quietly sync everything. Love that non-notch Macs get the top-edge treatment too, that’s usually an afterthought. Question: how does it handle multiple external monitors? Does the dock appear on each screen, just the primary, or is it 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\">What I find interesting with products in the AI space lately is that getting people to try a tool feels very different from getting them to keep coming back consistently.<\/p>\n<p>Feels like long-term adoption is becoming a real challenge in this space.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@infinitydigits\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@infinitydigits<\/a> Totally agree. <br \/>Getting people to try an AI product is one thing, but making it useful enough that they naturally come back every day is much harder.<\/p>\n<p>That is something I have been thinking about a lot while building Aurora Notch. I spent around 6 months developing the product, and AI only helped me move faster, but it did not replace the work of designing, testing, refining, and trying to make the product really useful.<\/p>\n<p>For me, the goal is not just to add AI features or use AI like a tool, but to make Aurora feel like a small daily productivity layer that fits naturally into the Mac workflow.<\/p>\n<p>Hope Aurora meets your daily needs!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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! \ud83d\ude80<\/p>\n<p>I like the idea of using the notch as a productivity layer instead of leaving it as unused screen space.<\/p>\n<p>I’m curious: can developers extend Aurora with custom widgets or actions, or is the current set of tools fixed? An extension system could make it even more powerful for different workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@prashant_patil14\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@prashant_patil14<\/a> For now, Aurora comes with a fixed set of widgets, so there’s no extension system or custom widget support yet. Adding the existing widgets is really simple\u2014you just expand the notch and click the widget you want to add.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/58fecf99-a6ad-4566-b168-7f4bf97a0f1b.png?auto=compress,format&codec=mozjpeg&cs=strip\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NJU5VENHWOPYJL\" class=\"app-title\">Cewsco<\/a><\/p>\n<div class=\"one-liner\">All-in-one AI assistant \u2014 chat, images, voice & market data<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">89<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong><\/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\/bdca69ab-ab80-4002-bb3f-cf3536323302.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\/ece8a6b0-66b7-46ad-8b71-b8d6f2af54dd.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1141f56e-afee-40ac-988c-501ec0062b4a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cf7ed4ce-7c1b-499d-9b7d-1d89ef1d10fe.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\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><\/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\">Cewsco<\/span>\n <\/div>\n<div class=\"comment-content\">Cewsco is a premium AI assistant. Chat in real time, generate images, have voice conversations, get live stock and crypto market intelligence, manage your calendar, and more \u2014 all in one app. Works on any device, no app store needed.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b I built Cewsco because I wanted one app that could handle everything AI \u2014 not five different tools.<\/p>\n<p>Under the hood it’s running one of the most powerful AI models available today, so the responses are fast, accurate, and genuinely useful \u2014 not just generic answers.<\/p>\n<p>Here’s what it can do:<\/p>\n<p>\ud83d\udcac Chat \u2014 ask anything, get real answers. Coding help, debugging, writing essays, emails, cover letters, business plans, scripts, song lyrics, legal drafts, math, research \u2014 it handles all of it<br \/>\n\ud83d\uddbc\ufe0f Image generation \u2014 describe it, it builds it<br \/>\n\ud83c\udf99\ufe0f Voice \u2014 talk to it hands-free with live transcripts<br \/>\n\ud83d\udcc8 Market intelligence \u2014 live stock and crypto data with AI analysis<br \/>\n\ud83d\udcc5 AI Calendar \u2014 schedule and manage your day with AI<br \/>\n\ud83d\udca1 40+ prompt templates \u2014 for writing, coding, brainstorming, and more<br \/>\n\ud83d\udecd\ufe0f Shop with AI \u2014 ask about any product, get store links instantly<br \/>\nIt installs to your home screen like a native app \u2014 no app store needed. Works on any device.<\/p>\n<p>Free plan available, paid plans start at $8. Would love your feedback \u2014 what feature would you use most?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kal_winthrop\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kal_winthrop<\/a> Cewsco doesn’t seem to have socials<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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 ‘do everything’ positioning is the riskiest strategy in the AI assistant market right now. Chat, images, voice, stock data, calendar – that’s the same checklist as a dozen wrapper products. The maker says ‘one of the most powerful AI models available today’ – which one specifically? That matters a lot for quality expectations. What would make someone switch from their current Claude\/ChatGPT\/Perplexity setup? The actual differentiation isn’t clear from the launch page.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@galdayan\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@galdayan<\/a> I agree with you and I\u2019m curious about this question too!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch. Bundling chat, voice, and live stock\/crypto data under one hood is a massive scope. I’m curious about how you handle the data pipeline for real-time market intelligence. Are you streaming live WebSockets directly to the client and using the LLM purely for post-processing\/analysis, or is the model itself executing live pull queries against a market data API on every user 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<div class=\"comment-item\">\n<div class=\"comment-content\">Interesting direction.<\/p>\n<p>The AI space is getting crowded fast, and products trying to handle multiple needs in one place probably face an entirely different challenge when it comes to standing out clearly.<\/p>\n<p>Feels like positioning in this space matters just as much as the product itself.<\/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>I like this. No need AI hunting for task at hand. Congratulations on your launch and best of wishes. One question though, how does the user get to know about credit or usage limits and what happens when a task is not completed when the user runs out of credits. One of my frustrations with these models is that, even when the AI makes a mistake the user stills pays for usage credits, did you address this problem?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5OODZF4XK346Y3\" class=\"app-title\">VoiceX<\/a><\/p>\n<div class=\"one-liner\">Write Twice as Much. In Half the Time<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">53<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>VoiceX\u662f\u4e00\u6b3eAI\u8bed\u97f3\u8f6c\u5199\u5de5\u5177\uff0c\u8ba9\u7528\u6237\u901a\u8fc7\u81ea\u7136\u8bf4\u8bdd\u5373\u53ef\u5728\u6570\u79d2\u5185\u751f\u6210\u65e0\u9700\u4e8c\u6b21\u6da6\u8272\u7684\u5e72\u51c0\u6587\u7a3f\uff0c\u89e3\u51b3\u6253\u5b57\u8ddf\u4e0d\u4e0a\u601d\u7ef4\u901f\u5ea6\u53ca\u8bed\u97f3\u8f6c\u5199\u540e\u4ecd\u9700\u5927\u91cf\u7f16\u8f91\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\/1efaf2ba-145a-4f66-b6ba-b97ff1eb57c7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4621348a-6841-44ef-a51b-68264bf9ab66.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fdd68876-5e81-4d5c-8f0f-f00e4d38175e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bb872ff5-09eb-4484-a63c-528434990891.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5cce2d42-69fa-42f3-b20a-8582a3f0ccef.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\/775da615-904f-4470-9072-1ff681152ea5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/wu78iqp8zYQ\"><source src=\"https:\/\/youtu.be\/wu78iqp8zYQ\" 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\">SaaS<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u5199<\/span><br \/>\n <span class=\"tag\">AI\u5199\u4f5c<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u683c\u5f0f\u5316<\/span><br \/>\n <span class=\"tag\">\u573a\u666f\u5316\u9002\u914d<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u8f6f\u4ef6<\/span><br \/>\n <span class=\"tag\">Mac\/\u79fb\u52a8\u7aef<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u8f6c\u6587\u5b57<\/span><br \/>\n <span class=\"tag\">\u566a\u58f0\u8fc7\u6ee4<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u51cf\u5c11\u6da6\u8272\u6b65\u9aa4\u7684\u5b9e\u7528\u6027\uff0c\u6b63\u9762\u53cd\u9988\u96c6\u4e2d\u5728\u683c\u5f0f\u667a\u80fd\u3001\u8f93\u51fa\u63a5\u8fd1\u771f\u4eba\u3002\u4e3b\u8981\u95ee\u9898\u4e0e\u5efa\u8bae\uff1a\u9700\u786e\u8ba4\u662f\u5426\u5185\u7f6e\u8bed\u6cd5\u7ea0\u6b63\uff1b\u6709\u7528\u6237\u5bf9\u6bd4Wispr Flow\uff0c\u6307\u51faVoiceX\u7684\u4f18\u52bf\u5728\u4e8e\u6309\u5e94\u7528\u573a\u666f\uff08\u5982\u7b14\u8bb0\u3001LinkedIn\uff09\u81ea\u52a8\u8c03\u6574\u98ce\u683c\uff1b\u53e6\u8981\u6c42Windows\u7248\u5c3d\u5feb\u63a8\u51fa\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 VoiceX\u5728\u201c\u8bed\u97f3\u8f6c\u6587\u5b57\u201d\u7684\u62e5\u6324\u8d5b\u9053\u91cc\uff0c\u8d4c\u5bf9\u4e86\u4e00\u4e2a\u5173\u952e\u5206\u6b67\uff1a\u7528\u6237\u771f\u6b63\u9700\u8981\u7684\u4e0d\u662f\u201c\u8f6c\u5f97\u51c6\u201d\uff0c\u800c\u662f\u201c\u8f6c\u5b8c\u4e0d\u7528\u6539\u201d\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u4e0d\u5728\u8bed\u97f3\u8bc6\u522b\u7cbe\u5ea6\u2014\u2014\u8fd9\u70b9Whisper\u7b49\u5f00\u6e90\u6a21\u578b\u5df2\u505a\u5f97\u4e0d\u9519\u2014\u2014\u800c\u5728\u4e8e\u5bf9\u975e\u7ed3\u6784\u5316\u8bed\u97f3\u7684\u8bed\u4e49\u6e05\u7406\u4e0e\u98ce\u683c\u5316\u9002\u914d\u3002\u521b\u59cb\u4eba\u76f4\u63a5\u9760\u8bed\u97f3\u751f\u6210Product Hunt\u7b80\u4ecb\u7684\u884c\u4e3a\uff0c\u672c\u8eab\u5c31\u662f\u6781\u5177\u8bf4\u670d\u529b\u7684\u4ea7\u54c1\u6f14\u793a\uff0c\u6bd4\u4efb\u4f55\u5ba3\u4f20\u90fd\u6709\u6548\u3002\u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\uff1a\u8bc4\u8bba\u4e2d\u7528\u6237\u5bf9\u201c\u6280\u672f\u8bcd\u6c47\u5904\u7406\u201d\u201c\u8fc7\u5ea6\u629b\u5149\u635f\u5931\u4e2a\u6027\u201d\u7684\u62c5\u5fe7\uff0c\u6070\u6070\u662f\u5f53\u524d\u4ea7\u54c1\u6700\u53ef\u80fd\u5931\u5b88\u7684\u9635\u5730\u3002\u5f53\u5b83\u626c\u8a00\u201c\u6e05\u7406\u6389\u6240\u6709\u53e3\u5934\u5197\u4f59\u201d\u65f6\uff0c\u5982\u4f55\u5728\u4fdd\u6301\u5e72\u51c0\u4e0e\u4fdd\u7559\u8bed\u6c14\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u51b3\u5b9a\u5b83\u662f\u5426\u4ece\u201c\u597d\u7528\u7684\u5de5\u5177\u201d\u6ed1\u5411\u201c\u53e6\u4e00\u6b3e\u2018\u5ff5\u7a3f\u7248\u2019AI\u6da6\u8272\u5668\u201d\u3002\u6b64\u5916\uff0c\u5e95\u5c42\u53ef\u80fd\u662f\u57fa\u4e8e\u901a\u7528\u5927\u6a21\u578b\u505aPrompt\u540e\u5904\u7406\u2014\u2014\u8fd9\u610f\u5473\u7740\u5176\u5dee\u5f02\u5316\u4f18\u52bf\u5c06\u968f\u65f6\u95f4\u88ab\u7ade\u54c1\u62b9\u5e73\u3002\u77ed\u671f\u9760\u201c\u573a\u666f\u5316\u683c\u5f0f\u9884\u8bbe\u201d\u5207\u5206\u5e02\u573a\u6709\u6548\uff0c\u957f\u671f\u62a4\u57ce\u6cb3\u5f97\u770b\u662f\u5426\u80fd\u79ef\u7d2f\u8db3\u591f\u591a\u7684\u7528\u6237\u4fee\u6b63\u6570\u636e\uff0c\u8bad\u7ec3\u51fa\u9488\u5bf9\u5199\u4f5c\u573a\u666f\u7684\u7a84\u57df\u6a21\u578b\u3002\u522b\u5fd8\u4e86\uff0cWispr Flow\u7684\u7528\u6237\u7c98\u6027\u4e5f\u5f88\u9ad8\u3002VoiceX\u8981\u8bc1\u660e\u7684\u4e0d\u662f\u7b2c\u4e00\u6b21\u8bd5\u7528\u7684\u60ca\u8273\uff0c\u800c\u662f\u201c\u7528\u4e86\u4e00\u4e2a\u6708\u540e\uff0c\u4f60\u8fd8\u662f\u613f\u610f\u7559\u5b83\u201d\u3002\u76ee\u524d\u7684\u8bc4\u8bba\u91cc\uff0c\u201c\u6211\u5b8c\u6210\u4efb\u52a1\u4e86\u201d\u7684\u60c5\u611f\u53cd\u9988\u662f\u6700\u6709\u4ef7\u503c\u7684\u4fe1\u53f7\u2014\u2014\u8fd9\u8bf4\u660e\u5b83\u6293\u4f4f\u4e86\u77e5\u8bc6\u5de5\u4f5c\u8005\u5199\u4f5c\u65f6\u7684\u5fc3\u7406\u632b\u8d25\u611f\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6d41\u7a0b\u63d0\u901f\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\">VoiceX<\/span>\n <\/div>\n<div class=\"comment-content\">You spend hours a day writing emails, posts, docs, notes and most of it is slow because your fingers can’t keep up with your head. VoiceX gives that time back. Talk naturally and get clean, finished writing in seconds: no cleanup, no reformatting, no second pass. Same output, a fraction of the time. Do the writing in minutes, and spend the hour you saved on something that matters.<\/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 \ud83c\udf89<\/p>\n<p>I’m Vishvam, the founder of <a href=\"https:\/\/heyvoicex.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">VoiceX<\/a>.<\/p>\n<p>Before you read another word I’m dictating this comment out loud right now. Filler words, half-sentences, the works. What you’re reading is what VoiceX handed back. I didn’t touch it. That’s the whole product in one paragraph.<\/p>\n<p><strong>Where this actually started<\/strong><\/p>\n<p>Every human being is born able to speak. Almost none of us are born able to write. Speaking is wired in we’ve done it for a hundred thousand years, and a child does it without being taught. Writing is a tool we bolt on later, and most people never get fully comfortable with it. That gap never closes. You will always think faster than you write, and you will always say what you mean more honestly out loud than you do on a page.<\/p>\n<p>So when you talk, the feeling comes through the emphasis, the conviction, the actual shape of the thought. The moment you sit down to type, most of that drains out. Writing flattens you. You spend the energy fighting structure and word choice instead of saying the thing.<\/p>\n<p>That’s the problem I cared about. Not transcription that’s been solved for years. The hard part, the part nobody had cracked, is taking everything that makes spoken language <em>human<\/em> and carrying it into writing without losing it. That is genuinely hard to build. It’s the whole reason VoiceX exists.<\/p>\n<\/p>\n<p><strong>What people actually say now<\/strong><\/p>\n<p>The line I heard over and over while testing was simple:<\/p>\n<p><em>“I finally finish things now.”<\/em><\/p>\n<p>That’s the feeling I was chasing. Not “wow, accurate.” It’s the Creator who turns a 5-minute ramble into a real post. The founder who clears the email they’d been avoiding for three days in one breath. The person with RSI who writes a full document without their hands hurting. People don’t tell me VoiceX is impressive. They tell me they’re <em>shipping<\/em> again. That’s the only metric I care about.<\/p>\n<\/p>\n<p><strong>Why we really built this<\/strong><\/p>\n<p>VoiceX isn’t really a dictation tool. It’s a new layer between you and your computer \u2014 one that speaks human instead of making you speak machine. And it lives right where you work: VoiceX has a native app on every platform we support, so it’s there inside whatever you’re already typing into, not stuck in a separate window you copy out of.<\/p>\n<p>The average knowledge worker spends as much as five hours a day writing. We want to give you one of those hours back, every day \u2014 not by making you write <em>faster<\/em>, but by letting you talk and handing you back writing that’s better than what you’d have typed, and that still sounds like you.<\/p>\n<p>Save the hour. Keep the feeling. Sound more like yourself. That’s the whole bet.<\/p>\n<\/p>\n<p><strong>\ud83c\udf81 For the Product Hunt community<\/strong><\/p>\n<p>You showed up today, so here’s something just for you: use code <strong>PH50<\/strong> for <strong>50% off any plan monthly or yearly.<\/strong> No catch, no expiry games. It’s my thank-you for being here on day one.<\/p>\n<p>This is early, and honestly your feedback is how it gets good. Try it, break it, tell me what’s missing I’m reading and replying to every single comment today. \ud83d\ude4c<\/p>\n<p>\ud83d\udc49 <a href=\"http:\/\/heyvoicex.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">heyvoicex.com<\/a><\/p>\n<p>Written with VoiceX.<br \/>– Vishvam<\/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\/@vishvammangroliya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishvammangroliya<\/a> Congratulations for your launch, the best part I like is how it transforms my own voice in to meaningful outcome!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vishvammangroliya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishvammangroliya<\/a> All the best! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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\/@vishvammangroliya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishvammangroliya<\/a> Vishvam, as you build this from the sidelines and this launch has been a long time coming.<\/p>\n<\/p>\n<p>The problem you’ve named is real, writing doesn’t just slow people down, it changes what they say. Most founders never articulate that distinction clearly enough to build around it.<\/p>\n<\/p>\n<p>“I finally finish things now” that’s the line. That’s when you know you’ve built something that actually changes behaviour, not just impresses people in a demo.<\/p>\n<\/p>\n<p>Congratulations \ud83d\udd25<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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’ve tried a couple of voice dictation apps. They’re pretty decent but sometimes they polish it too much and I have to rewrite or say it again. Would love to see how VoiceX handles that.<\/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\/@bhavyapatel\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavyapatel<\/a> Would love to know. A brutal and honest feedback from the community.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love this. The biggest bottleneck is often getting thoughts out fast enough. If VoiceX really removes the cleanup step, that’s a huge productivity win. Congrats 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>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>Thank you.<a href=\"https:\/\/www.producthunt.com\/@daniel_smidstrup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daniel_smidstrup<\/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>Congrats on the launch, Vish. I\u2019ve just signed into VoiceX again and I\u2019m dictating this now. I\u2019m looking forward to seeing how VoiceX evolves. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you, <a href=\"https:\/\/www.producthunt.com\/@jon_elliott\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"jon_elliott\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jon_elliott<\/a>, for being such a good community person to help us.  <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>i have used the tool, but i am not sure if there’s grammatical correction built within it or not. i make tons of such mistakes and i would want it to be corrected. does voicex help with this?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Yes. <a href=\"https:\/\/www.producthunt.com\/@akash_radadiya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@akash_radadiya<\/a> This is the reason why we built this. We wanted to create something that can help everyone regularly. We wanted to build something productive, and from where we are right now, I think we are the best tool on the market.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Vijesh told me about your product and I truly wanted to use it but it was not available for Windows so hope you will soon release it for poor Windows guys. Best of luck for your product. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Yeah, No worries Mohit. We are soon launching for Windows as well. <a href=\"https:\/\/www.producthunt.com\/@themohitbindal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@themohitbindal<\/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>Congrats <a href=\"https:\/\/www.producthunt.com\/@vishvammangroliya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vishvammangroliya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishvammangroliya<\/a> on the release of <a href=\"https:\/\/www.producthunt.com\/products\/voicex\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"voicex\" target=\"_blank\" rel=\"noopener\">@VoiceX<\/a>. Are planning to launch windows app 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhavik_chavda\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhavik_chavda<\/a> We will be launching a Windows app soon. I think we will launch it within two months. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey <a href=\"https:\/\/www.producthunt.com\/@vishvammangroliya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vishvammangroliya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishvammangroliya<\/a> congrats on the launch.<\/p>\n<\/p>\n<p>I have been using Wispr Flow for the last few months, so I wanted to understand how VoiceX is different from Wispr Flow. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>If we look at our top competitors, I feel we are faster and more accurate than them. Beyond that, when it comes to using different apps, Wispr flow is very generic, whereas VoiceX is deeply integrated into each app.<\/p>\n<p>– For notes, we write in bullet points. <\/p>\n<p>– For WhatsApp or Instagram, we write more casually. <\/p>\n<p>– For LinkedIn, we write very professionally.<\/p>\n<p>These default features make us different and unique.<a href=\"https:\/\/www.producthunt.com\/@utsavpm\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@utsavpm<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As voice AI gets better, do you think users care more about speed, accuracy, or having a voice that feels genuinely natural?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>But what we want to do is not sound like AI. <\/p>\n<p>When it comes to accuracy and speed, we are much better and faster than our competitors. We are focused on accuracy and speed because they are the core features of voice dictation. <\/p>\n<p>Voice dictation is all about saving daily time. If you write five hours a day, voice dictation can easily save one hour a day, or about 30 hours a month. <\/p>\n<p>We believe AI should sound like a human with speed and accuracy. That is our goal.<a href=\"https:\/\/www.producthunt.com\/@harini_mukesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harini_mukesh<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vishvammangroliya\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"vishvammangroliya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vishvammangroliya<\/a> Amazing product! All the best for the launch today \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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Thank you <a href=\"https:\/\/www.producthunt.com\/@neelptl2602\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neelptl2602<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Tried it on my Mac today, and I was genuinely impressed. The experience is smooth with the transcription being accurate, and it definitely speeds up writing compared to typing manually.<\/p>\n<p>Looking forward to seeing how well it performs on Android and Windows. If the experience is just as polished across platforms, this could easily become part of my daily workflow. Curious to see what’s next. \ud83d\udc4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@renish\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@renish<\/a> We also launch on Android and iOS. You can download from the link below.<\/p>\n<p><a href=\"https:\/\/play.google.com\/store\/apps\/details?id=com.voicex.android\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/play.google.com\/store\/apps\/details?id=com.voicex.android<\/a><\/p>\n<p><a href=\"https:\/\/apps.apple.com\/us\/app\/voicex-ai-voice-dictation\/id6755330963\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/apps.apple.com\/us\/app\/voicex-ai-voice-dictation\/id6755330963<\/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>Congratulations to Vishvam and Team. <strong>I’ve been using VoiceX for past 7-8 month since it was in beta. <\/strong><\/p>\n<p><strong>The quality of output is much better then every other apps. <br \/><\/strong><br \/>Wishing you all the very best on today’s launch folks! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you <a href=\"https:\/\/www.producthunt.com\/@shreya_gr\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"shreya_gr\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shreya_gr<\/a> for being such a warm person who helps us make this product better.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using Voicex for the past month, and I’m surprised by how well it formats text. Many times, its output is better than that of similar apps. I recommend that you give it a try. Once you do, you’ll notice the difference.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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>Thank you <a href=\"https:\/\/www.producthunt.com\/@rajpurohit_vijesh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rajpurohit_vijesh<\/a>  Thank you for being one of our first beta users, using VoiceX from day one, and giving us a million feedbacks. Your honest and kind words mean a lot to us. People like you are the reason why we build VoiceX.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The “no cleanup, no reformatting” claim is where all voice tools live or die. I’ve tried a few Whisper-based setups and the editing overhead usually eats 30-40% of the time you saved dictating, so the net gain is smaller than it looks. How does VoiceX handle technical vocabulary – startup names, API terms, industry jargon? That’s usually where clean output breaks down. 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>how do you keep it sounding like the actual person instead of over-polishing it? that’s the part i always see these tools get wrong. congrats on the launch man \ud83d\ude4c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/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\/4HJAKVFX2QUL32\" class=\"app-title\">PageGains<\/a><\/p>\n<div class=\"one-liner\">AI-powered landing page conversion audits<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">44<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PageGains \u662f\u4e00\u6b3eAI\u9a71\u52a8\u7684\u843d\u5730\u9875\u8f6c\u5316\u5ba1\u8ba1\u5de5\u5177\uff0c\u5e2e\u52a9SaaS\u521b\u59cb\u4eba\u548c\u72ec\u7acb\u5f00\u53d1\u8005\u65e0\u9700\u731c\u6d4b\uff0c\u5feb\u901f\u8bc6\u522b\u7f51\u7ad9\u6d88\u606f\u3001\u5b9a\u4f4d\u3001CTA\u7b49\u73af\u8282\u7684\u8584\u5f31\u70b9\u5e76\u83b7\u5f97\u53ef\u6267\u884c\u4f18\u5316\u5efa\u8bae\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\/87a34d98-466b-4c30-981e-1bc7b5cbcd01.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4ec2ac02-f166-4821-adeb-098126fd9637.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7165ae6c-4785-466b-ba60-3c78462b57d0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/93ac8b7a-1fb8-4a0f-9a5f-451bec0352f0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/45bc7e24-bbb9-420c-8dd3-f0aa577613d7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1b9de8c5-7b1f-454d-9e32-51d648ba99eb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f9c3d91d-8888-45c6-8961-0010597573e0.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\/a1ae6301-260b-4098-8ee0-b1143b881e82.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/I_JKIJL__bQ\"><source src=\"https:\/\/youtu.be\/I_JKIJL__bQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">User Experience<\/span><br \/>\n <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u843d\u5730\u9875\u5ba1\u8ba1<\/span><br \/>\n <span class=\"tag\">\u8f6c\u5316\u7387\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">SaaS\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u72ec\u7acb\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">A\/B\u6d4b\u8bd5\u5efa\u8bae<\/span><br \/>\n <span class=\"tag\">\u7528\u6237\u65c5\u7a0b\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u4fe1\u606f\u4f20\u8fbe\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4fe1\u4efb\u4fe1\u53f7\u68c0\u6d4b<\/span><br \/>\n <span class=\"tag\">\u6587\u6848\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u730e\u624b<\/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\u53cd\u9988\u5de5\u5177\u5207\u5b9e\u89e3\u51b3\u4e86\u75db\u70b9\uff0c\u62a5\u544a\u53cd\u9988\u7cbe\u51c6\u3001UI\u6d41\u7545\u3002\u6709\u7528\u6237\u62c5\u5fe7AI\u5ba1\u8ba1\u53ef\u80fd\u8fc7\u4e8e\u6cdb\u5316\u3001\u7f3a\u4e4f\u57fa\u4e8e\u6d41\u91cf\u6570\u636e\u7684\u4e2a\u6027\u5316\u5206\u6790\uff0c\u5e76\u8be2\u95ee\u662f\u5426\u652f\u6301\u5206\u6790\u975e\u82f1\u6587\u9875\u9762\u3002\u5f00\u53d1\u8005\u56de\u5e94\u53ef\u5206\u6790\u5176\u4ed6\u8bed\u8a00\u4f46\u82f1\u6587\u6548\u679c\u6700\u4f73\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 PageGains\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u9891\u7684\u75db\u70b9\uff1a\u521b\u59cb\u4eba\u201c\u4e0d\u8bc6\u5e90\u5c71\u771f\u9762\u76ee\uff0c\u53ea\u7f18\u8eab\u5728\u6b64\u5c71\u4e2d\u201d\u3002\u5c24\u5176\u5728SaaS\u65e9\u671f\uff0c\u5927\u91cf\u4ea7\u54c1\u6b7b\u5728\u4e86\u201c\u8bed\u8a00\u8868\u8fbe\u201d\u800c\u975e\u201c\u529f\u80fd\u7f3a\u9677\u201d\u4e0a\u3002\u4ece\u4ea7\u54c1\u5b9a\u4f4d\u770b\uff0c\u5b83\u5356\u7684\u4e0d\u662f\u70ab\u6280\u7684AI\uff0c\u800c\u662f\u201c\u88ab\u5ba2\u89c2\u5ba1\u89c6\u7684\u89d2\u5ea6\u201d\u2014\u2014\u8fd9\u6070\u597d\u662f\u56e2\u961f\u5185\u90e8\u96be\u4ee5\u63d0\u4f9b\u7684\u5916\u90e8\u89c6\u89d2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u5176\u6838\u5fc3\u4ef7\u503c\u80fd\u5426\u6301\u7eed\uff0c\u53d6\u51b3\u4e8e\u662f\u5426\u89e3\u51b3\u4e86\u8bc4\u8bba\u4e2d\u7684\u5173\u952e\u8d28\u7591\uff1aAI\u5ba1\u8ba1\u662f\u5426\u53ea\u662f\u201c\u6b63\u786e\u7684\u5e9f\u8bdd\u201d\u6a21\u677f\uff1f\u76ee\u524d\u6765\u770b\uff0c\u4ea7\u54c1\u8f93\u51fa\u53ef\u80fd\u4ecd\u504f\u5411\u901a\u7528\u6846\u67b6\u3002\u771f\u6b63\u6709\u6df1\u5ea6\u7684\u8f6c\u5316\u5ba1\u8ba1\u9700\u8981\u7ed3\u5408\u7528\u6237\u884c\u4e3a\u6570\u636e\uff08\u5982\u70ed\u529b\u56fe\u3001\u4f1a\u8bdd\u8bb0\u5f55\u3001\u6d41\u91cf\u6765\u6e90\uff09\u624d\u80fd\u56de\u7b54\u201c\u4e3a\u4ec0\u4e48\u4f60\u7684\u7279\u5b9a\u8bbf\u5ba2\u4e0d\u8f6c\u5316\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u201c\u4f60\u7684\u6807\u9898\u4e0d\u591f\u6e05\u6670\u201d\u3002\u53ea\u5206\u6790HTML\u7684AI\uff0c\u5728\u4e13\u4e1a\u8425\u9500\u4eba\u773c\u4e2d\u4e0e\u4e00\u5957Checklist\u5e76\u65e0\u672c\u8d28\u533a\u522b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4e00\u4e2a\u52a1\u5b9e\u7684\u65b9\u5411\u662f\uff1a\u5728\u9759\u6001\u5206\u6790\u7684\u57fa\u5e95\u4e0a\uff0c\u5c3d\u5feb\u63a5\u5165Google Analytics\u3001Hotjar\u7b49\u6570\u636e\u6d41\uff0c\u8ba9\u5efa\u8bae\u4ece\u201c\u901a\u7528\u6307\u5357\u201d\u5347\u7ea7\u4e3a\u201c\u6570\u636e\u9a71\u52a8\u6d1e\u5bdf\u201d\u3002\u53e6\u4e00\u4e2a\u6f5c\u5728\u4ef7\u503c\u662f\u957f\u671f\u79ef\u7d2f\u7684\u8de8\u884c\u4e1a\u201c\u8f6c\u5316\u6a21\u5f0f\u5e93\u201d\u2014\u2014\u5982\u679cPageGains\u80fd\u57fa\u4e8e\u4e0d\u540c\u8d5b\u9053\uff08\u5982SaaS vs. \u7535\u5546\uff09\u8bc6\u522b\u51fa\u4e0d\u540c\u7684\u9ad8\u9891\u5931\u8bef\u6a21\u5f0f\uff0c\u5b83\u5c06\u4ece\u201c\u521d\u7ea7\u8bca\u65ad\u201d\u8fdb\u5316\u4e3a\u201c\u884c\u4e1a\u5bfc\u5e08\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5bf9\u521b\u59cb\u4eba\u800c\u8a00\uff0c\u8fd9\u662f\u4e2a\u4e0d\u9519\u7684\u201c\u6b62\u635f\u5de5\u5177\u201d\u800c\u975e\u201c\u589e\u957f\u5f15\u64ce\u201d\uff0c\u9002\u540890\u5206\u7684\u4ea7\u54c1\u7528\u6765\u5835\u4f4f\u6f0f\u6d1e\uff0c\u800c\u65e0\u6cd5\u628a60\u5206\u7684\u9875\u9762\u62c9\u523080\u5206\u3002\u4ef7\u683c\u4eb2\u6c11\u662f\u6838\u5fc3\u4f18\u52bf\uff0c\u4f46\u5982\u4e0d\u5feb\u901f\u5dee\u5f02\u5316\uff0c\u5f88\u5bb9\u6613\u88ab\u7c7b\u4f3cAI\u4ea7\u54c1\u6df9\u6ca1\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\">PageGains<\/span>\n <\/div>\n<div class=\"comment-content\">PageGains helps SaaS founders improve landing page conversions without guessing. Enter your URL and get an AI-powered audit of your messaging, positioning, clarity, CTA, trust signals, and conversion blockers \u2014 with practical recommendations you can act on right away.<\/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\u2019m Jon, the solo maker behind PageGains. Today I\u2019m excited to launch PageGains \u2014 an AI-powered landing page analysis tool that helps founders find the weak spots on their website and improve conversions faster.<\/p>\n<\/p>\n<p>\u2753<strong> Why create this?<\/strong><\/p>\n<\/p>\n<p>I originally built PageGains for myself. I run my own online business, and at some point I knew my website could convert better\u2026 but I didn\u2019t really know where to start.<\/p>\n<\/p>\n<p>Was the problem the headline? The offer? The layout? The copy? The call-to-action? The trust signals?<\/p>\n<\/p>\n<p>I had a lot of guesses, but no clear direction. And like many founders, I was too close to my own product to see the page like a new visitor would.<\/p>\n<\/p>\n<p>So I started building a tool that could look at a landing page from the outside and give me a structured, honest, useful analysis. Practical feedback on what could be improved, why it matters, and what to do next.<\/p>\n<\/p>\n<p>And the more I worked on it, the more obvious it became: this wasn\u2019t just useful for me. A lot of founders have the exact same problem. They\u2019ve built something good, but their landing page doesn\u2019t explain the value clearly enough. They know they need to improve conversions, but they don\u2019t know what to fix first.<\/p>\n<\/p>\n<p>That\u2019s why I turned it into PageGains.<\/p>\n<\/p>\n<p><strong>\ud83d\udca1 The idea<\/strong><\/p>\n<\/p>\n<p>PageGains analyzes your landing page and shows you what may be hurting your conversions.<\/p>\n<\/p>\n<p>It looks at your messaging, positioning, clarity, structure, call-to-action, trust signals, offer, above-the-fold section, and overall user journey.<\/p>\n<\/p>\n<p>The goal is simple: help you understand why visitors may not be converting, and give you practical recommendations to make your page stronger.<\/p>\n<\/p>\n<p><strong>\u2728 What PageGains helps you improve<\/strong><\/p>\n<\/p>\n<p>\ud83e\udde0 Clarify your positioning so visitors instantly understand what you do<\/p>\n<p>\ud83d\udcdd Improve your copy so your value proposition feels sharper and more convincing<\/p>\n<p>\ud83c\udfaf Strengthen your hero section so the first impression actually sells<\/p>\n<p>\ud83d\ude80 Find conversion blockers that may be causing visitors to leave<\/p>\n<p>\ud83d\udd0d Review your landing page structure and user journey<\/p>\n<p>\ud83d\udce3 Make your call-to-action clearer and more compelling<\/p>\n<p>\ud83d\udee1\ufe0f Identify missing trust signals, proof, guarantees, or credibility elements<\/p>\n<p>\ud83d\udcac Get practical recommendations instead of staring at your page wondering what\u2019s wrong<\/p>\n<p>\ud83d\udc65 See your page from the perspective of a new visitor, not the founder who already understands everything<\/p>\n<\/p>\n<p><strong>\ud83d\ude80 Why I\u2019m building this<\/strong><\/p>\n<\/p>\n<p>I\u2019m building PageGains because I believe a lot of great products fail not because the product is bad, but because the landing page doesn\u2019t do it justice.<\/p>\n<\/p>\n<p>Most early-stage founders don\u2019t need a massive redesign.<\/p>\n<\/p>\n<p>They need better clarity, sharper messaging, to remove friction, and to explain the value faster. And they need feedback that is direct, useful, and affordable.<\/p>\n<\/p>\n<p>That\u2019s what I want PageGains to become: a practical growth tool for indie hackers, solo founders, SaaS builders, e-commerce stores, and small teams who want to improve their website without overcomplicating the process.<\/p>\n<\/p>\n<p><strong>\ud83d\udd2e What\u2019s next<\/strong><\/p>\n<\/p>\n<p>This is still just the beginning. The long-term vision for PageGains is to become much more than a simple landing page audit tool.<\/p>\n<\/p>\n<p>I want to build it into a full conversion improvement assistant \u2014 helping with landing page analysis, copy suggestions, competitor insights, A\/B test ideas, positioning improvements, and ongoing recommendations as the product evolves.<\/p>\n<\/p>\n<p>The goal is to help founders stop guessing and start improving their pages with more confidence. I\u2019m building this in public, learning from users, and improving PageGains step by step.<\/p>\n<\/p>\n<p>I\u2019d love your feedback, ideas, criticism, and support today. And honestly: feel free to roast the landing page too. That would be very on-brand \ud83d\ude04<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.producthunt.com\/products\ud83c\udf81\" target=\"_blank\" rel=\"noopener\">\ud83c\udf81<\/a> <strong>Product Hunt launch offer:<\/strong> Use code <strong>PRODUCTHUNT20<\/strong> to get <strong>20% off<\/strong> your first PageGains order. Valid for 1 week after launch.<\/p>\n<\/p>\n<p>Thanks so much for checking it out \ud83d\ude4f<\/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\/@solopreneur_dad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solopreneur_dad<\/a> Real pain point and real solution! This looks very promising. Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@solopreneur_dad\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@solopreneur_dad<\/a> This is helping me with all my client projects to find the correct angle for the landing pages, provide them a professional report and consult on which quick wins to pursue next.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My honest concern with AI landing page audits is they tend to output the same recommendations regardless of the actual product or audience – improve your headline clarity, add social proof, reduce CTA friction. These apply to every page. The real question is whether PageGains can tell you why your specific visitors aren’t converting, which requires actual traffic data, not just reading your HTML. Is there any analytics integration, or is this purely static page analysis?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-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>Congratulations on the launch.<\/p>\n<p>This has been the real pain point buddy. So what are your plans going forward?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@hakimuddinkika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hakimuddinkika<\/a> Thanks a lot Hakimuddin! Working on improving the product itself and expanding its capabilities to help founders as much as possible!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\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\">@solopreneur_dad Congrats on the launch! What\u2019s the most common landing page mistake(s) the tool has found so far on people’s pages?<\/div>\n<div class=\"comment-actions\">\n<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\/@rohermez\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohermez<\/a> Great question Roudy! The ones that I see the most often are issues in the hero section (the first thing the visitor sees above the fold. Most often it’s an unclear (or weak) headline or sub-headline, a lack of clarity, or a lack of trust signals in that section that’s the #1 fix for the page! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 used this a few weeks ago. PageGains gave me really good feedback on my landing page, raising points that I 100% never would have thought of but proved to be very accurate. 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\/@ushercakes1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ushercakes1<\/a> Thanks a lot for your feedback Michael, so glad the tool was useful to you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It fits my current needs really well, and I’m currently looking into some SEO-related 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<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@daisy_liang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daisy_liang<\/a> Thanks for your feedback, I hope it will be useful to you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really enjoyed trying this!<\/p>\n<p>I felt that the flow is super smooth… you just enter your URL and get useful feedback almost instantly. <\/p>\n<p>The UI is clean and easy to follow and the report actually pointed out a few things I hadn’t noticed on my own landing page!<\/p>\n<p>Really promising Tool!! Congrats!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@yannisraft\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@yannisraft<\/a> Wow, thanks so much for trying it out and for the positive feedback, it means a lot to me!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Does it work on any website or is more focus on landing page ? <\/p>\n<p>Any languages ? <\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@david_preti\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@david_preti<\/a> Excellent questions David!<\/p>\n<ul>\n<li>\n<p>It works on any page where you are trying to sell something (product, service, subscription, etc). It works for SaaS, E-commerce (I actually initially built this to fix my own e-commerce site!) and others.<\/p>\n<\/li>\n<li>\n<p>The interface is only in english right now, but it can analyze pages in other languages than english (it’s most optimal for english sites though, and it’s been more tested on english sites).<\/p>\n<\/li>\n<\/ul>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6RYNLU2IRHI2FG\" class=\"app-title\">PixelDrivePro<\/a><\/p>\n<div class=\"one-liner\">API & MCP-first Bulk image generation for developers and AI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">37<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>PixelDrivePro \u662f\u4e00\u6b3e\u9762\u5411\u5f00\u53d1\u8005\u548cAI\u4ee3\u7406\u7684API\u4f18\u5148\u6279\u91cf\u56fe\u50cf\u751f\u6210\u5f15\u64ce\uff0c\u901a\u8fc7\u6a21\u677f\u5316\u6e32\u67d3\u89e3\u51b3\u54c1\u724c\u56fe\u50cf\u89c4\u6a21\u5316\u751f\u4ea7\u7684\u4e00\u81f4\u6027\u4e0e\u6548\u7387\u75db\u70b9\uff0c\u800c\u975e\u4f9d\u8d56AI\u968f\u673a\u751f\u6210\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\/1884e5a1-7398-450b-aa72-1655806bcf48.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0eb3336b-053c-4fdf-bea9-f08249b70b05.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0231ea57-2f46-4095-9b01-ac7c9140232b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/13ebe034-4d13-47a8-8c46-4b9bd273f1ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d32968b4-bcf5-48bf-b8dc-0d8393e58717.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fce5356f-ec94-4778-a996-c4370120d3af.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">API<\/span><br \/>\n <span class=\"tag\">Marketing<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u56fe\u50cf\u751f\u6210API<\/span><br \/>\n <span class=\"tag\">\u6279\u91cf\u6e32\u67d3<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u6a21\u677f\u5316\u8bbe\u8ba1<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8425\u9500\u7d20\u6750<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u7f13\u5b58<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00\u7ffb\u8bd1<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u8d44\u4ea7\u7ba1\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u6838\u5fc3\u75db\u70b9\u662f\u6279\u91cf\u751f\u6210\u54c1\u724c\u56fe\u50cf\u65f6\u7684\u4e00\u81f4\u6027\u7f3a\u5931\uff0c\u5982AI\u5de5\u5177\u5bfc\u81f4\u5b57\u4f53\/\u5e03\u5c40\u53d8\u5f62\u3001\u54c1\u724c\u89c4\u8303\u88ab\u5ffd\u7565\u3002\u521b\u4f5c\u8005\u5e0c\u671b\u83b7\u5f97\u81ea\u52a8\u5316\u5e7f\u544a\u56fe\u3001\u7535\u5546\u5361\u7247\u3001\u8bc1\u4e66\u7b49\u6a21\u677f\u5316\u751f\u6210\u65b9\u6cd5\uff0cmaker \u627f\u8bfa\u63d0\u4f9bAPI\u548c\u6a21\u677f\u53d8\u91cf\u5b9a\u5236\u6307\u5bfc\u4ee5\u89e3\u51b3\u5177\u4f53\u573a\u666f\u9700\u6c42\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 PixelDrivePro \u7684\u806a\u660e\u4e4b\u5904\u5728\u4e8e\u5b83\u907f\u5f00\u4e86\u201cAI\u751f\u6210\u201d\u7684\u72c2\u6b22\uff0c\u8f6c\u800c\u5207\u5165\u4e00\u4e2a\u66f4\u52a1\u5b9e\u4e14\u5229\u6da6\u66f4\u9ad8\u7684\u7ec6\u5206\u5e02\u573a\uff1a\u5927\u89c4\u6a21\u54c1\u724c\u8d44\u4ea7\u81ea\u52a8\u5316\u3002\u5728Stable Diffusion\u548cMidjourney\u7ade\u76f8\u70ab\u6280\u201c\u521b\u610f\u8f93\u51fa\u201d\u65f6\uff0c\u5b83\u9009\u62e9\u4e86\u201c\u786e\u5b9a\u6027\u8f93\u51fa\u201d\u2014\u2014\u8fd9\u5bf9\u7535\u5546\u3001\u8425\u9500\u3001\u5185\u5bb9\u5e73\u53f0\u800c\u8a00\uff0c\u8fdc\u6bd4\u4e00\u5f20\u60ca\u8273\u4f46\u4e0d\u53ef\u590d\u7528\u7684\u56fe\u66f4\u6709\u5546\u4e1a\u4ef7\u503c\u300219ms\u8fb9\u7f18\u7f13\u5b58\u4e0e90\u5929\u96f6\u6210\u672c\u91cd\u590d\u6e32\u67d3\uff0c\u76f4\u51fb\u4e91\u670d\u52a1\u8d26\u5355\u75db\u70b9\uff0c\u662f\u5178\u578b\u7684\u5de5\u7a0b\u601d\u7ef4\u964d\u7ef4\u6253\u51fb\u3002MCP\u534f\u8bae\u7684\u6df1\u5ea6\u96c6\u6210\u66f4\u5177\u524d\u77bb\u6027\uff0c\u5b83\u8ba9Claude\u3001Cursor\u7b49AI\u4ee3\u7406\u80fd\u903b\u8f91\u5316\u64cd\u63a7\u56fe\u5c42\u53d8\u91cf\uff0c\u800c\u975e\u4ec5\u751f\u6210\u6726\u80e7\u7684\u56fe\u7247\u63cf\u8ff0\uff0c\u8fd9\u610f\u5473\u7740\u56fe\u7247\u751f\u4ea7\u6d41\u7a0b\u53ef\u88ab\u5b8c\u6574\u5d4c\u5165\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u6311\u6218\u540c\u6837\u660e\u663e\uff1a\u6a21\u677f\u672c\u8eab\u662f\u6709\u9650\u521b\u610f\u7684\u7262\u7b3c\uff0c\u5f00\u53d1\u8005\u9700\u8981\u5148\u5b8c\u6210\u6a21\u677f\u8bbe\u8ba1\u8fd9\u4e2a\u9ad8\u95e8\u69db\u524d\u7f6e\u5de5\u4f5c\u2014\u2014\u8fd9\u53cd\u800c\u5c06\u975e\u6280\u672f\u7528\u6237\u62d2\u4e4b\u95e8\u5916\u3002\u6b64\u5916\uff0c37\u7968\u7684\u51b7\u542f\u52a8\u6570\u636e\u4e0e\u201cfree canvas previews\u201d\u7684\u63cf\u8ff0\u6697\u793a\u5176\u53ef\u89c6\u5316\u7f16\u8f91\u80fd\u529b\u6216\u8bb8\u8584\u5f31\uff0c\u82e5\u7f3a\u4e4f\u7c7b\u4f3cCanva\u7684\u62d6\u62fd\u5f0f\u6a21\u677f\u521b\u5efa\u5de5\u5177\uff0c\u5b83\u66f4\u53ef\u80fd\u6ca6\u4e3a\u540e\u7aef\u5de5\u7a0b\u5e08\u7684\u79c1\u85cf\u5de5\u5177\uff0c\u800c\u975e\u5e02\u573a\u56e2\u961f\u76f4\u63a5\u62e5\u62b1\u7684\u89e3\u51b3\u65b9\u6848\u3002\u771f\u6b63\u7684\u4ef7\u503c\u7206\u53d1\u70b9\uff0c\u5728\u4e8e\u80fd\u5426\u5f00\u6e90\u4e00\u4e2a\u6a21\u677f\u751f\u6001\uff0c\u8ba9\u8bbe\u8ba1\u8005\u7528\u4e13\u4e1a\u5de5\u5177\u5bfc\u51fa\u6a21\u677f\uff0c\u5b9e\u73b0\u8bbe\u8ba1\u4e0e\u5f00\u53d1\u7684\u6700\u540e\u4e00\u767e\u7c73\u95ed\u73af\u3002\u5426\u5219\uff0c\u5b83\u53ea\u662f\u53c8\u4e00\u4e2a\u64c5\u957f\u89e3\u51b3\u201c\u5df2\u5b9a\u4e49\u95ee\u9898\u201d\u7684\u5229\u5668\uff0c\u4f46\u96be\u4ee5\u5f15\u53d1\u6d41\u7a0b\u9769\u547d\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\">PixelDrivePro<\/span>\n <\/div>\n<div class=\"comment-content\">PixelDrive is an API and MCP-first image generation engine built for developers and AI agents. Automate dynamic assets like open-graph images or e-commerce cards via our REST API or a hosted 26-tool MCP server. Give LLMs (Claude, Cursor) full control to programmatically tweak layers, swap text variables, and ship finished graphics. Includes free canvas previews, 19ms edge-cached repeat renders at zero cost, and native ?lang= translation across 70+ languages. Scale your visual stack instantly.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I’m Rutvik, maker of PixelDrive.<\/p>\n<p>I kept running into the same problem: generating one image is easy, generating 1,000 branded images isn’t.<\/p>\n<p>Teams were duplicating Photoshop files, editing Canva designs manually, or trying prompt-based AI tools that changed fonts, broke layouts, and ignored brand guidelines.<\/p>\n<p>So I built PixelDrive.<\/p>\n<p>PixelDrive lets you design a template once, mark the dynamic parts as variables, and generate thousands of pixel-perfect variants through a simple API. The same input always produces the same output no hallucinated text, no distorted logos, no surprises.<\/p>\n<p>A few things we’re particularly excited about:<\/p>\n<p>\u2705 Template-based rendering, not AI art generation<br \/>\n\u2705 Bulk generation for ads, marketplace listings, certificates, social posts, and more<br \/>\n\u2705 Native MCP support so AI agents can generate real branded images<br \/>\n\u2705 Sub-second renders with aggressive caching<br \/>\n\u2705 1,000 free renders to get started<\/p>\n<p>I’d love feedback from builders, marketers, agencies, and anyone creating images at scale.<\/p>\n<p>What image-generation workflow is currently the biggest pain point for you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey everyone! I want to help you get your automated visual pipelines set up today. <\/p>\n<p>Drop a comment below telling me:<\/p>\n<p>1. What your app\/product does <\/p>\n<p>2. The kind of dynamic images you need to generate (e.g., e-commerce product cards, dynamic certificates, personalized open-graph images, localized ad variations)<\/p>\n<p>I\u2019ll reply directly to your comment with exactly how to structure your PixelDrive template variables and what your API payload or AI prompt should look like to get it done. Let\u2019s build something cool today! \ud83d\udee0\ufe0f<\/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<\/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\/EBUTY2O743KMYN\" class=\"app-title\"> Paint the Cameras Dead<\/a><\/p>\n<div class=\"one-liner\">Postcards for pushing back against surveillance.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">31<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u5b9e\u4f53\u660e\u4fe1\u7247\u5de5\u5177\uff0c\u5e2e\u52a9\u4eba\u4eec\u5728\u8857\u5934\u5df7\u5c3e\u8bc6\u522b\u3001\u8bb0\u5f55\u5e76\u53cd\u601d\u9690\u853d\u7684\u76d1\u63a7\u6444\u50cf\u5934\uff0c\u5c06\u6570\u5b57\u65f6\u4ee3\u7684\u9690\u79c1\u8b66\u793a\u843d\u5730\u4e3a\u53ef\u89e6\u6478\u7684\u79bb\u7ebf\u884c\u52a8\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\/6643ee3a-d5ef-41ed-9fd8-bcd09bf79518.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\/9e288e0b-01c5-4ed6-9522-ed010db35b52.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f8130890-6384-463a-91d9-acc39212e654.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\/a1e53ef9-4b8a-48bf-b3e7-6eacfde3221c.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\">Art<\/span><br \/>\n <span class=\"tag\">Privacy<\/span><br \/>\n <span class=\"tag\">Survival<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53cd\u76d1\u63a7<\/span><br \/>\n <span class=\"tag\">\u5b9e\u4f53\u4ea7\u54c1<\/span><br \/>\n <span class=\"tag\">\u660e\u4fe1\u7247<\/span><br \/>\n <span class=\"tag\">\u8857\u5934\u827a\u672f<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5021\u5bfc<\/span><br \/>\n <span class=\"tag\">\u516c\u6c11\u884c\u52a8<\/span><br \/>\n <span class=\"tag\">\u79bb\u7ebf\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u793e\u4f1a\u6279\u5224<\/span><br \/>\n <span class=\"tag\">\u516c\u5171\u7a7a\u95f4\u5e72\u9884<\/span><br \/>\n <span class=\"tag\">\u7eb8\u5a92\u6297\u8bae<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u8d5e\u8d4f\u5176\u79bb\u7ebf\u3001\u975eApp\u7684\u521b\u610f\u672c\u8eab\uff0c\u8ba4\u4e3a\u201c\u8ba9\u8def\u4eba\u505c\u4e0b\u6765\u601d\u8003\u5c31\u662f\u6210\u5c31\u201d\u3002\u8bc4\u8bba\u4e2d\u672a\u63d0\u51fa\u5177\u4f53\u95ee\u9898\u6216\u5efa\u8bae\uff0c\u591a\u56f4\u7ed5\u201c\u9f13\u52b1\u6253\u5370\u4f20\u64ad\u201d\u201c\u628a\u6444\u50cf\u5934\u53d8\u6210\u53cd\u601d\u63d0\u793a\u201d\u7b49\u7406\u5ff5\u5171\u9e23\uff0c\u7f3a\u4e4f\u5bf9\u4f7f\u7528\u573a\u666f\u6216\u6548\u679c\u7684\u5177\u4f53\u8d28\u7591\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 \u201cPaint the Cameras Dead\u201d\u5728Product Hunt\u4e0a\u83b7\u5f9731\u5f20\u7968\uff0c\u8bf4\u660e\u5b83\u8e29\u4e2d\u4e86\u79d1\u6280\u4ece\u4e1a\u8005\u5fc3\u4e2d\u5bf9\u201c\u6570\u5b57\u75b2\u60eb\u201d\u7684\u9690\u79d8\u5171\u9e23\u2014\u2014\u5f53\u4eba\u4eba\u90fd\u5728\u8ffd\u9010App\u3001AI\u4e0e\u65b0\u5c4f\u5e55\u65f6\uff0c\u4e00\u5957\u7eb8\u677f\u5b9e\u9645\u4e0a\u662f\u6700\u53cd\u53db\u7684\u53d1\u5e03\u3002\u5b83\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u5b9e\u7528\uff0c\u800c\u5728\u4e8e\u8c61\u5f81\uff1a\u4ee5\u6781\u4f4e\u6210\u672c\uff08\u6253\u5370\u5373\u7528\uff09\u5c06\u201c\u76d1\u63a7\u5373\u80cc\u666f\u566a\u58f0\u201d\u8fd9\u4e2a\u62bd\u8c61\u8bae\u9898\uff0c\u5177\u8c61\u5316\u4e3a\u53ef\u89e6\u6478\u3001\u53ef\u4f20\u9012\u3001\u53ef\u653e\u7f6e\u4e8e\u5496\u5561\u9986\u7684\u6311\u8845\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4f46\u8bf7\u6ce8\u610f\uff0c\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u6b21\u827a\u672f\u5feb\u95ea\uff0c\u800c\u975e\u89e3\u51b3\u65b9\u6848\u3002\u8bc4\u8bba\u533a\u51e0\u4e4e\u6e05\u4e00\u8272\u7684\u8d5e\u7f8e\uff0c\u7f3a\u4e4f\u5bf9\u201c\u7136\u540e\u5462\u201d\u7684\u8ffd\u95ee\uff1a\u7559\u4e0b\u660e\u4fe1\u7247\u540e\uff0c\u8c01\u53bb\u8ddf\u8fdb\u90a3\u4e9b\u88ab\u6807\u8bb0\u7684\u76d1\u63a7\u70b9\uff1f\u8c01\u53bb\u63a8\u52a8\u6cd5\u89c4\u6216\u793e\u533a\u95ee\u8d23\uff1f\u8fd9\u6070\u6070\u662f\u79bb\u7ebf\u6d3b\u52a8\u6700\u81f4\u547d\u7684\u77ed\u677f\u2014\u2014\u5b83\u6fc0\u53d1\u4e86\u987f\u609f\uff0c\u5374\u5f88\u96be\u7ec4\u7ec7\u6210\u6301\u7eed\u884c\u52a8\u3002\u4ea7\u54c1\u672c\u8eab\u4e0d\u63d0\u4f9b\u4efb\u4f55\u53cd\u9988\u56de\u8def\u6216\u6570\u636e\u805a\u5408\uff0c\u66f4\u50cf\u662f\u201c\u6124\u6012\u7684\u7eaa\u5ff5\u54c1\u201d\uff0c\u4e0e\u771f\u6b63\u7684\u76d1\u63a7\u6cbb\u7406\u8fd8\u6709\u5341\u4e07\u516b\u5343\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u53e6\u5916\uff0c31\u7968\u4e5f\u63ed\u793a\u4e86\u5c34\u5c2c\u4f4d\u7f6e\uff1a\u5b83\u591f\u65b0\u9c9c\uff0c\u4f46\u4e0d\u591f\u6709\u51b2\u51fb\u529b\uff0c\u65e2\u65e0\u6cd5\u50cf\u6b63\u7ecf\u793e\u4f1a\u8fd0\u52a8\u90a3\u6837\u52a8\u5458\uff0c\u4e5f\u65e0\u6cd5\u50cf\u4fbf\u5229\u8d34\u4e00\u6837\u666e\u53ca\u3002\u4e0d\u8fc7\uff0c\u5982\u679c\u521b\u4f5c\u8005\u7684\u76ee\u6807\u4ec5\u4ec5\u662f\u201c\u63d0\u9192\u4eba\u4eec\u62ac\u8d77\u5934\u201d\uff0c\u90a3\u5b83\u65e0\u7591\u662f\u6210\u529f\u7684\u2014\u2014\u5728\u6240\u6709\u4eba\u90fd\u4f4e\u5934\u5237\u5c4f\u65f6\uff0c\u4e00\u5f20\u7eb8\u5361\u62ac\u5934\u770b\u5c4b\u6a90\u7684\u59ff\u6001\uff0c\u672c\u8eab\u5c31\u662f\u4e00\u79cd\u5e72\u9884\u3002\u4f46\u8bf7\u522b\u628a\u5b83\u8bef\u8bfb\u6210\u6539\u9769\u5de5\u5177\uff0c\u5b83\u66f4\u63a5\u8fd1\u4e8e\u4e00\u679a\u89c6\u89c9\u6027\u7684\u901f\u6548\u6551\u5fc3\u4e38\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\"> Paint the Cameras Dead<\/span>\n <\/div>\n<div class=\"comment-content\">Not every project needs an app, an AI model or another screen. Paint the Cameras Dead is a physical set of postcards made for the street, not the cloud. Each card helps you notice surveillance cameras hiding in plain sight, ask who controls them and map what you find. Print them, share them, leave them in caf\u00e9s, libraries or community spaces, and use them today. No download, no account, no update cycle. Just paper, attention and a small act of resistance.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Visit us, print the cards, share it with your peers! It’s that simple!<\/strong><\/p>\n<p>—-<\/p>\n<p>Not every project needs to be an app, an AI model or another digital platform. Paint the Cameras Dead is a physical set of postcards made for the street and ready to use today.<\/p>\n<p>The project was created to help people notice the surveillance infrastructure that has quietly become part of everyday life. Cameras hang above doors, hide in corners and watch entire streets, yet most of us pass beneath them without looking up. The postcards invite people to see these systems again, ask who controls them, question what they record and help make them visible to the public.<\/p>\n<p>This is part of a wider belief that art should do more than decorate walls. It can interrupt routines, reclaim attention and turn public space into a place for questions, participation and creative disobedience. You do not need an account, technical skills, a large budget or permission. Print a postcard, share it, leave it somewhere, start a conversation or use it as inspiration for an action of your own.<\/p>\n<p>Some people will say nothing will change.<\/p>\n<p>Make something anyway.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@bogomep\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bogomep<\/a> I appreciate the reminder that creativity isn’t limited to software. Whether people agree with the message or not, getting them to pause and reflect is an achievement in 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<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Visit us, print the cards, share it with your peers! It’s that simple!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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 the spirit \ud83d\ude42 You don\u2019t see an offline product launch on PH every day. I like how the postcards turn cameras into a prompt … to notice, question or create art for awareness-building. Is that the idea? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<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\/@vicky_dodeva\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vicky_dodeva<\/a>  Thanks a ton! Yes, a prompt to act as you can see fit because surveillance works best when it becomes background noise.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5YTFNKA4TJFRJ3\" class=\"app-title\">Crodox<\/a><\/p>\n<div class=\"one-liner\">Slice any task out of your codebase. Merge back clean.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">26<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Crodox\u901a\u8fc7\u53cd\u5411\u7f16\u8bd1\u5668\u5c06\u4efb\u610f\u5f00\u53d1\u4efb\u52a1\u53ca\u5176\u5b8c\u6574\u4f9d\u8d56\u95ed\u73af\u9694\u79bb\u4e3a\u72ec\u7acb\u3001\u53ef\u8fd0\u884c\u7684\u5de5\u4f5c\u53f0\uff0c\u89e3\u51b3\u5927\u578b\u4ee3\u7801\u5e93\u4e2d\u5e76\u884c\u5f00\u53d1\u65f6\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u5408\u5e76\u51b2\u7a81\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\/e1306fa6-801a-482b-bde7-e27e163aeb59.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c507c051-3522-4b6b-bf77-166ab6bb390c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c350e47c-7140-4cff-8049-891ce3bcc051.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b189ce1f-a2e2-424c-a1b1-07a7202c56e6.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\/5d728d82-dc6a-4382-83d7-98de50a9e64b.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=BZ0BBtto1LU\"><source src=\"https:\/\/www.youtube.com\/watch?v=BZ0BBtto1LU\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4ee3\u7801\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u4f9d\u8d56\u95ed\u73af<\/span><br \/>\n <span class=\"tag\">\u53cd\u5411\u7f16\u8bd1\u5668<\/span><br \/>\n <span class=\"tag\">\u5f02\u6b65\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u53f0<\/span><br \/>\n <span class=\"tag\">\u5e76\u884c\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u65e0\u51b2\u7a81\u5408\u5e76<\/span><br \/>\n <span class=\"tag\">TypeScript<\/span><br \/>\n <span class=\"tag\">JavaScript<\/span><br \/>\n <span class=\"tag\">Python<\/span><br \/>\n <span class=\"tag\">Angular<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u4ebaPhilip\u8be6\u7ec6\u4ecb\u7ecd\u4e86\u4ea7\u54c1\u7406\u5ff5\uff0c\u5f3a\u8c03\u8fd9\u4e0d\u662fAI\u7f16\u7801\u5de5\u5177\u6216\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u800c\u662f\u5e95\u5c42\u7684\u4efb\u52a1\u9694\u79bb\u5c42\u3002\u4ed6\u8be2\u95ee\u7528\u6237\u54ea\u4e9b\u73af\u8282\u4e0a\u4e0b\u6587\u4e22\u5931\u6700\u4e25\u91cd\u3001\u4f18\u5148\u652f\u6301\u54ea\u79cd\u8bed\u8a00\uff0c\u4ee5\u53ca\u5982\u4f55\u8ba9\u5de5\u5177\u201c\u503c\u5f97\u7acb\u5373\u5c1d\u8bd5\u201d\u3002\u793e\u533a\u53cd\u54cd\u79ef\u6781\uff0c\u4f46\u6682\u65e0\u5177\u4f53\u529f\u80fd\u6539\u8fdb\u6216\u6279\u8bc4\u610f\u89c1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Crodox\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u9ad8\u4ef7\u503c\u7684\u75db\u70b9\uff1a\u5927\u578b\u5de5\u7a0b\u4e2d\uff0c\u4efb\u52a1\u8fb9\u754c\u6a21\u7cca\u5bfc\u81f4\u7684\u4e0a\u4e0b\u6587\u788e\u7247\u5316\u548c\u5408\u5e76\u51b2\u7a81\u3002\u5176\u201c\u53cd\u5411\u7f16\u8bd1\u5668+\u4f9d\u8d56\u95ed\u73af\u8ba1\u7b97\u201d\u7684\u601d\u8def\uff0c\u76f8\u6bd4\u4f20\u7edf\u5206\u652f\u6216\u5de5\u4f5c\u6811\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u7cbe\u786e\u7684\u7269\u7406\u9694\u79bb\u65b9\u6848\u3002\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u5c06\u201c\u8ba4\u77e5\u8d1f\u8f7d\u201d\u4ece\u5f00\u53d1\u8005\u5927\u8111\u79fb\u5230\u5de5\u5177\u4e2d\uff0c\u8ba9\u4eba\u7c7b\u53ea\u5173\u6ce8\u4efb\u52a1\u903b\u8f91\uff0c\u800c\u8ba9\u5de5\u5177\u8d1f\u8d23\u73af\u5883\u4e00\u81f4\u6027\u3002\u4f46\u5fc5\u987b\u6307\u51fa\uff0c\u8be5\u65b9\u6848\u6b63\u9762\u4e34AI\u65f6\u4ee3\u7684\u53cc\u91cd\u5939\u51fb\uff1a\u4e00\u65b9\u9762\uff0cAI\u7f16\u7801\u52a9\u624b\uff08\u5982Copilot\uff09\u5df2\u7ecf\u5728\u5f31\u5316\u201c\u7406\u89e3\u6574\u4e2a\u4ee3\u7801\u5e93\u201d\u7684\u5fc5\u8981\u6027\uff0c\u964d\u4f4e\u4e86\u4e0a\u4e0b\u6587\u4e22\u5931\u7684\u75db\u611f\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5982\u679cCrodox\u7684\u8bed\u8a00\u6a21\u677f\u5e93\u6269\u5f20\u7f13\u6162\uff0c\u53ea\u80fd\u8986\u76d6TypeScript\u3001Python\u7b49\u4e3b\u6d41\u8bed\u8a00\uff0c\u5176\u201c\u9694\u79bb\u201d\u4ef7\u503c\u5728\u5f02\u6784\u6216\u9057\u7559\u7cfb\u7edf\u4e2d\u5c06\u5927\u6253\u6298\u6263\u3002\u6b64\u5916\uff0c\u4f5c\u4e3a\u6258\u7ba1Web\u5e94\u7528\uff0c\u7528\u6237\u5bf9\u6e90\u4ee3\u7801\u4e0a\u4e91\u7684\u9690\u79c1\u548c\u5b89\u5168\u62c5\u5fe7\u672a\u88ab\u660e\u786e\u56de\u5e94\u3002\u8fd9\u66f4\u50cf\u4e00\u4e2a\u201c\u57fa\u7840\u8bbe\u65bd\u5c42\u201d\u5de5\u5177\uff0c\u800c\u975e\u76f4\u63a5\u9762\u5411\u7ec8\u7aef\u5f00\u53d1\u8005\u7684\u6740\u624b\u7ea7\u4ea7\u54c1\u3002\u77ed\u671f\u770b\u5176\u76ee\u6807\u7528\u6237\u662f\u91cd\u5408\u89c4\u3001\u91cd\u534f\u4f5c\u7684\u4e2d\u578b\u56e2\u961f\uff0c\u800c\u975e\u8ffd\u6c42\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u72ec\u7acb\u5f00\u53d1\u8005\u3002\u80fd\u5426\u6210\u4e3a\u201c\u5fc5\u8bd5\u201d\u5de5\u5177\uff0c\u53d6\u51b3\u4e8e\u5176\u6a21\u677f\u751f\u6001\u548c\u4e91\u4e0a\u5b89\u5168\u4fe1\u4efb\u7684\u5efa\u7acb\u901f\u5ea6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Crodox<\/span>\n <\/div>\n<div class=\"comment-content\">Crodox isolates any task with its complete dependency closure into a clean, runnable workbench. When you’re done, your changes merge back deterministically. Built for teams that ship parallel work without losing context.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hi everyone –<br \/>\nPhilip here, co-founder of Crodox.<\/p>\n<p>A few years ago we kept running into the same problem on large codebases: every<br \/>\nmeaningful task touches files and dependencies that live far apart, but the tools we use force us to load the whole context anyway. AI assistants help with the typing – they can’t tell you which parts of the codebase actually belong to a task. Worktrees and branches isolate files,not behaviour. Visualization tools show the graph, but you can’t act in it.<br \/>\nSo we built Crodox around a single idea: any task should be physically isolatable.<br \/>\nCrodox takes one task description and uses a reverse compiler with language-specific<br \/>\ntemplates to compute its complete dependency closure. The result is a workbench: a<br \/>\nsmaller, runnable slice of your codebase with exactly what the task needs, nothing else.<br \/>\nTests run. The slice compiles. You hand it off to a teammate, to an AI agent, or to yourself<br \/>\non another machine. When the work is done, Crodox merges the changes back into the<br \/>\nsource, deterministically without the kind of conflicts you get from rebasing twelve weeks of<br \/>\nunrelated work.<br \/>\nWe call this the Async Developer Workflow: Slice -> Hand off -> Merge back.<\/p>\n<p>Today’s launch is a free beta.<\/p>\n<p>TypeScript, JavaScript, Python and Angular are supported<br \/>\nfirst; C# and .NET are on the enterprise roadmap. It runs as a hosted web app – sign in,<br \/>\nconnect a repo, slice.<\/p>\n<p>No installs, no agents, no rebuild of your pipeline.<\/p>\n<p>A few honest things up front:<\/p>\n<p>\u2022 This isn’t an AI coding tool. It is the layer underneath them.<br \/>\n\u2022 This isn’t a visualization tool. The slice is executable.<br \/>\n\u2022 Templates are language-specific because every language hides dependencies<br \/>\ndifferently. We are shipping the ones we use ourselves first.<\/p>\n<p>Three questions I would love feedback on:<\/p>\n<p>\u2022 Where in your current workflow does context loss hurt most?<br \/>\n\u2022 Which language or framework should we prioritize after these four?<br \/>\n\u2022 What would make Crodox a ‘drop everything and try this’ tool for you?<br \/>\nLooking forward to the conversations.<\/p>\n<p>Philip<\/p><\/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<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && target !== this) {\n \/\/ \u68c0\u67e5\u662f\u5426\u6709\u63a7\u4ef6\u76f8\u5173\u7684\u7c7b\u540d\u6216\u5c5e\u6027\n if (target.classList.contains('video-js') || \n target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.tagName.toLowerCase() === 'select' ||\n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> \/\/ \u53ea\u6709\u5f53\u70b9\u51fb\u7684\u662f\u89c6\u9891\u672c\u8eab\u800c\u975e\u63a7\u4ef6\u65f6\u624d\u8df3\u8f6c\n if (!isControlClick && e.target.tagName.toLowerCase() === 'video') {\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n 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